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This directory contains comprehensive documentation for KOGRAL ( KO wledge GRA phs, L ocal-first), built with mdBook .","breadcrumbs":"Introduction » KOGRAL Documentation","id":"0","title":"KOGRAL Documentation"},"1":{"body":"You have several options for reading the documentation:","breadcrumbs":"Introduction » 📚 Reading the Documentation","id":"1","title":"📚 Reading the Documentation"},"10":{"body":"mdBook is required to build and serve the documentation.","breadcrumbs":"Introduction » 📦 Installing mdBook","id":"10","title":"📦 Installing mdBook"},"100":{"body":"Hybrid Model : Content stored as markdown string (source of truth) Blocks lazily parsed on first access Cached block structure for fast queries Bidirectional: markdown ↔ blocks BlockParser : Parse outliner markdown → Block structures Serialize Block structures → outliner markdown Preserve all metadata (tags, status, properties, references) Round-trip fidelity for Logseq compatibility Storage : Filesystem: markdown with blocks inline SurrealDB: dedicated block table with indexes Indexes: tags, status, parent_id, full-text search See Also : ADR-004: Logseq Blocks Support Logseq Blocks Design MCP Block Tools","breadcrumbs":"Core Concepts » Architecture","id":"100","title":"Architecture"},"101":{"body":"Capture During Work : Don\'t wait, document as you go Link as You Learn : Connect related concepts immediately Query When Needed : AI-assisted discovery of relevant knowledge Evolve Over Time : Update decisions, supersede patterns Share Wisely : Shared guidelines, local specifics","breadcrumbs":"Core Concepts » Key Principles","id":"101","title":"Key Principles"},"102":{"body":"Understand motivation : Why KOGRAL? Learn philosophy : Design Philosophy See architecture : System Overview Start using : Quick Start","breadcrumbs":"Core Concepts » Next Steps","id":"102","title":"Next Steps"},"103":{"body":"Understanding the motivation behind the Knowledge Base system.","breadcrumbs":"Why KOGRAL? » Why KB?","id":"103","title":"Why KB?"},"104":{"body":"Modern software development generates enormous amounts of knowledge: 📝 Notes : Implementation details, learnings, discoveries 🤔 Decisions : Why we chose X over Y 📚 Guidelines : How we write code, architecture patterns 🔄 Patterns : Reusable solutions we\'ve discovered 💭 Discussions : Slack threads, meeting notes, PR comments 🐛 Bug Fixes : How we solved issues But where does this knowledge live? Meeting notes in Google Docs Decisions buried in Slack threads Guidelines in a wiki nobody updates Patterns in someone\'s head PR discussions lost in GitHub history Bug solutions in closed Jira tickets The result? ❌ Rediscovering solutions to problems we\'ve already solved ❌ Inconsistent practices because guidelines aren\'t accessible ❌ Slow onboarding as new developers lack context ❌ Lost context when team members leave ❌ Repeated mistakes because past lessons aren\'t preserved","breadcrumbs":"Why KOGRAL? » The Problem: Knowledge Fragmentation","id":"104","title":"The Problem: Knowledge Fragmentation"},"105":{"body":"Knowledge Base provides a single source of truth for project knowledge: ✅ Capture once : Notes, decisions, guidelines, patterns ✅ Connect concepts : Typed relationships between ideas ✅ Query naturally : Text and semantic search ✅ AI-assisted : Claude Code integration via MCP ✅ Git-tracked : Version control for knowledge ✅ Shared wisdom : Organization-wide guidelines + project-specific","breadcrumbs":"Why KOGRAL? » The Solution: Unified, Queryable Knowledge Graph","id":"105","title":"The Solution: Unified, Queryable Knowledge Graph"},"106":{"body":"","breadcrumbs":"Why KOGRAL? » What Makes KB Different?","id":"106","title":"What Makes KB Different?"},"107":{"body":"Other tools : Notion, Confluence, wikis in web apps KB : Markdown files in .kogral/ directory Benefits : # Review knowledge changes in PRs\\ngit diff .kogral/decisions/ # Branch knowledge with code\\ngit checkout feature-branch\\n# .kogral/ follows the branch # Merge knowledge from feature work\\ngit merge feature-branch\\n# Knowledge merges like code Result : Knowledge versioned alongside code it describes.","breadcrumbs":"Why KOGRAL? » 1. Git-Native","id":"107","title":"1. Git-Native"},"108":{"body":"Other tools : Manual search, browse folders KB : AI queries via Claude Code Example : You: \\"Find anything about error handling\\" Claude: [Searches semantically, not just keywords]\\nFound 5 concepts:\\n- Pattern: Error Handling with thiserror\\n- Guideline: Result Type Best Practices\\n- Decision: Use anyhow for Application Errors\\n- Note: Custom Error Types\\n- Journal: Fixed error propagation bug [All related, even without exact keyword match] Result : Find concepts, not just documents with keywords.","breadcrumbs":"Why KOGRAL? » 2. AI-Native","id":"108","title":"2. AI-Native"},"109":{"body":"Other tools : Hardcoded behavior, limited customization KB : Nickel schemas define everything Example : # Development: local embeddings, no costs\\n{ embeddings = { provider = \'fastembed } } # Production: cloud embeddings, best quality\\n{ embeddings = { provider = \'openai, model = \\"text-embedding-3-large\\" } } Result : Adapt behavior without code changes.","breadcrumbs":"Why KOGRAL? » 3. Config-Driven","id":"109","title":"3. Config-Driven"},"11":{"body":"cargo install mdbook","breadcrumbs":"Introduction » Install via Cargo","id":"11","title":"Install via Cargo"},"110":{"body":"Other tools : One knowledge base per project KB : Shared organizational knowledge + project-specific Structure : Organization Shared KB ├── Rust Guidelines (applies to all projects) ├── Security Patterns (applies to all projects) └── Testing Standards (applies to all projects) Project A KB ├── Inherits shared guidelines ├── Project-specific decisions └── Can override shared guidelines Project B KB ├── Inherits same shared guidelines ├── Different project decisions └── Different overrides Result : Consistency across organization, flexibility per project.","breadcrumbs":"Why KOGRAL? » 4. Multi-Graph","id":"110","title":"4. Multi-Graph"},"111":{"body":"Other tools : Backlinks, tags, folders KB : Typed relationships with meaning Example : Pattern: Repository Pattern ↑ [implements]\\nNote: User Service Implementation ↑ [relates_to]\\nDecision: Use PostgreSQL ↑ [depends_on]\\nGuideline: Database Access Patterns Result : Understand how knowledge connects, not just that it connects.","breadcrumbs":"Why KOGRAL? » 5. Structured Relationships","id":"111","title":"5. Structured Relationships"},"112":{"body":"","breadcrumbs":"Why KOGRAL? » Real-World Impact","id":"112","title":"Real-World Impact"},"113":{"body":"New developer joins : Read outdated wiki (2 hours) Ask teammates for context (1 hour per question × 10 questions) Discover guidelines by reading code (days) Miss important decisions (leads to mistakes) Time to productivity : 2-4 weeks","breadcrumbs":"Why KOGRAL? » Before KB","id":"113","title":"Before KB"},"114":{"body":"New developer joins : kb search \\"architectural decisions\\" → finds all ADRs Ask Claude: \\"What are our coding guidelines?\\" → gets current guidelines with inheritance Browse related notes via graph traversal Full context available, no tribal knowledge Time to productivity : 3-5 days","breadcrumbs":"Why KOGRAL? » With KB","id":"114","title":"With KB"},"115":{"body":"Team makes decision : Discussion in Slack (lost after a week) Someone documents in wiki (maybe) 6 months later: \\"Why did we choose X?\\" → nobody remembers Re-debate the same decision","breadcrumbs":"Why KOGRAL? » Before KB","id":"115","title":"Before KB"},"116":{"body":"Team makes decision : Discussion captured as ADR during meeting Context, decision, consequences documented Linked to related patterns and guidelines 6 months later: kb show decision-use-x → full context instantly","breadcrumbs":"Why KOGRAL? » With KB","id":"116","title":"With KB"},"117":{"body":"Solving a bug : Encounter race condition in cache Debug for 2 hours Fix it Solution lost in PR comments Two months later : Different developer, same bug, 2 more hours","breadcrumbs":"Why KOGRAL? » Before KB","id":"117","title":"Before KB"},"118":{"body":"Solving a bug : Encounter race condition Ask Claude: \\"Have we seen cache race conditions before?\\" Claude finds journal entry from 2 months ago with solution Apply fix in 10 minutes Two months later : Same query, same instant solution","breadcrumbs":"Why KOGRAL? » With KB","id":"118","title":"With KB"},"119":{"body":"","breadcrumbs":"Why KOGRAL? » Who Benefits?","id":"119","title":"Who Benefits?"},"12":{"body":"For enhanced functionality: # Link checker (validates internal/external links)\\ncargo install mdbook-linkcheck # Mermaid diagram support\\ncargo install mdbook-mermaid # PlantUML diagram support\\ncargo install mdbook-plantuml","breadcrumbs":"Introduction » Install Optional Tools","id":"12","title":"Install Optional Tools"},"120":{"body":"✅ Personal knowledge base : Capture learnings, build expertise ✅ Quick recall : \\"How did I solve this before?\\" ✅ Context switching : Return to old projects with full context ✅ Career growth : Document what you learn, portfolio of knowledge","breadcrumbs":"Why KOGRAL? » Individual Developers","id":"120","title":"Individual Developers"},"121":{"body":"✅ Shared context : Everyone has access to team knowledge ✅ Onboarding : New members ramp up faster ✅ Consistency : Follow shared guidelines and patterns ✅ Collaboration : Build on each other\'s knowledge","breadcrumbs":"Why KOGRAL? » Teams","id":"121","title":"Teams"},"122":{"body":"✅ Institutional memory : Knowledge persists beyond individual tenure ✅ Best practices : Standardize across teams ✅ Compliance : Document security and architecture decisions ✅ Efficiency : Stop solving the same problems repeatedly","breadcrumbs":"Why KOGRAL? » Organizations","id":"122","title":"Organizations"},"123":{"body":"✅ Context injection : Agents query guidelines before generating code ✅ Decision awareness : Agents check past decisions ✅ Pattern following : Agents use documented patterns ✅ Execution tracking : Agent actions documented automatically","breadcrumbs":"Why KOGRAL? » AI Agents","id":"123","title":"AI Agents"},"124":{"body":"KB is not ideal for: ❌ Personal journaling : Use Obsidian or Logseq ❌ Team wikis : Use Notion or Confluence ❌ Customer docs : Use mdBook or Docusaurus ❌ Project management : Use Jira or Linear ❌ Code comments : Use inline documentation KB is perfect for: ✅ Developer knowledge graphs ✅ Architectural decision records ✅ Pattern libraries ✅ Coding guidelines ✅ Technical context ✅ AI-assisted development","breadcrumbs":"Why KOGRAL? » When NOT to Use KB","id":"124","title":"When NOT to Use KB"},"125":{"body":"Today\'s development : Developer → writes code → commits With KB : Developer → writes code → documents decisions → links to patterns → commits code + knowledge ↓ AI Agent queries knowledge → generates better code ↓ Team discovers patterns → reuses solutions → faster development Knowledge becomes an active participant in development , not an afterthought.","breadcrumbs":"Why KOGRAL? » The Vision","id":"125","title":"The Vision"},"126":{"body":"Three core principles drive KB:","breadcrumbs":"Why KOGRAL? » Design Philosophy","id":"126","title":"Design Philosophy"},"127":{"body":"❌ \\"I\'ll document this later\\" → never happens ✅ \\"Claude, document this decision\\" → done in 30 seconds","breadcrumbs":"Why KOGRAL? » 1. Knowledge should be captured during work, not after","id":"127","title":"1. Knowledge should be captured during work, not after"},"128":{"body":"❌ Standalone documents in folders ✅ Graph of interconnected concepts","breadcrumbs":"Why KOGRAL? » 2. Knowledge should be connected, not isolated","id":"128","title":"2. Knowledge should be connected, not isolated"},"129":{"body":"❌ \\"Let me look through 50 docs to find...\\" ✅ \\"Find anything related to error handling\\" → instant semantic results","breadcrumbs":"Why KOGRAL? » 3. Knowledge should be queryable, not browsable","id":"129","title":"3. Knowledge should be queryable, not browsable"},"13":{"body":"mdbook --version\\n# Should output: mdbook v0.4.x or later","breadcrumbs":"Introduction » Verify Installation","id":"13","title":"Verify Installation"},"130":{"body":"Ready to stop losing knowledge? Understand concepts : Core Concepts Learn philosophy : Design Philosophy Quick start : Quick Start Guide See examples : Use Cases \\"The best time to document was during implementation. The second best time is now.\\" But with KB + AI, \\"now\\" is instant.","breadcrumbs":"Why KOGRAL? » Get Started","id":"130","title":"Get Started"},"131":{"body":"The principles and values guiding Knowledge Base design and implementation.","breadcrumbs":"Design Philosophy » Design Philosophy","id":"131","title":"Design Philosophy"},"132":{"body":"","breadcrumbs":"Design Philosophy » Core Tenets","id":"132","title":"Core Tenets"},"133":{"body":"Principle : All behavior should be configurable via schemas, not baked into code. Why : Flexibility without code changes. Users adapt KB to their workflows, not vice versa. Example : // ❌ Bad: Hardcoded\\nimpl EmbeddingProvider { fn new() -> Self { FastEmbedProvider::new(\\"BAAI/bge-small-en-v1.5\\") // Can\'t change }\\n} // ✅ Good: Config-driven\\nimpl EmbeddingProvider { fn from_config(config: &EmbeddingConfig) -> Result<Box<dyn EmbeddingProvider>> { match config.provider { \'fastembed => Ok(Box::new(FastEmbedProvider::new(&config.model)?)), \'openai => Ok(Box::new(OpenAIProvider::new(&config.model)?)), } }\\n} Benefits : Switch embedding providers without recompilation Different configs for dev/prod User choice, not developer mandate","breadcrumbs":"Design Philosophy » 1. Config-Driven, Not Hardcoded","id":"133","title":"1. Config-Driven, Not Hardcoded"},"134":{"body":"Principle : Validate configuration before runtime, not during. Why : Catch errors early, reduce runtime failures. Implementation : Nickel contracts + serde validation = double validation # Schema defines valid values\\nEmbeddingProvider = [| \'openai, \'claude, \'fastembed |] # Typo caught at export time, not runtime\\n{ provider = \'opena1 } # Error: Invalid variant Benefits : Errors found during nickel export, not during execution Self-documenting: schema is the spec Refactoring safe: change schema, find all usages","breadcrumbs":"Design Philosophy » 2. Type-Safe Configuration","id":"134","title":"2. Type-Safe Configuration"},"135":{"body":"Principle : Core functionality works offline, cloud is enhancement. Why : Privacy, cost control, offline development. Examples : Feature Local Cloud Storage Filesystem SurrealDB Embeddings fastembed OpenAI/Claude Search Text-based Semantic Benefits : Works on planes, trains, areas with poor internet No API costs for small projects Privacy-sensitive projects keep data local Production can use cloud for scale","breadcrumbs":"Design Philosophy » 3. Local-First, Cloud-Optional","id":"135","title":"3. Local-First, Cloud-Optional"},"136":{"body":"Principle : Knowledge should version alongside code. Why : Knowledge describes code, should evolve with it. Implementation : Markdown + YAML frontmatter (text-based, diffable) One file per node (granular commits) Wikilinks preserved (works in Logseq, Obsidian) Benefits : # Review knowledge changes in PRs\\ngit diff .kogral/decisions/ # Knowledge follows branches\\ngit checkout feature-x\\n# .kogral/ reflects feature-x decisions # Knowledge merges\\ngit merge feature-x\\n# Merge conflicts = knowledge conflicts (resolve intentionally)","breadcrumbs":"Design Philosophy » 4. Git-Friendly by Default","id":"136","title":"4. Git-Friendly by Default"},"137":{"body":"Principle : Optimized for AI consumption, readable by humans. Why : Best of both worlds - AI-assisted discovery, human verification. Implementation : Structured : YAML frontmatter for AI parsing Semantic : Embeddings for AI queries Readable : Markdown for human consumption Linked : Typed relationships for AI traversal Example : ---\\nid: note-auth\\ntype: note\\ntitle: Authentication Implementation\\ntags: [security, auth]\\nrelates_to: [guideline-security, pattern-jwt]\\n--- # Authentication Implementation Humans read this markdown normally. AI can:\\n- Parse frontmatter for metadata\\n- Extract tags for filtering\\n- Follow relates_to links\\n- Generate embeddings for semantic search","breadcrumbs":"Design Philosophy » 5. AI-Native, Human-Readable","id":"137","title":"5. AI-Native, Human-Readable"},"138":{"body":"Principle : Build systems by composing small, focused components. Why : Flexibility, testability, maintainability. Implementation : // Small, focused traits\\ntrait Storage { ... }\\ntrait EmbeddingProvider { ... }\\ntrait TemplateEngine { ... } // Compose into systems\\nstruct KnowledgeBase { storage: Box<dyn Storage>, embeddings: Option<Box<dyn EmbeddingProvider>>, templates: TemplateEngine,\\n} Benefits : Swap storage without affecting embeddings Disable embeddings without breaking storage Test components in isolation Add new providers by implementing trait","breadcrumbs":"Design Philosophy » 6. Composition Over Inheritance","id":"138","title":"6. Composition Over Inheritance"},"139":{"body":"Principle : Detect errors early, provide clear messages. Why : Developer experience - fast feedback, actionable errors. Implementation : // ❌ Bad: Silent failure\\nfn load_config(path: &Path) -> Option<Config> { std::fs::read_to_string(path) .ok() .and_then(|s| serde_json::from_str(&s).ok())\\n} // ✅ Good: Explicit errors\\nfn load_config(path: &Path) -> Result<Config, ConfigError> { let content = std::fs::read_to_string(path) .map_err(|e| ConfigError::ReadFailed(path.to_path_buf(), e))?; serde_json::from_str(&content) .map_err(|e| ConfigError::ParseFailed(path.to_path_buf(), e))\\n} Error messages : ❌ \\"Failed to load config\\"\\n✅ \\"Failed to read config file \'/path/to/config.ncl\': Permission denied\\"","breadcrumbs":"Design Philosophy » 7. Fail Fast, Fail Clearly","id":"139","title":"7. Fail Fast, Fail Clearly"},"14":{"body":"The documentation is organized into the following sections:","breadcrumbs":"Introduction » 📖 Documentation Structure","id":"14","title":"📖 Documentation Structure"},"140":{"body":"Principle : Sane defaults, but everything customizable. Why : Easy to start, flexible as you grow. Examples : # Minimal config (uses conventions)\\n{ graph = { name = \\"my-project\\" } }\\n# Defaults: filesystem storage, no embeddings, standard templates # Full config (explicit everything)\\n{ graph = { name = \\"my-project\\" }, storage = { primary = \'surrealdb, /* ... */ }, embeddings = { provider = \'openai, /* ... */ }, templates = { templates_dir = \\"custom\\" },\\n} Conventions : .kogral/ directory in project root Filesystem storage by default YAML frontmatter + markdown body Standard template names (note.md.tera, decision.md.tera) Escape hatches : --kb-dir to use different location Configure alternative storage backends Custom frontmatter schemas Override any template","breadcrumbs":"Design Philosophy » 8. Convention Over Configuration (With Escape Hatches)","id":"140","title":"8. Convention Over Configuration (With Escape Hatches)"},"141":{"body":"Principle : Documentation lives with code, versioned together. Why : Outdated docs are worse than no docs. Implementation : ADRs in .kogral/decisions/ (alongside code) Guidelines in .kogral/guidelines/ (versioned with code) Patterns in .kogral/patterns/ (evolve with implementations) Benefits : # Code and docs branch together\\ngit checkout old-version\\n# .kogral/ reflects that version\'s decisions # Code and docs merge together\\ngit merge feature\\n# Merge includes new patterns, updated guidelines # Code and docs reviewed together\\n# PR shows code + decision + guideline updates","breadcrumbs":"Design Philosophy » 9. Documentation as Code","id":"141","title":"9. Documentation as Code"},"142":{"body":"Principle : Knowledge is useless if you can\'t find it. Why : The point is to use knowledge, not just store it. Features : Text search : Find exact keywords Semantic search : Find related concepts Graph traversal : Follow relationships Tag filtering : Narrow by category MCP integration : AI-assisted discovery Example : User doesn\'t remember exact term, but knows the concept: \\"Find anything about handling errors gracefully\\" KB finds (semantically): \\"Error Handling with thiserror\\" (pattern) \\"Result Type Best Practices\\" (guideline) \\"Panic Recovery\\" (note) \\"Graceful Degradation\\" (pattern) No exact keyword match needed, concept match sufficient.","breadcrumbs":"Design Philosophy » 10. Optimize for Discoverability","id":"142","title":"10. Optimize for Discoverability"},"143":{"body":"Principle : Humans are the primary users, AI is the assistant. Why : AI should enhance human workflows, not replace them. Implementation : Human-readable formats : Markdown, YAML Human-editable : Any text editor works Human-discoverable : ls .kogral/notes/ shows files AI-enhanced : MCP for AI-assisted queries Example : # Human workflow\\nvim .kogral/notes/my-note.md # Edit directly\\ngit add .kogral/notes/my-note.md\\ngit commit -m \\"Add note about X\\" # AI-enhanced workflow\\n# (in Claude Code)\\n\\"Add a note about X with tags Y, Z\\"\\n# AI creates file, human reviews","breadcrumbs":"Design Philosophy » 11. Build for Humans, Enable AI","id":"143","title":"11. Build for Humans, Enable AI"},"144":{"body":"Principle : Knowledge is interconnected, embrace the relationships. Why : Context comes from connections, not isolation. Implementation : Typed relationships (not just \\"related\\") Bidirectional traversal Relationship strength (0.0-1.0) Multi-hop queries Example : Find all patterns that: - Are implemented by current project - Depend on shared guidelines - Were added in the last 6 months # Graph query, not sequential file search","breadcrumbs":"Design Philosophy » 12. Embrace the Graph","id":"144","title":"12. Embrace the Graph"},"145":{"body":"","breadcrumbs":"Design Philosophy » Anti-Patterns to Avoid","id":"145","title":"Anti-Patterns to Avoid"},"146":{"body":"// Don\'t\\nconst EMBEDDING_MODEL: &str = \\"BAAI/bge-small-en-v1.5\\"; // Do\\nlet model = config.embeddings.model.as_str();","breadcrumbs":"Design Philosophy » 1. ❌ Hardcoding Behavior","id":"146","title":"1. ❌ Hardcoding Behavior"},"147":{"body":"// Don\'t validate at runtime\\nlet provider = config.provider; // Might be invalid // Do validate at export time (Nickel contracts)\\nprovider | [| \'openai, \'claude, \'fastembed |]","breadcrumbs":"Design Philosophy » 2. ❌ Runtime Schema Validation","id":"147","title":"2. ❌ Runtime Schema Validation"},"148":{"body":"// Don\'t\\nErr(\\"Failed\\".into()) // Do\\nErr(KbError::NodeNotFound(id.to_string()))","breadcrumbs":"Design Philosophy » 3. ❌ Opaque Errors","id":"148","title":"3. ❌ Opaque Errors"},"149":{"body":"// Don\'t\\nimpl KnowledgeBase { fn search(&self) -> Vec<Node> { let embeddings = FastEmbedProvider::new(); // Hardcoded! // ... }\\n} // Do\\nimpl KnowledgeBase { fn search(&self) -> Vec<Node> { if let Some(provider) = &self.embeddings { // Use configured provider } }\\n}","breadcrumbs":"Design Philosophy » 4. ❌ Coupling Components","id":"149","title":"4. ❌ Coupling Components"},"15":{"body":"What is KOGRAL and why it exists Core concepts (nodes, edges, graphs) Design philosophy","breadcrumbs":"Introduction » 1. KOGRAL Definition (kogral/)","id":"15","title":"1. KOGRAL Definition (kogral/)"},"150":{"body":"// Don\'t\\nBinary blob: [0x4B, 0x42, 0x01, ...] // Do\\nMarkdown + YAML:\\n---\\nid: note-1\\n---\\n# Content","breadcrumbs":"Design Philosophy » 5. ❌ Proprietary Formats","id":"150","title":"5. ❌ Proprietary Formats"},"151":{"body":"KB draws inspiration from: Logseq : Outliner, graph view, wikilinks Obsidian : Markdown-first, local storage, plugins Zettelkasten : Atomic notes, links, emergence ADR : Decision records, context preservation Git : Version control, branching, merging Nickel : Type-safe configuration, contracts MCP : AI integration protocol SurrealDB : Graph database, relationships","breadcrumbs":"Design Philosophy » Influences","id":"151","title":"Influences"},"152":{"body":"","breadcrumbs":"Design Philosophy » Implementation Principles","id":"152","title":"Implementation Principles"},"153":{"body":"Zero unsafe code (#![forbid(unsafe_code)]) No unwrap() in production code Always use Result<T> for fallibility Comprehensive error types with thiserror Full test coverage (100+ tests)","breadcrumbs":"Design Philosophy » Rust","id":"153","title":"Rust"},"154":{"body":"Contracts for validation Defaults in schemas Documentation in contracts Composition via imports","breadcrumbs":"Design Philosophy » Nickel","id":"154","title":"Nickel"},"155":{"body":"Structured data pipelines Error handling in scripts Colored output for UX Dry-run modes","breadcrumbs":"Design Philosophy » NuShell","id":"155","title":"NuShell"},"156":{"body":"KB follows these guidelines for evolution: Backward Compatibility : Don\'t break existing configs Deprecation Period : Warn before removal (1 major version) Migration Tools : Provide automated migrations Semantic Versioning : MAJOR.MINOR.PATCH strictly","breadcrumbs":"Design Philosophy » Evolution Strategy","id":"156","title":"Evolution Strategy"},"157":{"body":"These principles guide every decision: ✅ Config-driven : Behavior in schemas, not code ✅ Type-safe : Validate before runtime ✅ Local-first : Works offline, cloud optional ✅ Git-friendly : Knowledge versions with code ✅ AI-native : Optimized for AI, readable by humans ✅ Composable : Small pieces, loosely coupled ✅ Fast feedback : Fail early, clear errors ✅ Discoverable : Easy to find what you need The goal: Knowledge management that developers actually use.","breadcrumbs":"Design Philosophy » Conclusion","id":"157","title":"Conclusion"},"158":{"body":"See it in action : Use Cases Understand architecture : System Overview Start using : Quick Start","breadcrumbs":"Design Philosophy » Next Steps","id":"158","title":"Next Steps"},"159":{"body":"This guide covers installing and setting up the KOGRAL.","breadcrumbs":"Installation » Installation","id":"159","title":"Installation"},"16":{"body":"Quick start (5 minutes) Installation guide Use cases with examples","breadcrumbs":"Introduction » 2. Guides (guides/)","id":"16","title":"2. Guides (guides/)"},"160":{"body":"","breadcrumbs":"Installation » Prerequisites","id":"160","title":"Prerequisites"},"161":{"body":"Rust 1.70 or later curl --proto \'=https\' --tlsv1.2 -sSf https://sh.rustup.rs | sh Nickel CLI for configuration management cargo install nickel-lang-cli","breadcrumbs":"Installation » Required","id":"161","title":"Required"},"162":{"body":"NuShell for maintenance scripts cargo install nu SurrealDB for scalable storage backend # macOS\\nbrew install surrealdb/tap/surreal # Linux/Windows\\ncurl -sSf https://install.surrealdb.com | sh","breadcrumbs":"Installation » Optional","id":"162","title":"Optional"},"163":{"body":"","breadcrumbs":"Installation » Installation Methods","id":"163","title":"Installation Methods"},"164":{"body":"# Clone the repository\\ngit clone <repository-url> knowledge-base\\ncd knowledge-base # Build the workspace\\ncargo build --release # Install CLI tool\\ncargo install --path crates/kb-cli # Verify installation\\nkb --version","breadcrumbs":"Installation » Method 1: Install from Source (Recommended)","id":"164","title":"Method 1: Install from Source (Recommended)"},"165":{"body":"# Build only kb-core library\\ncargo build --package kb-core --release # Build only kb-cli\\ncargo build --package kb-cli --release # Build only kogral-mcp server\\ncargo build --package kb-mcp --release","breadcrumbs":"Installation » Method 2: Build Specific Crates","id":"165","title":"Method 2: Build Specific Crates"},"166":{"body":"# Build with all features (filesystem + SurrealDB + fastembed)\\ncargo build --workspace --all-features --release # Build with specific features\\ncargo build --package kb-core --features \\"surrealdb,fastembed\\" --release","breadcrumbs":"Installation » Method 3: Build with Features","id":"166","title":"Method 3: Build with Features"},"167":{"body":"kb-core supports optional features: Feature Description Default filesystem Filesystem storage backend ✅ Yes surrealdb SurrealDB storage backend ❌ No fastembed Local embedding generation ❌ No full All features enabled ❌ No Example usage: # Enable SurrealDB backend\\ncargo build --features surrealdb # Enable all features\\ncargo build --features full","breadcrumbs":"Installation » Feature Flags","id":"167","title":"Feature Flags"},"168":{"body":"","breadcrumbs":"Installation » Environment Setup","id":"168","title":"Environment Setup"},"169":{"body":"# Navigate to your project\\ncd /path/to/your/project # Initialize .kb directory\\nkb init # Or initialize with custom name\\nkb init --name \\"My Project\\" --description \\"Project knowledge base\\" This creates: your-project/\\n└── .kogral/ ├── config.toml ├── notes/ ├── decisions/ ├── guidelines/ ├── patterns/ └── journal/","breadcrumbs":"Installation » 1. Initialize a Knowledge Base","id":"169","title":"1. Initialize a Knowledge Base"},"17":{"body":"System overview with diagrams Config-driven architecture Graph model details ADRs (Architectural Decision Records)","breadcrumbs":"Introduction » 3. Architecture (architecture/)","id":"17","title":"3. Architecture (architecture/)"},"170":{"body":"If you want advanced configuration: # Copy default config\\ncp /path/to/knowledge-base/config/defaults.ncl .kogral/config.ncl # Edit configuration\\n$EDITOR .kogral/config.ncl # Export to TOML (for kb-cli compatibility)\\nnickel export --format json .kogral/config.ncl | kb config import","breadcrumbs":"Installation » 2. Configure Nickel Schemas (Optional)","id":"170","title":"2. Configure Nickel Schemas (Optional)"},"171":{"body":"For shared guidelines and patterns across projects: # Create shared KB location\\nmkdir -p ~/Tools/.kogral-shared\\ncd ~/Tools/.kogral-shared # Initialize shared KB\\nkb init --name \\"Shared Knowledge\\" --description \\"Cross-project guidelines\\" # Configure inheritance in project\\nkb config set inheritance.base ~/Tools/.kogral-shared","breadcrumbs":"Installation » 3. Set Up Shared Knowledge Base (Optional)","id":"171","title":"3. Set Up Shared Knowledge Base (Optional)"},"172":{"body":"","breadcrumbs":"Installation » Verify Installation","id":"172","title":"Verify Installation"},"173":{"body":"# Check version\\nkb --version # Show help\\nkb --help # Test initialization (dry-run)\\nkb init --dry-run","breadcrumbs":"Installation » Test CLI","id":"173","title":"Test CLI"},"174":{"body":"# Start MCP server in test mode\\nkb serve --transport stdio # In another terminal, test with echo\\necho \'{\\"jsonrpc\\":\\"2.0\\",\\"id\\":1,\\"method\\":\\"kogral/search\\",\\"params\\":{\\"query\\":\\"test\\"}}\' | kb serve","breadcrumbs":"Installation » Test MCP Server","id":"174","title":"Test MCP Server"},"175":{"body":"# Run all tests\\ncargo test --workspace # Run integration tests\\ncargo test --package kb-core --test \'*\' # Run with all features\\ncargo test --workspace --all-features","breadcrumbs":"Installation » Run Tests","id":"175","title":"Run Tests"},"176":{"body":"If using SurrealDB backend:","breadcrumbs":"Installation » SurrealDB Setup (Optional)","id":"176","title":"SurrealDB Setup (Optional)"},"177":{"body":"# Start server\\nsurreal start --log trace --user root --pass root file://data.db # Or use memory backend for testing\\nsurreal start --log trace --user root --pass root memory","breadcrumbs":"Installation » Start SurrealDB Server","id":"177","title":"Start SurrealDB Server"},"178":{"body":"Edit .kogral/config.ncl: { storage = { primary = \'filesystem, secondary = { enabled = true, type = \'surrealdb, url = \\"ws://localhost:8000\\", namespace = \\"kb\\", database = \\"default\\", username = \\"root\\", password = \\"root\\", }, },\\n}","breadcrumbs":"Installation » Configure kb-core","id":"178","title":"Configure kb-core"},"179":{"body":"# Run migration script\\nnu scripts/kb-migrate.nu --target latest # Or manually import schema\\nsurreal import --conn ws://localhost:8000 --user root --pass root --ns kb --db default schema.surql","breadcrumbs":"Installation » Initialize Schema","id":"179","title":"Initialize Schema"},"18":{"body":"Initial setup Development environment Production deployment Testing environment CI/CD integration","breadcrumbs":"Introduction » 4. Setup (setup/)","id":"18","title":"4. Setup (setup/)"},"180":{"body":"","breadcrumbs":"Installation » Embedding Provider Setup (Optional)","id":"180","title":"Embedding Provider Setup (Optional)"},"181":{"body":"# Build with fastembed feature\\ncargo build --package kb-core --features fastembed # Models will be downloaded on first use","breadcrumbs":"Installation » Local fastembed","id":"181","title":"Local fastembed"},"182":{"body":"Set environment variables: # OpenAI\\nexport OPENAI_API_KEY=\\"sk-...\\" # Claude (Anthropic)\\nexport ANTHROPIC_API_KEY=\\"sk-ant-...\\" # Ollama (local)\\nexport OLLAMA_API_BASE=\\"http://localhost:11434\\" Configure provider in .kogral/config.ncl: { embeddings = { enabled = true, provider = \'openai, # or \'claude, \'ollama, \'fastembed model = \\"text-embedding-3-small\\", api_key_env = \\"OPENAI_API_KEY\\", },\\n}","breadcrumbs":"Installation » API Providers (OpenAI, Claude, Ollama)","id":"182","title":"API Providers (OpenAI, Claude, Ollama)"},"183":{"body":"To use kb-mcp with Claude Code:","breadcrumbs":"Installation » Claude Code Integration","id":"183","title":"Claude Code Integration"},"184":{"body":"cargo build --package kb-mcp --release","breadcrumbs":"Installation » 1. Build MCP Server","id":"184","title":"1. Build MCP Server"},"185":{"body":"Add to ~/.config/claude/config.json: { \\"mcpServers\\": { \\"kogral-mcp\\": { \\"command\\": \\"/path/to/knowledge-base/target/release/kb-mcp\\", \\"args\\": [\\"serve\\"], \\"env\\": {} } }\\n}","breadcrumbs":"Installation » 2. Configure Claude Code","id":"185","title":"2. Configure Claude Code"},"186":{"body":"Start Claude Code and verify: > kb/search \\"test\\"","breadcrumbs":"Installation » 3. Test Connection","id":"186","title":"3. Test Connection"},"187":{"body":"","breadcrumbs":"Installation » Troubleshooting","id":"187","title":"Troubleshooting"},"188":{"body":"# Verify nickel is installed\\nnickel --version # If not, install\\ncargo install nickel-lang-cli # Add cargo bin to PATH\\nexport PATH=\\"$HOME/.cargo/bin:$PATH\\"","breadcrumbs":"Installation » Nickel Not Found","id":"188","title":"Nickel Not Found"},"189":{"body":"# Update Rust\\nrustup update stable # Clean and rebuild\\ncargo clean\\ncargo build --workspace","breadcrumbs":"Installation » Compilation Errors","id":"189","title":"Compilation Errors"},"19":{"body":"Configuration overview Nickel schema reference Runtime configuration Environment modes (dev/prod/test)","breadcrumbs":"Introduction » 5. Configuration (config/)","id":"19","title":"5. Configuration (config/)"},"190":{"body":"# Check SurrealDB is running\\ncurl http://localhost:8000/health # Start SurrealDB with correct settings\\nsurreal start --bind 0.0.0.0:8000 --user root --pass root memory","breadcrumbs":"Installation » SurrealDB Connection Failed","id":"190","title":"SurrealDB Connection Failed"},"191":{"body":"# Test stdio communication\\necho \'{\\"jsonrpc\\":\\"2.0\\",\\"id\\":1,\\"method\\":\\"ping\\"}\' | kb serve # Check logs\\nkb serve --log-level debug","breadcrumbs":"Installation » MCP Server Not Responding","id":"191","title":"MCP Server Not Responding"},"192":{"body":"Quick Start Guide - Create your first knowledge base Configuration Reference - Customize behavior MCP Tools - Integrate with Claude Code","breadcrumbs":"Installation » Next Steps","id":"192","title":"Next Steps"},"193":{"body":"# Remove installed binary\\ncargo uninstall kb-cli # Remove project knowledge base\\nrm -rf /path/to/project/.kogral # Remove shared knowledge base\\nrm -rf ~/Tools/.kogral-shared","breadcrumbs":"Installation » Uninstallation","id":"193","title":"Uninstallation"},"194":{"body":"Get up and running with the KOGRAL in 5 minutes.","breadcrumbs":"Quick Start » Quick Start Guide","id":"194","title":"Quick Start Guide"},"195":{"body":"Rust 1.70+ installed Nickel CLI installed (cargo install nickel-lang-cli) kb-cli installed (see Installation )","breadcrumbs":"Quick Start » Prerequisites","id":"195","title":"Prerequisites"},"196":{"body":"Navigate to your project directory and initialize: cd /path/to/your/project\\nkb init This creates a .kogral/ directory with the following structure: .kogral/\\n├── config.toml # Configuration\\n├── notes/ # General notes\\n├── decisions/ # Architectural decisions\\n├── guidelines/ # Project guidelines\\n├── patterns/ # Reusable patterns\\n└── journal/ # Daily journal entries","breadcrumbs":"Quick Start » Step 1: Initialize Your Knowledge Base","id":"196","title":"Step 1: Initialize Your Knowledge Base"},"197":{"body":"Add a note to your knowledge base: kb add note \\"Getting Started with Rust\\" \\\\ --tags rust,programming,learning \\\\ --content \\"Key concepts for learning Rust effectively.\\" Or create interactively: kb add note\\n# Follow the prompts to enter title, tags, and content","breadcrumbs":"Quick Start » Step 2: Create Your First Note","id":"197","title":"Step 2: Create Your First Note"},"198":{"body":"Document an architectural decision: kb add decision \\"Use SurrealDB for Storage\\" \\\\ --context \\"Need scalable storage for knowledge graph\\" \\\\ --decision \\"Adopt SurrealDB for its graph capabilities\\" \\\\ --consequence \\"Better query performance\\" \\\\ --consequence \\"Additional infrastructure dependency\\"","breadcrumbs":"Quick Start » Step 3: Create a Decision Record","id":"198","title":"Step 3: Create a Decision Record"},"199":{"body":"Create relationships between nodes: # Find node IDs\\nkb list # Create a relationship\\nkb link <note-id> <decision-id> relates_to Available relationship types: relates_to - General conceptual link depends_on - Dependency relationship implements - Implementation of a concept extends - Inheritance/extension supersedes - Replaces older version explains - Documentation/clarification","breadcrumbs":"Quick Start » Step 4: Link Nodes Together","id":"199","title":"Step 4: Link Nodes Together"},"2":{"body":"The best reading experience with navigation, search, and live reload: # Serve documentation at http://localhost:3000\\njust docs::serve This will: Build the mdBook Start a local web server on port 3000 Open your browser automatically Watch for changes and auto-reload","breadcrumbs":"Introduction » Option 1: Serve Locally with mdBook (Recommended)","id":"2","title":"Option 1: Serve Locally with mdBook (Recommended)"},"20":{"body":"Storage architecture (hybrid strategy) Filesystem backend SurrealDB backend In-memory backend Sync mechanism","breadcrumbs":"Introduction » 6. Storage (storage/)","id":"20","title":"6. Storage (storage/)"},"200":{"body":"Search by text: # Simple search\\nkb search \\"rust\\" # Filter by type\\nkb search \\"architecture\\" --type decision # Limit results\\nkb search \\"error handling\\" --limit 5 Search semantically (requires embeddings): # Semantic search finds conceptually related content\\nkb search \\"memory safety\\" --semantic --threshold 0.7","breadcrumbs":"Quick Start » Step 5: Search Your Knowledge Base","id":"200","title":"Step 5: Search Your Knowledge Base"},"201":{"body":"# Show node by ID\\nkb show <node-id> # Show node with relationships\\nkb show <node-id> --with-relationships","breadcrumbs":"Quick Start » Step 6: View Node Details","id":"201","title":"Step 6: View Node Details"},"202":{"body":"All knowledge base documents are markdown files you can edit: # Open in your editor\\n$EDITOR .kogral/notes/getting-started-with-rust.md # Or use your favorite markdown editor\\ncode .kogral/notes/ Document format: ---\\nid: unique-id\\ntype: note\\ntitle: Getting Started with Rust\\ncreated: 2026-01-17T10:30:00Z\\nmodified: 2026-01-17T10:30:00Z\\ntags: [rust, programming, learning]\\nstatus: active\\n--- # Getting Started with Rust Content goes here with [[wikilinks]] to other nodes. ## Key Concepts - Ownership\\n- Borrowing\\n- Lifetimes","breadcrumbs":"Quick Start » Step 7: Edit Documents Directly","id":"202","title":"Step 7: Edit Documents Directly"},"203":{"body":"Start journaling your development progress: kb add journal \\"Today\'s Progress\\" \\\\ --content \\"Learned about trait objects and dynamic dispatch in Rust.\\" Or open today\'s journal directly: $EDITOR .kogral/journal/$(date +%Y-%m-%d).md","breadcrumbs":"Quick Start » Step 8: Create a Daily Journal Entry","id":"203","title":"Step 8: Create a Daily Journal Entry"},"204":{"body":"If you use Logseq, export your knowledge base: nu scripts/kb-export-logseq.nu /path/to/logseq-graph This creates a Logseq-compatible graph you can open in Logseq for visual editing.","breadcrumbs":"Quick Start » Step 9: Export to Logseq (Optional)","id":"204","title":"Step 9: Export to Logseq (Optional)"},"205":{"body":"Integrate with Claude Code for AI-assisted knowledge management: # Start MCP server\\nkb serve # Configure in ~/.config/claude/config.json\\n# Then use in Claude Code:\\n# > kb/search \\"rust ownership\\"","breadcrumbs":"Quick Start » Step 10: Start MCP Server for Claude Code","id":"205","title":"Step 10: Start MCP Server for Claude Code"},"206":{"body":"","breadcrumbs":"Quick Start » Common Workflows","id":"206","title":"Common Workflows"},"207":{"body":"# Quick note\\nkb add note \\"Remember to check error handling in parser module\\" --tags todo,parser","breadcrumbs":"Quick Start » Capture Quick Notes","id":"207","title":"Capture Quick Notes"},"208":{"body":"# Create ADR\\nkb add decision \\"Adopt Async Rust for I/O Operations\\" \\\\ --status accepted \\\\ --tags architecture,async","breadcrumbs":"Quick Start » Document Architectural Decisions","id":"208","title":"Document Architectural Decisions"},"209":{"body":"# Add a pattern\\nkb add pattern \\"Error Handling with thiserror\\" \\\\ --tags rust,error-handling \\\\ --content \\"Standard pattern for error types in this project.\\"","breadcrumbs":"Quick Start » Build a Pattern Library","id":"209","title":"Build a Pattern Library"},"21":{"body":"Semantic search Embedding providers Provider comparison Configuration examples","breadcrumbs":"Introduction » 7. AI & Embeddings (ai/)","id":"21","title":"7. AI & Embeddings (ai/)"},"210":{"body":"# Add journal entry\\nkb add journal --content \\"Implemented search functionality. Need to add semantic search next.\\"","breadcrumbs":"Quick Start » Track Daily Progress","id":"210","title":"Track Daily Progress"},"211":{"body":"","breadcrumbs":"Quick Start » Next Steps","id":"211","title":"Next Steps"},"212":{"body":"Edit .kogral/config.ncl for advanced configuration: { graph = { name = \\"My Project\\", version = \\"1.0.0\\", }, embeddings = { enabled = true, provider = \'fastembed, }, templates = { templates_dir = \\"templates\\", },\\n} See Configuration Reference for all options.","breadcrumbs":"Quick Start » Customize Configuration","id":"212","title":"Customize Configuration"},"213":{"body":"Create a shared knowledge base for organization-wide standards: # Create shared KB\\nmkdir -p ~/Tools/.kogral-shared\\ncd ~/Tools/.kogral-shared\\nkb init --name \\"Shared Guidelines\\" # Add guidelines\\nkb add guideline \\"Rust Error Handling\\" \\\\ --language rust \\\\ --category error-handling # Configure inheritance in projects\\nkb config set inheritance.base ~/Tools/.kogral-shared","breadcrumbs":"Quick Start » Set Up Shared Guidelines","id":"213","title":"Set Up Shared Guidelines"},"214":{"body":"# Backup regularly\\nnu scripts/kb-backup.nu --compress # Sync with SurrealDB\\nnu scripts/kb-sync.nu --direction bidirectional # Generate statistics\\nnu scripts/kb-stats.nu --show-tags","breadcrumbs":"Quick Start » Automate with NuShell Scripts","id":"214","title":"Automate with NuShell Scripts"},"215":{"body":"# Add to version control\\ngit add .kogral/\\ngit commit -m \\"docs: Add knowledge base\\" # Add to .gitignore (optional: exclude certain types)\\necho \\".kogral/journal/\\" >> .gitignore","breadcrumbs":"Quick Start » Integrate with Git","id":"215","title":"Integrate with Git"},"216":{"body":"","breadcrumbs":"Quick Start » Tips and Tricks","id":"216","title":"Tips and Tricks"},"217":{"body":"Link to other nodes naturally in markdown: See [[getting-started-with-rust]] for basics.\\nRelated decision: [[use-surrealdb-for-storage]].","breadcrumbs":"Quick Start » Use Wikilinks","id":"217","title":"Use Wikilinks"},"218":{"body":"Link to specific code locations: Error handling implementation: @src/parser.rs:42","breadcrumbs":"Quick Start » Reference Code","id":"218","title":"Reference Code"},"219":{"body":"Use consistent tagging for better searchability: # Good tagging\\n--tags rust,error-handling,pattern # Avoid\\n--tags Rust,ErrorHandling,patterns","breadcrumbs":"Quick Start » Tag Consistently","id":"219","title":"Tag Consistently"},"22":{"body":"Template system (Tera) Document templates Export templates Custom templates","breadcrumbs":"Introduction » 8. Templates (templates/)","id":"22","title":"8. Templates (templates/)"},"220":{"body":"Customize templates for your workflow: # Copy template\\ncp templates/note.md.tera templates/meeting-notes.md.tera # Edit for meeting notes format\\n$EDITOR templates/meeting-notes.md.tera","breadcrumbs":"Quick Start » Leverage Templates","id":"220","title":"Leverage Templates"},"221":{"body":"","breadcrumbs":"Quick Start » Troubleshooting","id":"221","title":"Troubleshooting"},"222":{"body":"# Make sure you initialized\\nkb init # Or specify KB directory\\nkb --kb-dir /path/to/.kb search \\"query\\"","breadcrumbs":"Quick Start » \\"KB directory not found\\"","id":"222","title":"\\"KB directory not found\\""},"223":{"body":"# List all nodes to find ID\\nkb list # Search for node\\nkb search \\"partial title\\"","breadcrumbs":"Quick Start » \\"Node not found\\"","id":"223","title":"\\"Node not found\\""},"224":{"body":"Check your markdown file has valid YAML frontmatter: ---\\nid: my-note\\ntype: note\\ntitle: My Note\\n---","breadcrumbs":"Quick Start » \\"Failed to parse frontmatter\\"","id":"224","title":"\\"Failed to parse frontmatter\\""},"225":{"body":"Configuration Reference - Full configuration options CLI Commands - All available commands Document Format - Markdown and frontmatter details MCP Tools - Claude Code integration","breadcrumbs":"Quick Start » Further Reading","id":"225","title":"Further Reading"},"226":{"body":"Check kb --help for command usage Read inline help: kb add --help Report issues on GitHub Join community discussions Congratulations! You\'ve created your first knowledge base. Start capturing knowledge and building connections.","breadcrumbs":"Quick Start » Getting Help","id":"226","title":"Getting Help"},"227":{"body":"","breadcrumbs":"Daily Workflows » Daily Workflows","id":"227","title":"Daily Workflows"},"228":{"body":"Real-world scenarios showing how KOGRAL solves common development challenges.","breadcrumbs":"Use Cases » Use Cases","id":"228","title":"Use Cases"},"229":{"body":"","breadcrumbs":"Use Cases » Use Case 1: Onboarding New Team Members","id":"229","title":"Use Case 1: Onboarding New Team Members"},"23":{"body":"All kb-cli commands Common workflows Advanced usage Troubleshooting","breadcrumbs":"Introduction » 9. CLI Reference (cli/)","id":"23","title":"9. CLI Reference (cli/)"},"230":{"body":"New developer joins the team. Needs to understand: Why we chose SurrealDB over PostgreSQL How error handling works in this project What coding patterns we follow Recent architectural decisions","breadcrumbs":"Use Cases » Problem","id":"230","title":"Problem"},"231":{"body":"Team lead : # Export project knowledge to Logseq for visual exploration\\nkb export logseq ~/onboarding-docs New developer (with Claude Code): Summarize our architectural decisions from the last 6 months Claude (via MCP): Found 8 decisions: 1. **Use SurrealDB for Storage** (accepted, 3 months ago) - Context: Need graph database for knowledge relationships - Consequences: Better queries, additional infrastructure 2. **Adopt Rust for Core Logic** (accepted, 5 months ago) - Context: Type safety and performance critical - Consequences: Steeper learning curve, excellent reliability ... [6 more decisions] New developer : What are our error handling guidelines? Claude (via kb/get_guidelines): ## Rust Error Handling Guidelines ### Project Guidelines (priority: 150)\\n- Use thiserror for custom error types\\n- Never unwrap() in production\\n- Propagate with ? operator ### Shared Guidelines (priority: 50)\\n- Always use Result<T> for fallible operations\\n- Add context with .context() [Links to full guideline documents] Result : New developer productive in days, not weeks.","breadcrumbs":"Use Cases » Solution with KOGRAL","id":"231","title":"Solution with KOGRAL"},"232":{"body":"","breadcrumbs":"Use Cases » Use Case 2: Architectural Decision Records (ADR)","id":"232","title":"Use Case 2: Architectural Decision Records (ADR)"},"233":{"body":"Team discussing whether to add Redis caching. Multiple opinions, need to document the decision for future reference.","breadcrumbs":"Use Cases » Problem","id":"233","title":"Problem"},"234":{"body":"During meeting : Document decision: Add Redis caching for API responses Context:\\n- Current database queries average 200ms\\n- 80% of queries are repeated within 5 minutes\\n- Need sub-50ms response times for user experience Decision:\\n- Add Redis with 5-minute TTL for GET endpoints\\n- Cache invalidation on POST/PUT/DELETE Consequences:\\n- ✅ Expected 80% reduction in database load\\n- ✅ Sub-50ms response times achieved\\n- ❌ Additional infrastructure (Redis server)\\n- ❌ Cache consistency challenges\\n- ❌ Debugging complexity increases Status: proposed (pending infrastructure setup) Claude (creates ADR): Created: decision-add-redis-caching\\nType: decision\\nStatus: proposed Added relationships: - Relates to: note-performance-requirements - Depends on: decision-use-docker-compose (infrastructure) Decision documented and linked to related knowledge. Two months later , someone asks \\"Why Redis?\\": kb show decision-add-redis-caching Full context available instantly.","breadcrumbs":"Use Cases » Solution with KOGRAL","id":"234","title":"Solution with KOGRAL"},"235":{"body":"","breadcrumbs":"Use Cases » Use Case 3: Pattern Library","id":"235","title":"Use Case 3: Pattern Library"},"236":{"body":"Team solves the same problems repeatedly: How to structure error types Database connection patterns Testing strategies Each developer rediscovers solutions.","breadcrumbs":"Use Cases » Problem","id":"236","title":"Problem"},"237":{"body":"First time solving error handling: kb add pattern \\"Error Handling with thiserror\\" \\\\ --tags rust,error-handling,pattern \\\\ --content \\"$(cat docs/error-pattern.md)\\" Next time someone needs error handling: I\'m implementing a new module with errors. What\'s our standard pattern? Claude (via kogral/search): Found pattern: Error Handling with thiserror ## Pattern: Error Handling with thiserror ### Problem\\nNeed structured, type-safe error handling with good error messages. ### Solution\\n```rust\\nuse thiserror::Error; #[derive(Error, Debug)]\\npub enum ModuleError { #[error(\\"Database connection failed: {0}\\")] Database(#[from] sqlx::Error), #[error(\\"Validation failed: {0}\\")] Validation(String),\\n}","breadcrumbs":"Use Cases » Solution with KOGRAL","id":"237","title":"Solution with KOGRAL"},"238":{"body":"fn do_work() -> Result<(), ModuleError> { let conn = connect_db()?; // Auto-converts via #[from] validate_input()?; Ok(())\\n} [Full pattern with examples] Would you like me to create a new error module following this pattern? **Result**: Consistent error handling across codebase, zero time wasted rediscovering patterns. --- ## Use Case 4: Daily Development Journal ### Problem Developer wants to track:\\n- What they worked on each day\\n- Blockers encountered\\n- Solutions discovered\\n- Ideas for future work ### Solution with KOGRAL **End of each day**: ```bash\\nkb add journal \\"2026-01-17\\" --content \\"\\n## Progress\\n- Implemented user authentication\\n- Fixed race condition in cache layer\\n- Started work on API rate limiting ## Blockers\\n- SurrealDB migration tool not working with nested objects\\n- Need to discuss API versioning strategy with team ## Learnings\\n- tokio::select! is perfect for timeout patterns\\n- serde_json::Value useful for dynamic JSON handling ## Tomorrow\\n- Finish rate limiting implementation\\n- Review PR #234\\n- Team meeting: discuss API versioning\\n\\" With Claude Code (even easier): End of day journal: Implemented authentication, fixed cache race condition, started rate limiting.\\nBlocked on SurrealDB migrations and need API versioning discussion.\\nLearned about tokio::select! for timeouts.\\nTomorrow: finish rate limiting, review PR #234, versioning meeting. Claude (creates journal entry): Created journal entry: 2026-01-17 Tags auto-detected: authentication, cache, rate-limiting, surrealdb Linked to: - pattern-timeout-handling (implements) - decision-use-surrealdb (relates_to) Journal entry saved. Two weeks later (forgot how you solved that race condition): How did I fix the cache race condition? Claude (semantic search): From your journal entry on 2026-01-17: \\"Fixed race condition in cache layer by using DashMap instead of\\nRwLock<HashMap>. DashMap provides lock-free concurrent access.\\" [Link to full journal entry] Result : Development history preserved, solutions easy to recall.","breadcrumbs":"Use Cases » Usage","id":"238","title":"Usage"},"239":{"body":"","breadcrumbs":"Use Cases » Use Case 5: Code Review Preparation","id":"239","title":"Use Case 5: Code Review Preparation"},"24":{"body":"MCP quick guide (Claude Code) Logseq integration Vapora integration","breadcrumbs":"Introduction » 10. Apps & Integrations (apps/)","id":"24","title":"10. Apps & Integrations (apps/)"},"240":{"body":"Preparing for code review. Need to: Document why certain decisions were made Link implementation to requirements Explain trade-offs to reviewers","breadcrumbs":"Use Cases » Problem","id":"240","title":"Problem"},"241":{"body":"Before creating PR : I just implemented the caching layer.\\nAdd a note documenting the implementation and link it to our caching decision. Claude (via kb/add_note + kb/link): Created note: note-caching-layer-implementation Content:\\n# Caching Layer Implementation ## Approach\\n- Redis with 5-minute TTL\\n- Cache-aside pattern\\n- Invalidation on mutations ## Trade-offs\\n- Chose simplicity over advanced features (no LRU eviction)\\n- 5-minute TTL balances freshness vs cache hit rate\\n- Cache-aside pattern chosen over write-through (simpler) ## Testing\\n- Unit tests for cache logic\\n- Integration tests with real Redis\\n- Load test: 1000 req/s sustained Links: - Implements: decision-add-redis-caching - Follows: pattern-cache-aside - Tests: guideline-integration-testing Note added and linked to decision-add-redis-caching. In PR description : ## Implementation Implements caching layer per decision-add-redis-caching. See note-caching-layer-implementation for detailed rationale. ## Trade-offs [Copy from note] Reviewers : kb show decision-add-redis-caching\\nkb show note-caching-layer-implementation Full context available, review focuses on code quality not \\"why this approach?\\"","breadcrumbs":"Use Cases » Solution with KOGRAL","id":"241","title":"Solution with KOGRAL"},"242":{"body":"","breadcrumbs":"Use Cases » Use Case 6: Cross-Project Guidelines","id":"242","title":"Use Case 6: Cross-Project Guidelines"},"243":{"body":"Organization has 10 projects. Each should follow: Same Rust error handling patterns Same security guidelines Same testing standards Currently: duplicated wikis, inconsistent practices.","breadcrumbs":"Use Cases » Problem","id":"243","title":"Problem"},"244":{"body":"Setup shared KOGRAL : # Create organization-wide shared KB\\nmkdir -p ~/org/.kogral-shared\\ncd ~/org/.kogral-shared\\nkb init --name \\"Organization Guidelines\\" # Add shared guidelines\\nkb add guideline \\"Rust Error Handling\\" \\\\ --language rust \\\\ --category error-handling \\\\ --content \\"$(cat org-rust-errors.md)\\" kb add guideline \\"Security Best Practices\\" \\\\ --category security \\\\ --content \\"$(cat org-security.md)\\" In each project : # project/.kogral/config.ncl\\n{ inheritance = { base = \\"~/org/.kogral-shared\\", priority = 100, # Project overrides shared },\\n} Developer in Project A : What are our error handling guidelines? Claude (via kb/get_guidelines with inheritance): ## Rust Error Handling Guidelines ### Shared Guidelines (priority: 50)\\nFrom ~/org/.kogral-shared:\\n- Use thiserror for custom errors\\n- Never unwrap() in production\\n- Always propagate with ? ### Project Guidelines (priority: 100)\\nFrom project .kogral/:\\n- Additionally: log all errors with tracing\\n- Use anyhow for application-level errors [Combined effective guidelines] Result : Consistent practices across organization Projects can specialize where needed Single source of truth for shared knowledge","breadcrumbs":"Use Cases » Solution with KOGRAL","id":"244","title":"Solution with KOGRAL"},"245":{"body":"","breadcrumbs":"Use Cases » Use Case 7: Bug Investigation","id":"245","title":"Use Case 7: Bug Investigation"},"246":{"body":"Bug in production. Developer needs to: Understand relevant decisions Find related code patterns Check if similar issues were solved before","breadcrumbs":"Use Cases » Problem","id":"246","title":"Problem"},"247":{"body":"Developer : We have a race condition in the cache layer.\\nWhat past decisions or patterns might be relevant? Claude (semantic search): Found 4 relevant items: 1. **Decision: Use DashMap for Concurrent Access** (accepted, 1 month ago) \\"Chose DashMap over RwLock<HashMap> to avoid race conditions in cache\\" 2. **Pattern: Safe Concurrent Cache Access** \\"Always use lock-free data structures for high-contention caches\\" 3. **Note: Cache Race Condition Fix** (from 2026-01-17 journal) \\"Fixed race in cache by switching to DashMap\\" 4. **Guideline: Concurrency Safety** \\"Use atomic operations and lock-free structures where possible\\" It looks like we\'ve seen this before! Check the journal entry from 2026-01-17. Developer reads journal : kb show journal-2026-01-17 Finds : Exact same issue Solution: switch to DashMap Code example included Performance benchmarks Applies fix in 10 minutes instead of 2 hours of debugging.","breadcrumbs":"Use Cases » Solution with KOGRAL","id":"247","title":"Solution with KOGRAL"},"248":{"body":"","breadcrumbs":"Use Cases » Use Case 8: API Design Collaboration","id":"248","title":"Use Case 8: API Design Collaboration"},"249":{"body":"Team discussing new API design. Multiple approaches: REST vs GraphQL Versioning strategy Authentication method Need to capture discussion and decision.","breadcrumbs":"Use Cases » Problem","id":"249","title":"Problem"},"25":{"body":"MCP tools specification Storage trait Embedding trait REST API (future)","breadcrumbs":"Introduction » 11. API Reference (api/)","id":"25","title":"11. API Reference (api/)"},"250":{"body":"During design meeting (using Claude Code): We\'re designing the new API. Let me capture this discussion: Approaches discussed:\\n1. REST with versioned endpoints (/v1/, /v2/)\\n2. GraphQL with schema versioning\\n3. gRPC for internal services Team consensus:\\n- REST for public API (easier for partners)\\n- GraphQL for internal admin tools (flexibility)\\n- gRPC for service-to-service (performance) Create a decision record for each, linking them together. Claude (creates 3 linked ADRs): Created 3 decisions: 1. decision-rest-public-api Status: accepted Context: Public API needs broad compatibility Decision: REST with /v1/, /v2/ versioning 2. decision-graphql-admin Status: accepted Context: Admin tools need flexible queries Decision: GraphQL with schema evolution 3. decision-grpc-internal Status: accepted Context: Service-to-service needs performance Decision: gRPC with protobuf Linked: decision-rest-public-api --[relates_to]--> decision-graphql-admin decision-rest-public-api --[relates_to]--> decision-grpc-internal decision-graphql-admin --[relates_to]--> decision-grpc-internal All decisions documented and interconnected. Two months later , someone asks \\"Why REST not GraphQL for public API?\\": kb show decision-rest-public-api Full context preserved, including relationship to GraphQL decision.","breadcrumbs":"Use Cases » Solution with KOGRAL","id":"250","title":"Solution with KOGRAL"},"251":{"body":"Knowledge Base excels at: ✅ Onboarding : Historical context instantly available ✅ Decision Making : ADRs preserve rationale ✅ Pattern Reuse : Solutions documented once, used forever ✅ Daily Tracking : Development journal with semantic search ✅ Code Review : Implementation rationale linked to decisions ✅ Cross-Project : Shared guidelines with project overrides ✅ Bug Investigation : Past solutions easily discovered ✅ Collaboration : Discussions captured and interconnected Common Theme : Knowledge captured during work, queryable when needed, connected to related concepts.","breadcrumbs":"Use Cases » Summary","id":"251","title":"Summary"},"252":{"body":"Start simple : Quick Start Guide Integrate AI : MCP Quick Guide Advanced features : Configuration Reference","breadcrumbs":"Use Cases » Next Steps","id":"252","title":"Next Steps"},"253":{"body":"","breadcrumbs":"Best Practices » Best Practices","id":"253","title":"Best Practices"},"254":{"body":"Comprehensive overview of the KOGRAL architecture.","breadcrumbs":"System Overview » System Architecture","id":"254","title":"System Architecture"},"255":{"body":"Architecture Overview The KOGRAL consists of three main layers: User Interfaces : kb-cli (terminal), kb-mcp (AI integration), NuShell scripts (automation) Core Library (kb-core) : Rust library with graph engine, storage abstraction, embeddings, query engine Storage Backends : Filesystem (git-friendly), SurrealDB (scalable), In-Memory (cache/testing)","breadcrumbs":"System Overview » High-Level Architecture","id":"255","title":"High-Level Architecture"},"256":{"body":"","breadcrumbs":"System Overview » Component Details","id":"256","title":"Component Details"},"257":{"body":"Purpose : Primary user interface for local knowledge management. Commands (13 total): init: Initialize .kogral/ directory add: Create nodes (note, decision, guideline, pattern, journal) search: Text and semantic search link: Create relationships between nodes list: List all nodes show: Display node details delete: Remove nodes graph: Visualize knowledge graph sync: Sync filesystem ↔ SurrealDB serve: Start MCP server import: Import from Logseq export: Export to Logseq/JSON config: Manage configuration Technology : Rust + clap (derive API) Features : Colored terminal output Interactive prompts Dry-run modes Validation before operations","breadcrumbs":"System Overview » kb-cli (Command-Line Interface)","id":"257","title":"kb-cli (Command-Line Interface)"},"258":{"body":"Purpose : AI integration via Model Context Protocol. Protocol : JSON-RPC 2.0 over stdio Components : Tools (7): kogral/search: Query knowledge base kb/add_note: Create notes kb/add_decision: Create ADRs kb/link: Create relationships kb/get_guidelines: Retrieve guidelines with inheritance kb/list_graphs: List available graphs kb/export: Export to formats Resources (6 URIs): kogral://project/notes kogral://project/decisions kogral://project/guidelines kogral://project/patterns kogral://shared/guidelines kogral://shared/patterns Prompts (2): kb/summarize_project: Generate project summary kb/find_related: Find related nodes Integration : Claude Code via ~/.config/claude/config.json","breadcrumbs":"System Overview » kb-mcp (MCP Server)","id":"258","title":"kb-mcp (MCP Server)"},"259":{"body":"Purpose : Automation and maintenance tasks. Scripts (6): kb-sync.nu: Filesystem ↔ SurrealDB sync kb-backup.nu: Archive knowledge base kb-reindex.nu: Rebuild embeddings kb-import-logseq.nu: Import from Logseq kb-export-logseq.nu: Export to Logseq kb-stats.nu: Graph statistics Features : Colored output Dry-run modes Progress indicators Error handling","breadcrumbs":"System Overview » NuShell Scripts","id":"259","title":"NuShell Scripts"},"26":{"body":"Development setup Code guidelines Testing standards Documentation guidelines","breadcrumbs":"Introduction » 12. Contributing (contributing/)","id":"26","title":"12. Contributing (contributing/)"},"260":{"body":"","breadcrumbs":"System Overview » Core Library (kb-core)","id":"260","title":"Core Library (kb-core)"},"261":{"body":"Graph : pub struct Graph { pub name: String, pub version: String, pub nodes: HashMap<String, Node>, // ID → Node pub edges: Vec<Edge>, pub metadata: HashMap<String, Value>,\\n} Node : pub struct Node { pub id: String, pub node_type: NodeType, pub title: String, pub content: String, pub tags: Vec<String>, pub status: NodeStatus, pub created: DateTime<Utc>, pub modified: DateTime<Utc>, // ... relationships, metadata\\n} Edge : pub struct Edge { pub from: String, pub to: String, pub relation: EdgeType, pub strength: f32, pub created: DateTime<Utc>,\\n}","breadcrumbs":"System Overview » Models","id":"261","title":"Models"},"262":{"body":"#[async_trait]\\npub trait Storage: Send + Sync { async fn save_graph(&self, graph: &Graph) -> Result<()>; async fn load_graph(&self, name: &str) -> Result<Graph>; async fn delete_graph(&self, name: &str) -> Result<()>; async fn list_graphs(&self) -> Result<Vec<String>>;\\n} Implementations : FilesystemStorage: Git-friendly markdown files MemoryStorage: In-memory with DashMap SurrealDbStorage: Scalable graph database","breadcrumbs":"System Overview » Storage Trait","id":"262","title":"Storage Trait"},"263":{"body":"#[async_trait]\\npub trait EmbeddingProvider: Send + Sync { async fn embed(&self, texts: Vec<String>) -> Result<Vec<Vec<f32>>>; fn dimensions(&self) -> usize; fn model_name(&self) -> &str;\\n} Implementations : FastEmbedProvider: Local fastembed RigEmbeddingProvider: OpenAI, Claude, Ollama (via rig-core)","breadcrumbs":"System Overview » Embedding Provider Trait","id":"263","title":"Embedding Provider Trait"},"264":{"body":"Input : Markdown file with YAML frontmatter Output : Node struct Features : YAML frontmatter extraction Markdown body parsing Wikilink detection ([[linked-note]]) Code reference parsing (@file.rs:42) Example : ---\\nid: note-123\\ntype: note\\ntitle: My Note\\ntags: [rust, async]\\n--- # My Note Content with [[other-note]] and @src/main.rs:10 → Node { id: \\"note-123\\", node_type: NodeType::Note, title: \\"My Note\\", content: \\"Content with [[other-note]] and @src/main.rs:10\\", tags: vec![\\"rust\\", \\"async\\"], // ... parsed wikilinks, code refs\\n}","breadcrumbs":"System Overview » Parser","id":"264","title":"Parser"},"265":{"body":"","breadcrumbs":"System Overview » Configuration System","id":"265","title":"Configuration System"},"266":{"body":"# schemas/kb-config.ncl\\n{ KbConfig = { graph | GraphConfig, storage | StorageConfig, embeddings | EmbeddingConfig, templates | TemplateConfig, query | QueryConfig, mcp | McpConfig, sync | SyncConfig, },\\n}","breadcrumbs":"System Overview » Nickel Schema","id":"266","title":"Nickel Schema"},"267":{"body":"User writes: .kogral/config.ncl ↓ [nickel export --format json]\\nJSON intermediate ↓ [serde_json::from_str]\\nKbConfig struct (Rust) ↓\\nRuntime behavior Double Validation : Nickel contracts: Type-safe, enum validation Serde deserialization: Rust type checking Benefits : Errors caught at export time Runtime guaranteed valid config Self-documenting schemas","breadcrumbs":"System Overview » Loading Process","id":"267","title":"Loading Process"},"268":{"body":"","breadcrumbs":"System Overview » Storage Architecture","id":"268","title":"Storage Architecture"},"269":{"body":"Local Graph (per project): Storage: Filesystem (.kogral/ directory) Format: Markdown + YAML frontmatter Version control: Git Scope: Project-specific knowledge Shared Graph (organization): Storage: SurrealDB (or synced filesystem) Format: Same markdown (for compatibility) Version control: Optional Scope: Organization-wide guidelines Sync : Filesystem (.kogral/) ↕ [bidirectional sync]\\nSurrealDB (central)","breadcrumbs":"System Overview » Hybrid Strategy","id":"269","title":"Hybrid Strategy"},"27":{"body":"The documentation includes SVG diagrams for visual understanding: architecture-overview.svg - Complete system architecture core-concepts.svg - Node types and relationships config-composition.svg - Configuration flow (Nickel → JSON → Rust) storage-architecture.svg - Hybrid storage strategy These diagrams are embedded in relevant documentation pages and can be viewed standalone in a browser.","breadcrumbs":"Introduction » 🎨 Visual Diagrams","id":"27","title":"🎨 Visual Diagrams"},"270":{"body":".kogral/\\n├── config.toml # Graph metadata\\n├── notes/\\n│ ├── async-patterns.md # Individual note\\n│ └── error-handling.md\\n├── decisions/\\n│ ├── 0001-use-rust.md # ADR format\\n│ └── 0002-surrealdb.md\\n├── guidelines/\\n│ ├── rust-errors.md # Project guideline\\n│ └── testing.md\\n├── patterns/\\n│ └── repository.md\\n└── journal/ ├── 2026-01-17.md # Daily journal └── 2026-01-18.md","breadcrumbs":"System Overview » File Layout","id":"270","title":"File Layout"},"271":{"body":"","breadcrumbs":"System Overview » Query Engine","id":"271","title":"Query Engine"},"272":{"body":"let results = graph.nodes.values() .filter(|node| { node.title.contains(&query) || node.content.contains(&query) || node.tags.iter().any(|tag| tag.contains(&query)) }) .collect();","breadcrumbs":"System Overview » Text Search","id":"272","title":"Text Search"},"273":{"body":"let query_embedding = embeddings.embed(vec![query]).await?;\\nlet mut scored: Vec<_> = graph.nodes.values() .filter_map(|node| { let node_embedding = node.embedding.as_ref()?; let similarity = cosine_similarity(&query_embedding[0], node_embedding); (similarity >= threshold).then_some((node, similarity)) }) .collect();\\nscored.sort_by(|a, b| b.1.partial_cmp(&a.1).unwrap());","breadcrumbs":"System Overview » Semantic Search","id":"273","title":"Semantic Search"},"274":{"body":"// Query both project and shared graphs\\nlet project_results = project_graph.search(&query).await?;\\nlet shared_results = shared_graph.search(&query).await?; // Merge with deduplication\\nlet combined = merge_results(project_results, shared_results);","breadcrumbs":"System Overview » Cross-Graph Query","id":"274","title":"Cross-Graph Query"},"275":{"body":"Claude Code kb-mcp kb-core │ │ │ ├─ JSON-RPC request ───→ │ │ │ kb/search │ │ │ {\\"query\\": \\"rust\\"} │ │ │ ├─ search() ──────────→ │ │ │ │ │ │ Query engine │ │ Text + semantic │ │ │ │ │ ←──── results ─────────┤ │ │ │ │ ←─ JSON-RPC response ──┤ │ │ {\\"results\\": [...]} │ │","breadcrumbs":"System Overview » MCP Protocol Flow","id":"275","title":"MCP Protocol Flow"},"276":{"body":"Engine : Tera (Jinja2-like) Templates : Document Templates (6): note.md.tera decision.md.tera guideline.md.tera pattern.md.tera journal.md.tera execution.md.tera Export Templates (4): logseq-page.md.tera logseq-journal.md.tera summary.md.tera graph.json.tera Usage : let mut tera = Tera::new(\\"templates/**/*.tera\\")?;\\nlet rendered = tera.render(\\"note.md.tera\\", &context)?;","breadcrumbs":"System Overview » Template System","id":"276","title":"Template System"},"277":{"body":"Strategy : thiserror for structured errors #[derive(Error, Debug)]\\npub enum KbError { #[error(\\"Storage error: {0}\\")] Storage(String), #[error(\\"Node not found: {0}\\")] NodeNotFound(String), #[error(\\"Configuration error: {0}\\")] Config(String), #[error(\\"Parse error: {0}\\")] Parse(String), #[error(\\"Embedding error: {0}\\")] Embedding(String),\\n} Propagation : ? operator throughout","breadcrumbs":"System Overview » Error Handling","id":"277","title":"Error Handling"},"278":{"body":"Unit Tests : Per module (models, parser, storage) Integration Tests : Full workflow (add → save → load → query) Test Coverage : kb-core: 48 tests kb-mcp: 5 tests Total: 56 tests Test Data : Fixtures in tests/fixtures/","breadcrumbs":"System Overview » Testing Strategy","id":"278","title":"Testing Strategy"},"279":{"body":"Node Lookup : O(1) via HashMap Semantic Search : O(n) with early termination (threshold filter) Storage : Filesystem: Lazy loading (load on demand) Memory: Full graph in RAM SurrealDB: Query optimization (indexes) Embeddings : Cache embeddings in node metadata Batch processing (configurable batch size) Async generation (non-blocking)","breadcrumbs":"System Overview » Performance Considerations","id":"279","title":"Performance Considerations"},"28":{"body":"When using just docs::serve, you get a built-in search feature: Click the search icon (🔍) in the top-left corner Type your query Press Enter to navigate results The search indexes all documentation content including: Page titles Headers Body text Code examples (optionally)","breadcrumbs":"Introduction » 🔍 Searching the Documentation","id":"28","title":"🔍 Searching the Documentation"},"280":{"body":"No unsafe code : #![forbid(unsafe_code)] Input validation : Nickel contracts validate config serde validates JSON Custom validation for user input File operations : Path sanitization (no ../ traversal) Permissions checking Atomic writes (temp file + rename)","breadcrumbs":"System Overview » Security","id":"280","title":"Security"},"281":{"body":"Small Projects (< 1000 nodes): Filesystem storage In-memory search Local embeddings (fastembed) Medium Projects (1000-10,000 nodes): Filesystem + SurrealDB sync Semantic search with caching Cloud embeddings (OpenAI/Claude) Large Organizations (> 10,000 nodes): SurrealDB primary Distributed embeddings Multi-graph federation","breadcrumbs":"System Overview » Scalability","id":"281","title":"Scalability"},"282":{"body":"Graph Model Details : Graph Model Storage Deep Dive : Storage Architecture ADRs : Architectural Decisions Implementation : Development Guide","breadcrumbs":"System Overview » Next Steps","id":"282","title":"Next Steps"},"283":{"body":"","breadcrumbs":"Graph Model » Graph Model","id":"283","title":"Graph Model"},"284":{"body":"The KOGRAL follows a config-driven architecture where all behavior is defined through Nickel configuration files rather than hardcoded in Rust.","breadcrumbs":"Config-Driven Design » Config-Driven Architecture","id":"284","title":"Config-Driven Architecture"},"285":{"body":"\\"Configuration, not code, defines behavior\\" Instead of hardcoding storage backends, embedding providers, or query parameters, KB uses a layered configuration system that composes settings from multiple sources: Schema contracts (type definitions) Defaults (base values) Mode overlays (dev/prod/test optimizations) User customizations (project-specific overrides) This approach provides: ✅ Type safety - Nickel contracts validate configuration before runtime ✅ Composability - Mix and match configurations for different environments ✅ Discoverability - Self-documenting schemas with inline documentation ✅ Hot-reload - Change behavior without recompiling Rust code ✅ Double validation - Nickel contracts + serde ensure correctness","breadcrumbs":"Config-Driven Design » Philosophy","id":"285","title":"Philosophy"},"286":{"body":"Configuration Composition The configuration system uses a four-layer composition pattern :","breadcrumbs":"Config-Driven Design » Configuration Composition Flow","id":"286","title":"Configuration Composition Flow"},"287":{"body":"Location : schemas/kb/contracts.ncl Purpose : Define types and validation rules using Nickel contracts. Example : { StorageType = [| \'filesystem, \'memory, \'surrealdb |], StorageConfig = { primary | StorageType | doc \\"Primary storage backend\\" | default = \'filesystem, secondary | SecondaryStorageConfig | doc \\"Optional secondary storage\\" | default = { enabled = false }, },\\n} Benefits : Enum validation (only valid storage types accepted) Required vs optional fields Default values for optional fields Documentation attached to types","breadcrumbs":"Config-Driven Design » Layer 1: Schema Contracts","id":"287","title":"Layer 1: Schema Contracts"},"288":{"body":"Location : schemas/kb/defaults.ncl Purpose : Provide sensible base values for all configuration options. Example : { base = { storage = { primary = \'filesystem, secondary = { enabled = false, type = \'surrealdb, url = \\"ws://localhost:8000\\", }, }, embeddings = { enabled = true, provider = \'fastembed, model = \\"BAAI/bge-small-en-v1.5\\", dimensions = 384, }, } | contracts.KbConfig,\\n} Validated by : contracts.KbConfig contract ensures defaults are valid.","breadcrumbs":"Config-Driven Design » Layer 2: Defaults","id":"288","title":"Layer 2: Defaults"},"289":{"body":"Location : schemas/kb/modes/{dev,prod,test}.ncl Purpose : Environment-specific optimizations and tuning. Development Mode (dev.ncl) Optimized for: Fast iteration, local development, debugging { storage = { primary = \'filesystem, secondary = { enabled = false }, # No database overhead }, embeddings = { provider = \'fastembed, # Local, no API costs }, sync = { auto_index = false, # Manual control },\\n} Production Mode (prod.ncl) Optimized for: Performance, reliability, scalability { storage = { secondary = { enabled = true }, # SurrealDB for scale }, embeddings = { provider = \'openai, # High-quality cloud embeddings model = \\"text-embedding-3-small\\", dimensions = 1536, }, sync = { auto_index = true, debounce_ms = 300, # Fast response },\\n} Test Mode (test.ncl) Optimized for: Fast tests, isolation, determinism { storage = { primary = \'memory, # Ephemeral, no disk I/O }, embeddings = { enabled = false, # Disable for speed }, sync = { auto_index = false, debounce_ms = 0, # No delays in tests },\\n}","breadcrumbs":"Config-Driven Design » Layer 3: Mode Overlays","id":"289","title":"Layer 3: Mode Overlays"},"29":{"body":"","breadcrumbs":"Introduction » ✏️ Editing Documentation","id":"29","title":"✏️ Editing Documentation"},"290":{"body":"Location : .kb-config/core/kb.ncl or .kb-config/platform/{dev,prod,test}.ncl Purpose : Project-specific or deployment-specific overrides. Example (user project config): let mode = import \\"../../schemas/kb/modes/dev.ncl\\" in let user_custom = { graph = { name = \\"my-project\\", }, embeddings = { provider = \'claude, # Override to use Claude model = \\"claude-3-haiku-20240307\\", }, query = { similarity_threshold = 0.7, # Stricter threshold },\\n} in helpers.compose_config defaults.base mode user_custom | contracts.KbConfig","breadcrumbs":"Config-Driven Design » Layer 4: User Customizations","id":"290","title":"Layer 4: User Customizations"},"291":{"body":"The helpers.ncl module provides the composition function: { # Recursively merge with override precedence merge_with_override = fun base override => /* ... */, # Compose three layers compose_config = fun defaults mode_config user_custom => let with_mode = merge_with_override defaults mode_config in merge_with_override with_mode user_custom,\\n} Merge behavior : Records are merged recursively Override values take precedence over base values Arrays are not merged, override replaces base Null in override keeps base value Example merge : base = { storage = { primary = \'filesystem }, embeddings = { enabled = true } }\\noverride = { storage = { primary = \'memory } }\\n# Result: { storage = { primary = \'memory }, embeddings = { enabled = true } }","breadcrumbs":"Config-Driven Design » Composition Mechanism","id":"291","title":"Composition Mechanism"},"292":{"body":"Once composed, the Nickel configuration is exported to JSON for Rust consumption: nickel export --format json .kb-config/core/kb.ncl > .kb-config/targets/kb-core.json Output (.kb-config/targets/kb-core.json): { \\"graph\\": { \\"name\\": \\"my-project\\", \\"version\\": \\"1.0.0\\" }, \\"storage\\": { \\"primary\\": \\"memory\\", \\"secondary\\": { \\"enabled\\": false } }, \\"embeddings\\": { \\"enabled\\": true, \\"provider\\": \\"claude\\", \\"model\\": \\"claude-3-haiku-20240307\\", \\"dimensions\\": 768 }\\n}","breadcrumbs":"Config-Driven Design » Export to JSON","id":"292","title":"Export to JSON"},"293":{"body":"The Rust code deserializes the JSON into typed structs using serde: use serde::{Deserialize, Serialize}; #[derive(Debug, Deserialize, Serialize)]\\npub struct KbConfig { pub graph: GraphConfig, pub storage: StorageConfig, pub embeddings: EmbeddingConfig, pub templates: TemplateConfig, pub query: QueryConfig, pub mcp: McpConfig, pub sync: SyncConfig,\\n} impl KbConfig { pub fn from_file(path: &Path) -> Result<Self> { let json = std::fs::read_to_string(path)?; let config: KbConfig = serde_json::from_str(&json)?; Ok(config) }\\n} Usage in kb-core : let config = KbConfig::from_file(\\".kb-config/targets/kb-core.json\\")?; // Config drives behavior\\nlet storage: Box<dyn Storage> = match config.storage.primary { StorageType::Filesystem => Box::new(FilesystemStorage::new(&config)?), StorageType::Memory => Box::new(MemoryStorage::new()), StorageType::SurrealDb => Box::new(SurrealDbStorage::new(&config).await?),\\n}; let embeddings: Box<dyn EmbeddingProvider> = match config.embeddings.provider { EmbeddingProviderType::FastEmbed => Box::new(FastEmbedProvider::new()?), EmbeddingProviderType::OpenAI => Box::new(RigEmbeddingProvider::openai(&config)?), EmbeddingProviderType::Claude => Box::new(RigEmbeddingProvider::claude(&config)?), EmbeddingProviderType::Ollama => Box::new(RigEmbeddingProvider::ollama(&config)?),\\n};","breadcrumbs":"Config-Driven Design » Rust Integration","id":"293","title":"Rust Integration"},"294":{"body":"Configuration is validated twice :","breadcrumbs":"Config-Driven Design » Double Validation","id":"294","title":"Double Validation"},"295":{"body":"At export time, Nickel validates: ✅ Types match contracts (e.g., primary | StorageType) ✅ Required fields are present ✅ Enums have valid values ✅ Nested structure is correct Error example : error: contract broken by a value ┌─ .kb-config/core/kb.ncl:15:5 │\\n15│ primary = \'invalid, │ ^^^^^^^^^^^^^^^^^^^ applied to this expression │ = This value is not in the enum [\'filesystem, \'memory, \'surrealdb]","breadcrumbs":"Config-Driven Design » 1. Nickel Contract Validation","id":"295","title":"1. Nickel Contract Validation"},"296":{"body":"At runtime, serde validates: ✅ JSON structure matches Rust types ✅ Field names match (with rename support) ✅ Values can be converted to Rust types ✅ Required fields are not null Error example : Error: missing field `graph` at line 1 column 123","breadcrumbs":"Config-Driven Design » 2. Serde Deserialization Validation","id":"296","title":"2. Serde Deserialization Validation"},"297":{"body":"","breadcrumbs":"Config-Driven Design » Benefits of Config-Driven Architecture","id":"297","title":"Benefits of Config-Driven Architecture"},"298":{"body":"Bad (hardcoded): // Hardcoded - requires recompilation to change\\nlet storage = FilesystemStorage::new(\\"/fixed/path\\");\\nlet threshold = 0.6; Good (config-driven): // Config-driven - change via .ncl file\\nlet storage = create_storage(&config)?;\\nlet threshold = config.query.similarity_threshold;","breadcrumbs":"Config-Driven Design » 1. Zero Hardcoding","id":"298","title":"1. Zero Hardcoding"},"299":{"body":"Same codebase, different behavior: # Development\\nnickel export .kb-config/platform/dev.ncl > targets/kb-core.json\\n# → Filesystem storage, fastembed, no auto-sync # Production\\nnickel export .kb-config/platform/prod.ncl > targets/kb-core.json\\n# → SurrealDB enabled, OpenAI embeddings, auto-sync # Testing\\nnickel export .kb-config/platform/test.ncl > targets/kb-core.json\\n# → In-memory storage, no embeddings, isolated","breadcrumbs":"Config-Driven Design » 2. Environment Flexibility","id":"299","title":"2. Environment Flexibility"},"3":{"body":"Generate static HTML files you can browse offline: # Build mdBook to docs/book/\\njust docs::build Then open docs/book/index.html in your browser.","breadcrumbs":"Introduction » Option 2: Build Static HTML","id":"3","title":"Option 2: Build Static HTML"},"30":{"body":"All documentation is written in GitHub Flavored Markdown with mdBook extensions. See contributing/documentation.md for detailed editing guidelines.","breadcrumbs":"Introduction » File Format","id":"30","title":"File Format"},"300":{"body":"Nickel contracts include inline documentation: StorageType = [| \'filesystem, \'memory, \'surrealdb |] | doc \\"Storage backend type: filesystem (git-tracked), memory (ephemeral), surrealdb (scalable)\\", IDEs can show this documentation when editing .ncl files.","breadcrumbs":"Config-Driven Design » 3. Self-Documenting","id":"300","title":"3. Self-Documenting"},"301":{"body":"When adding new features: Update contract in contracts.ncl Add default in defaults.ncl Export validates existing configs Rust compilation validates deserialization Breaking changes are caught before runtime .","breadcrumbs":"Config-Driven Design » 4. Type-Safe Evolution","id":"301","title":"4. Type-Safe Evolution"},"302":{"body":"Different test scenarios without code changes: # test-semantic-search.ncl\\nlet test_config = defaults.base & { embeddings = { enabled = true, provider = \'fastembed }, query = { similarity_threshold = 0.3 },\\n} in test_config #[test]\\nfn test_semantic_search() { let config = KbConfig::from_file(\\"test-semantic-search.json\\")?; // Config drives test behavior\\n}","breadcrumbs":"Config-Driven Design » 5. Testability","id":"302","title":"5. Testability"},"303":{"body":"KB tools automatically discover configuration: Check .kb-config/targets/kb-core.json (pre-exported) Check .kb-config/core/kb.ncl (export on-demand) Check environment variable KB_CONFIG Fall back to embedded defaults impl KbConfig { pub fn discover() -> Result<Self> { if let Ok(config) = Self::from_file(\\".kb-config/targets/kb-core.json\\") { return Ok(config); } if Path::new(\\".kb-config/core/kb.ncl\\").exists() { // Export and load let output = Command::new(\\"nickel\\") .args([\\"export\\", \\"--format\\", \\"json\\", \\".kb-config/core/kb.ncl\\"]) .output()?; return serde_json::from_slice(&output.stdout)?; } if let Ok(path) = std::env::var(\\"KB_CONFIG\\") { return Self::from_file(&path); } Ok(Self::default()) // Embedded defaults }\\n}","breadcrumbs":"Config-Driven Design » Configuration Discovery","id":"303","title":"Configuration Discovery"},"304":{"body":"The justfile integrates configuration validation: # Validate all Nickel configs\\nnickel-validate-all: @echo \\"Validating Nickel schemas...\\" nickel typecheck schemas/kb/contracts.ncl nickel typecheck schemas/kb/defaults.ncl nickel typecheck schemas/kb/helpers.ncl nickel typecheck schemas/kb/modes/dev.ncl nickel typecheck schemas/kb/modes/prod.ncl nickel typecheck schemas/kb/modes/test.ncl nickel typecheck .kb-config/core/kb.ncl # Export all platform configs\\nnickel-export-all: @echo \\"Exporting platform configs to JSON...\\" @mkdir -p .kb-config/targets nickel export --format json .kb-config/platform/dev.ncl > .kb-config/targets/kb-dev.json nickel export --format json .kb-config/platform/prod.ncl > .kb-config/targets/kb-prod.json nickel export --format json .kb-config/platform/test.ncl > .kb-config/targets/kb-test.json @echo \\"Exported 3 configurations to .kb-config/targets/\\" Usage: just nickel::validate-all # Check configs are valid\\njust nickel::export-all # Generate JSON for all environments","breadcrumbs":"Config-Driven Design » Integration with justfile","id":"304","title":"Integration with justfile"},"305":{"body":"","breadcrumbs":"Config-Driven Design » Best Practices","id":"305","title":"Best Practices"},"306":{"body":"If it\'s behavior, it\'s config: Storage paths API endpoints Thresholds Timeouts Feature flags Provider selection","breadcrumbs":"Config-Driven Design » 1. Never Hardcode","id":"306","title":"1. Never Hardcode"},"307":{"body":"Don\'t put environment-specific values in user config: Bad : # user config with env-specific values\\n{ storage = { url = if env == \\"prod\\" then \\"prod-url\\" else \\"dev-url\\" # Don\'t do this }\\n} Good : # modes/prod.ncl\\n{ storage = { url = \\"prod-url\\" } } # modes/dev.ncl\\n{ storage = { url = \\"dev-url\\" } } # user config is environment-agnostic\\n{ graph = { name = \\"my-project\\" } }","breadcrumbs":"Config-Driven Design » 2. Use Modes for Environment Differences","id":"307","title":"2. Use Modes for Environment Differences"},"308":{"body":"Use Nickel\'s doc metadata: similarity_threshold | Number | doc \\"Minimum cosine similarity (0-1) for semantic search matches. Higher = stricter.\\" | default = 0.6,","breadcrumbs":"Config-Driven Design » 3. Document Complex Fields","id":"308","title":"3. Document Complex Fields"},"309":{"body":"Run nickel typecheck in CI/CD before building Rust code.","breadcrumbs":"Config-Driven Design » 4. Validate Early","id":"309","title":"4. Validate Early"},"31":{"body":"Create the markdown file in the appropriate directory Add it to SUMMARY.md for navigation Build to verify: just docs::build","breadcrumbs":"Introduction » Adding a New Page","id":"31","title":"Adding a New Page"},"310":{"body":"Track .ncl files in git, ignore .kb-config/targets/*.json (generated).","breadcrumbs":"Config-Driven Design » 5. Version Configs","id":"310","title":"5. Version Configs"},"311":{"body":"Schema Reference : Configuration Schema User Guide : Configuration Guide ADR : Why Nickel vs TOML Examples : .kb-config/core/kb.ncl, .kb-config/platform/*.ncl","breadcrumbs":"Config-Driven Design » See Also","id":"311","title":"See Also"},"312":{"body":"","breadcrumbs":"Storage Architecture » Storage Architecture","id":"312","title":"Storage Architecture"},"313":{"body":"","breadcrumbs":"Logseq Blocks Design » Logseq Blocks Support - Architecture Design","id":"313","title":"Logseq Blocks Support - Architecture Design"},"314":{"body":"Logseq uses content blocks as the fundamental unit of information, not full documents. Each block can have: Properties : #card, TODO, DONE, custom properties Tags : Inline tags like #flashcard, #important References : Block references ((block-id)), page references [[page]] Nesting : Outliner-style hierarchy (parent-child blocks) Metadata : Block-level properties (unlike page-level frontmatter) Current KB limitation : Nodes only have content: String (flat markdown). Importing from Logseq loses block structure and properties. Requirement : Support round-trip import/export with full block fidelity: Logseq Graph → KOGRAL Import → KOGRAL Storage → KOGRAL Export → Logseq Graph (blocks preserved) (blocks preserved)","breadcrumbs":"Logseq Blocks Design » Problem Statement","id":"314","title":"Problem Statement"},"315":{"body":"","breadcrumbs":"Logseq Blocks Design » Use Cases","id":"315","title":"Use Cases"},"316":{"body":"Logseq : - What is Rust\'s ownership model? #card - Rust uses ownership, borrowing, and lifetimes - Three rules: one owner, many borrows XOR one mutable KB needs to preserve : Block with #card property Nested answer blocks Ability to query all cards","breadcrumbs":"Logseq Blocks Design » 1. Flashcards (#card)","id":"316","title":"1. Flashcards (#card)"},"317":{"body":"Logseq : - TODO Implement block parser #rust - DONE Research block structure - TODO Write parser tests KB needs to preserve : Task status per block Hierarchical task breakdown Tags on tasks","breadcrumbs":"Logseq Blocks Design » 2. Task Tracking (TODO/DONE)","id":"317","title":"2. Task Tracking (TODO/DONE)"},"318":{"body":"Logseq : - Core concept: ((block-uuid-123)) - See also: [[Related Page]] KB needs to preserve : Block-to-block links (not just page-to-page) UUID references","breadcrumbs":"Logseq Blocks Design » 3. Block References","id":"318","title":"3. Block References"},"319":{"body":"Logseq : - This is a block with properties property1:: value1 property2:: value2 KB needs to preserve : Custom key-value properties per block Property inheritance/override","breadcrumbs":"Logseq Blocks Design » 4. Block Properties","id":"319","title":"4. Block Properties"},"32":{"body":"Create the directory Add a README.md for the section landing page Add section to SUMMARY.md","breadcrumbs":"Introduction » Adding a New Section","id":"32","title":"Adding a New Section"},"320":{"body":"","breadcrumbs":"Logseq Blocks Design » Design Options","id":"320","title":"Design Options"},"321":{"body":"Add blocks field to Node : pub struct Node { // ... existing fields ... pub content: String, // Backward compat: flat markdown pub blocks: Option<Vec<Block>>, // NEW: Structured blocks\\n} pub struct Block { pub id: String, // UUID or auto-generated pub content: String, // Block text pub properties: BlockProperties, // Tags, status, custom props pub children: Vec<Block>, // Nested blocks pub created: DateTime<Utc>, pub modified: DateTime<Utc>,\\n} pub struct BlockProperties { pub tags: Vec<String>, // #card, #important pub status: Option<TaskStatus>, // TODO, DONE, WAITING pub custom: HashMap<String, String>, // property:: value\\n} pub enum TaskStatus { Todo, Doing, Done, Waiting, Cancelled,\\n} Pros : ✅ Type-safe, explicit structure ✅ Queryable (find all #card blocks) ✅ Preserves hierarchy ✅ Supports block-level operations Cons : ❌ Adds complexity to Node ❌ Dual representation (content + blocks) ❌ Requires migration of existing data","breadcrumbs":"Logseq Blocks Design » Option A: Blocks as First-Class Data Structure","id":"321","title":"Option A: Blocks as First-Class Data Structure"},"322":{"body":"Keep content: String, parse blocks on-demand : pub struct BlockParser; impl BlockParser { // Parse markdown content into block structure fn parse(content: &str) -> Vec<Block>; // Serialize blocks back to markdown fn serialize(blocks: &[Block]) -> String;\\n} // Usage\\nlet blocks = BlockParser::parse(&node.content);\\nlet filtered = blocks.iter().filter(|b| b.properties.tags.contains(\\"card\\")); Pros : ✅ No schema changes ✅ Backward compatible ✅ Simple storage (still just String) Cons : ❌ Parse overhead on every access ❌ Can\'t query blocks in database (SurrealDB) ❌ Harder to index/search blocks","breadcrumbs":"Logseq Blocks Design » Option B: Parser-Only Approach","id":"322","title":"Option B: Parser-Only Approach"},"323":{"body":"Combine both: structured storage + lazy parsing : pub struct Node { // ... existing fields ... pub content: String, // Source of truth (markdown) #[serde(skip_serializing_if = \\"Option::is_none\\")] pub blocks: Option<Vec<Block>>, // Cached structure (parsed)\\n} impl Node { // Parse blocks from content if not already cached pub fn get_blocks(&mut self) -> &Vec<Block> { if self.blocks.is_none() { self.blocks = Some(BlockParser::parse(&self.content)); } self.blocks.as_ref().unwrap() } // Update content from blocks (when blocks modified) pub fn sync_blocks_to_content(&mut self) { if let Some(ref blocks) = self.blocks { self.content = BlockParser::serialize(blocks); } }\\n} Storage Strategy : Filesystem - Store as markdown (Logseq compatible): - Block 1 #card - Nested block\\n- Block 2 TODO SurrealDB - Store both: DEFINE TABLE block SCHEMAFULL;\\nDEFINE FIELD node_id ON block TYPE record(node);\\nDEFINE FIELD block_id ON block TYPE string;\\nDEFINE FIELD content ON block TYPE string;\\nDEFINE FIELD properties ON block TYPE object;\\nDEFINE FIELD parent_id ON block TYPE option<string>; -- Index for queries\\nDEFINE INDEX block_tags ON block COLUMNS properties.tags;\\nDEFINE INDEX block_status ON block COLUMNS properties.status; Pros : ✅ Best of both worlds ✅ Filesystem stays Logseq-compatible ✅ SurrealDB can query blocks ✅ Lazy parsing (only when needed) ✅ Backward compatible Cons : ⚠️ Need to keep content/blocks in sync ⚠️ More complex implementation","breadcrumbs":"Logseq Blocks Design » Option C: Hybrid Approach (RECOMMENDED)","id":"323","title":"Option C: Hybrid Approach (RECOMMENDED)"},"324":{"body":"Phase 1: Data Model // crates/kb-core/src/models/block.rs use chrono::{DateTime, Utc};\\nuse serde::{Deserialize, Serialize};\\nuse std::collections::HashMap; /// A content block (Logseq-style)\\n#[derive(Debug, Clone, Serialize, Deserialize)]\\npub struct Block { /// Unique block identifier (UUID) pub id: String, /// Block content (markdown text, excluding nested blocks) pub content: String, /// Block properties (tags, status, custom) pub properties: BlockProperties, /// Child blocks (nested hierarchy) #[serde(default)] pub children: Vec<Block>, /// Creation timestamp pub created: DateTime<Utc>, /// Last modification timestamp pub modified: DateTime<Utc>, /// Parent block ID (if nested) #[serde(skip_serializing_if = \\"Option::is_none\\")] pub parent_id: Option<String>,\\n} /// Block-level properties\\n#[derive(Debug, Clone, Default, Serialize, Deserialize)]\\npub struct BlockProperties { /// Tags (e.g., #card, #important) #[serde(default)] pub tags: Vec<String>, /// Task status (TODO, DONE, etc.) #[serde(skip_serializing_if = \\"Option::is_none\\")] pub status: Option<TaskStatus>, /// Custom properties (property:: value) #[serde(default)] pub custom: HashMap<String, String>, /// Block references ((uuid)) #[serde(default)] pub block_refs: Vec<String>, /// Page references ([[page]]) #[serde(default)] pub page_refs: Vec<String>,\\n} /// Task status for TODO blocks\\n#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]\\n#[serde(rename_all = \\"UPPERCASE\\")]\\npub enum TaskStatus { Todo, Doing, Done, Later, Now, Waiting, Cancelled,\\n} impl Block { /// Create a new block with content pub fn new(content: String) -> Self { use uuid::Uuid; Self { id: Uuid::new_v4().to_string(), content, properties: BlockProperties::default(), children: Vec::new(), created: Utc::now(), modified: Utc::now(), parent_id: None, } } /// Add a child block pub fn add_child(&mut self, mut child: Block) { child.parent_id = Some(self.id.clone()); self.children.push(child); self.modified = Utc::now(); } /// Add a tag to this block pub fn add_tag(&mut self, tag: String) { if !self.properties.tags.contains(&tag) { self.properties.tags.push(tag); self.modified = Utc::now(); } } /// Set task status pub fn set_status(&mut self, status: TaskStatus) { self.properties.status = Some(status); self.modified = Utc::now(); } /// Get all blocks (self + descendants) as flat list pub fn flatten(&self) -> Vec<&Block> { let mut result = vec![self]; for child in &self.children { result.extend(child.flatten()); } result } /// Find block by ID in tree pub fn find(&self, id: &str) -> Option<&Block> { if self.id == id { return Some(self); } for child in &self.children { if let Some(found) = child.find(id) { return Some(found); } } None }\\n} Phase 2: Update Node Model // crates/kb-core/src/models.rs (modifications) use crate::models::block::Block; pub struct Node { // ... existing fields ... pub content: String, /// Structured blocks (optional, parsed from content) #[serde(skip_serializing_if = \\"Option::is_none\\")] pub blocks: Option<Vec<Block>>,\\n} impl Node { /// Get blocks, parsing from content if needed pub fn get_blocks(&mut self) -> Result<&Vec<Block>> { if self.blocks.is_none() { self.blocks = Some(crate::parser::BlockParser::parse(&self.content)?); } Ok(self.blocks.as_ref().unwrap()) } /// Update content from blocks pub fn sync_blocks_to_content(&mut self) { if let Some(ref blocks) = self.blocks { self.content = crate::parser::BlockParser::serialize(blocks); } } /// Find all blocks with a specific tag pub fn find_blocks_by_tag(&mut self, tag: &str) -> Result<Vec<&Block>> { let blocks = self.get_blocks()?; let mut result = Vec::new(); for block in blocks { for b in block.flatten() { if b.properties.tags.iter().any(|t| t == tag) { result.push(b); } } } Ok(result) } /// Find all TODO blocks pub fn find_todos(&mut self) -> Result<Vec<&Block>> { let blocks = self.get_blocks()?; let mut result = Vec::new(); for block in blocks { for b in block.flatten() { if matches!(b.properties.status, Some(TaskStatus::Todo)) { result.push(b); } } } Ok(result) }\\n} Phase 3: Block Parser // crates/kb-core/src/parser/block_parser.rs use crate::models::block::{Block, BlockProperties, TaskStatus};\\nuse regex::Regex; pub struct BlockParser; impl BlockParser { /// Parse markdown content into block structure /// /// Handles: /// - Outliner format (- prefix with indentation) /// - Tags (#card, #important) /// - Task status (TODO, DONE) /// - Properties (property:: value) /// - Block references (((uuid))) /// - Page references ([[page]]) pub fn parse(content: &str) -> Result<Vec<Block>> { let mut blocks = Vec::new(); let mut stack: Vec<(usize, Block)> = Vec::new(); // (indent_level, block) for line in content.lines() { // Detect indentation level let indent = count_indent(line); let trimmed = line.trim_start(); // Skip empty lines if trimmed.is_empty() { continue; } // Parse block line if let Some(block_content) = trimmed.strip_prefix(\\"- \\") { let mut block = Self::parse_block_line(block_content)?; // Pop stack until we find parent level while let Some((level, _)) = stack.last() { if *level < indent { break; } stack.pop(); } // Add as child to parent or as root if let Some((_, parent)) = stack.last_mut() { parent.add_child(block.clone()); } else { blocks.push(block.clone()); } stack.push((indent, block)); } } Ok(blocks) } /// Parse a single block line (after \\"- \\" prefix) fn parse_block_line(line: &str) -> Result<Block> { let mut block = Block::new(String::new()); let mut properties = BlockProperties::default(); // Extract task status (TODO, DONE, etc.) let (status, remaining) = Self::extract_task_status(line); properties.status = status; // Extract tags (#card, #important) let (tags, remaining) = Self::extract_tags(remaining); properties.tags = tags; // Extract properties (property:: value) let (custom_props, remaining) = Self::extract_properties(remaining); properties.custom = custom_props; // Extract block references (((uuid))) let (block_refs, remaining) = Self::extract_block_refs(remaining); properties.block_refs = block_refs; // Extract page references ([[page]]) let (page_refs, content) = Self::extract_page_refs(remaining); properties.page_refs = page_refs; block.content = content.trim().to_string(); block.properties = properties; Ok(block) } /// Serialize blocks back to markdown pub fn serialize(blocks: &[Block]) -> String { let mut result = String::new(); for block in blocks { Self::serialize_block(&mut result, block, 0); } result } fn serialize_block(output: &mut String, block: &Block, indent: usize) { // Write indent for _ in 0..indent { output.push_str(\\" \\"); } // Write prefix output.push_str(\\"- \\"); // Write task status if let Some(status) = block.properties.status { output.push_str(&format!(\\"{:?} \\", status).to_uppercase()); } // Write content output.push_str(&block.content); // Write tags for tag in &block.properties.tags { output.push_str(&format!(\\" #{}\\", tag)); } // Write properties if !block.properties.custom.is_empty() { output.push(\'\\\\n\'); for (key, value) in &block.properties.custom { for _ in 0..=indent { output.push_str(\\" \\"); } output.push_str(&format!(\\"{}:: {}\\\\n\\", key, value)); } } output.push(\'\\\\n\'); // Write children recursively for child in &block.children { Self::serialize_block(output, child, indent + 1); } } // Helper methods for extraction fn extract_task_status(line: &str) -> (Option<TaskStatus>, &str) { let line = line.trim_start(); if let Some(rest) = line.strip_prefix(\\"TODO \\") { (Some(TaskStatus::Todo), rest) } else if let Some(rest) = line.strip_prefix(\\"DONE \\") { (Some(TaskStatus::Done), rest) } else if let Some(rest) = line.strip_prefix(\\"DOING \\") { (Some(TaskStatus::Doing), rest) } else if let Some(rest) = line.strip_prefix(\\"LATER \\") { (Some(TaskStatus::Later), rest) } else if let Some(rest) = line.strip_prefix(\\"NOW \\") { (Some(TaskStatus::Now), rest) } else if let Some(rest) = line.strip_prefix(\\"WAITING \\") { (Some(TaskStatus::Waiting), rest) } else if let Some(rest) = line.strip_prefix(\\"CANCELLED \\") { (Some(TaskStatus::Cancelled), rest) } else { (None, line) } } fn extract_tags(line: &str) -> (Vec<String>, String) { let tag_regex = Regex::new(r\\"#(\\\\w+)\\").unwrap(); let mut tags = Vec::new(); let mut result = line.to_string(); for cap in tag_regex.captures_iter(line) { if let Some(tag) = cap.get(1) { tags.push(tag.as_str().to_string()); result = result.replace(&format!(\\"#{}\\", tag.as_str()), \\"\\"); } } (tags, result.trim().to_string()) } fn extract_properties(line: &str) -> (HashMap<String, String>, String) { let prop_regex = Regex::new(r\\"(\\\\w+)::\\\\s*([^\\\\n]+)\\").unwrap(); let mut props = HashMap::new(); let mut result = line.to_string(); for cap in prop_regex.captures_iter(line) { if let (Some(key), Some(value)) = (cap.get(1), cap.get(2)) { props.insert(key.as_str().to_string(), value.as_str().trim().to_string()); result = result.replace(&cap[0], \\"\\"); } } (props, result.trim().to_string()) } fn extract_block_refs(line: &str) -> (Vec<String>, String) { let ref_regex = Regex::new(r\\"\\\\(\\\\(([^)]+)\\\\)\\\\)\\").unwrap(); let mut refs = Vec::new(); let mut result = line.to_string(); for cap in ref_regex.captures_iter(line) { if let Some(uuid) = cap.get(1) { refs.push(uuid.as_str().to_string()); result = result.replace(&cap[0], \\"\\"); } } (refs, result.trim().to_string()) } fn extract_page_refs(line: &str) -> (Vec<String>, String) { let page_regex = Regex::new(r\\"\\\\[\\\\[([^\\\\]]+)\\\\]\\\\]\\").unwrap(); let mut pages = Vec::new(); let result = line.to_string(); for cap in page_regex.captures_iter(line) { if let Some(page) = cap.get(1) { pages.push(page.as_str().to_string()); // Keep [[page]] in content for now (backward compat) } } (pages, result) }\\n} fn count_indent(line: &str) -> usize { line.chars().take_while(|c| c.is_whitespace()).count() / 2\\n} Phase 4: Logseq Import/Export // crates/kb-core/src/logseq.rs use crate::models::{Node, NodeType};\\nuse crate::models::block::Block;\\nuse crate::parser::BlockParser; pub struct LogseqImporter; impl LogseqImporter { /// Import a Logseq page (markdown file) as a Node pub fn import_page(path: &Path) -> Result<Node> { let content = std::fs::read_to_string(path)?; // Extract frontmatter if present let (frontmatter, body) = Self::split_frontmatter(&content); // Parse blocks from body let blocks = BlockParser::parse(&body)?; // Create node with blocks let mut node = Node::new(NodeType::Note, Self::extract_title(path)); node.content = body; node.blocks = Some(blocks); // Apply frontmatter properties if let Some(fm) = frontmatter { Self::apply_frontmatter(&mut node, &fm)?; } Ok(node) } fn split_frontmatter(content: &str) -> (Option<String>, String) { if content.starts_with(\\"---\\\\n\\") { if let Some(end) = content[4..].find(\\"\\\\n---\\\\n\\") { let frontmatter = content[4..4 + end].to_string(); let body = content[4 + end + 5..].to_string(); return (Some(frontmatter), body); } } (None, content.to_string()) } fn extract_title(path: &Path) -> String { path.file_stem() .and_then(|s| s.to_str()) .unwrap_or(\\"Untitled\\") .to_string() } fn apply_frontmatter(node: &mut Node, frontmatter: &str) -> Result<()> { // Parse YAML frontmatter and apply to node // ... implementation ... Ok(()) }\\n} pub struct LogseqExporter; impl LogseqExporter { /// Export a Node to Logseq page format pub fn export_page(node: &Node, path: &Path) -> Result<()> { let mut output = String::new(); // Generate frontmatter output.push_str(\\"---\\\\n\\"); output.push_str(&Self::generate_frontmatter(node)?); output.push_str(\\"---\\\\n\\\\n\\"); // Serialize blocks or use content if let Some(ref blocks) = node.blocks { output.push_str(&BlockParser::serialize(blocks)); } else { output.push_str(&node.content); } std::fs::write(path, output)?; Ok(()) } fn generate_frontmatter(node: &Node) -> Result<String> { let mut fm = String::new(); fm.push_str(&format!(\\"title: {}\\\\n\\", node.title)); fm.push_str(&format!(\\"tags: {}\\\\n\\", node.tags.join(\\", \\"))); // ... more frontmatter fields ... Ok(fm) }\\n}","breadcrumbs":"Logseq Blocks Design » Recommended Implementation","id":"324","title":"Recommended Implementation"},"325":{"body":"// New methods in Graph or Query module impl Graph { /// Find all blocks with a specific tag across all nodes pub fn find_blocks_by_tag(&mut self, tag: &str) -> Vec<(&Node, &Block)> { let mut results = Vec::new(); for node in self.nodes.values_mut() { if let Ok(blocks) = node.find_blocks_by_tag(tag) { for block in blocks { results.push((node as &Node, block)); } } } results } /// Find all flashcards (#card blocks) pub fn find_flashcards(&mut self) -> Vec<(&Node, &Block)> { self.find_blocks_by_tag(\\"card\\") } /// Find all TODO items across knowledge base pub fn find_all_todos(&mut self) -> Vec<(&Node, &Block)> { let mut results = Vec::new(); for node in self.nodes.values_mut() { if let Ok(todos) = node.find_todos() { for block in todos { results.push((node as &Node, block)); } } } results }\\n}","breadcrumbs":"Logseq Blocks Design » Query API Extensions","id":"325","title":"Query API Extensions"},"326":{"body":"{ \\"name\\": \\"kogral/find_blocks\\", \\"description\\": \\"Find blocks by tag, status, or properties\\", \\"inputSchema\\": { \\"type\\": \\"object\\", \\"properties\\": { \\"tag\\": { \\"type\\": \\"string\\", \\"description\\": \\"Filter by tag (e.g., \'card\')\\" }, \\"status\\": { \\"type\\": \\"string\\", \\"enum\\": [\\"TODO\\", \\"DONE\\", \\"DOING\\"] }, \\"property\\": { \\"type\\": \\"string\\", \\"description\\": \\"Custom property key\\" }, \\"value\\": { \\"type\\": \\"string\\", \\"description\\": \\"Property value to match\\" } } }\\n}","breadcrumbs":"Logseq Blocks Design » MCP Tool Extensions","id":"326","title":"MCP Tool Extensions"},"327":{"body":"# schemas/kb/contracts.ncl (additions) BlockConfig = { enabled | Bool | doc \\"Enable block-level parsing and storage\\" | default = true, preserve_hierarchy | Bool | doc \\"Preserve block nesting on import/export\\" | default = true, parse_on_load | Bool | doc \\"Automatically parse blocks when loading nodes\\" | default = false, # Lazy parsing by default supported_statuses | Array String | doc \\"Supported task statuses\\" | default = [\\"TODO\\", \\"DONE\\", \\"DOING\\", \\"LATER\\", \\"NOW\\", \\"WAITING\\", \\"CANCELLED\\"],\\n} KbConfig = { # ... existing fields ... blocks | BlockConfig | doc \\"Block-level features configuration\\" | default = {},\\n}","breadcrumbs":"Logseq Blocks Design » Configuration","id":"327","title":"Configuration"},"328":{"body":"Phase 1 : Add Block models (no behavior change) Phase 2 : Add BlockParser (opt-in via config) Phase 3 : Update Logseq import/export Phase 4 : Add block queries to CLI/MCP Phase 5 : SurrealDB block indexing Backward Compatibility : Existing nodes without blocks field work as before content remains source of truth blocks is optional cache/structure Config flag blocks.enabled to opt-in","breadcrumbs":"Logseq Blocks Design » Migration Path","id":"328","title":"Migration Path"},"329":{"body":"#[cfg(test)]\\nmod tests { use super::*; #[test] fn test_parse_simple_block() { let content = \\"- This is a block #card\\"; let blocks = BlockParser::parse(content).unwrap(); assert_eq!(blocks.len(), 1); assert_eq!(blocks[0].content, \\"This is a block\\"); assert_eq!(blocks[0].properties.tags, vec![\\"card\\"]); } #[test] fn test_parse_nested_blocks() { let content = r#\\"\\n- Parent block - Child block 1 - Child block 2 - Grandchild\\n\\"#; let blocks = BlockParser::parse(content).unwrap(); assert_eq!(blocks.len(), 1); assert_eq!(blocks[0].children.len(), 2); assert_eq!(blocks[0].children[1].children.len(), 1); } #[test] fn test_parse_todo() { let content = \\"- TODO Implement feature #rust\\"; let blocks = BlockParser::parse(content).unwrap(); assert_eq!(blocks[0].properties.status, Some(TaskStatus::Todo)); assert_eq!(blocks[0].content, \\"Implement feature\\"); assert_eq!(blocks[0].properties.tags, vec![\\"rust\\"]); } #[test] fn test_roundtrip() { let original = r#\\"- Block 1 #card - Nested\\n- TODO Block 2 priority:: high\\n\\"#; let blocks = BlockParser::parse(original).unwrap(); let serialized = BlockParser::serialize(&blocks); let reparsed = BlockParser::parse(&serialized).unwrap(); assert_eq!(blocks.len(), reparsed.len()); assert_eq!(blocks[0].properties, reparsed[0].properties); }\\n}","breadcrumbs":"Logseq Blocks Design » Testing Strategy","id":"329","title":"Testing Strategy"},"33":{"body":"","breadcrumbs":"Introduction » 🧪 Testing Documentation","id":"33","title":"🧪 Testing Documentation"},"330":{"body":"Recommended Approach : Hybrid (Option C) Add Block struct with properties, hierarchy Extend Node with optional blocks: Option<Vec<Block>> Implement bidirectional parser (markdown ↔ blocks) Preserve content as source of truth (backward compat) Enable block queries in CLI/MCP Support round-trip Logseq import/export Benefits : ✅ Full Logseq compatibility ✅ Queryable blocks (find #card, TODO, etc.) ✅ Backward compatible ✅ Extensible (custom properties) ✅ Type-safe structure Trade-offs : ⚠️ Added complexity ⚠️ Need to sync content ↔ blocks ⚠️ More storage for SurrealDB backend Next Steps : Review and approve design Implement Phase 1 (Block models) Implement Phase 2 (BlockParser) Update Logseq import/export Add block queries to MCP/CLI","breadcrumbs":"Logseq Blocks Design » Summary","id":"330","title":"Summary"},"331":{"body":"Status : Accepted Date : 2026-01-17 Deciders : Architecture Team Context : Configuration Strategy for Knowledge Base System","breadcrumbs":"ADR-001: Nickel vs TOML for Configuration » ADR-001: Nickel vs TOML for Configuration","id":"331","title":"ADR-001: Nickel vs TOML for Configuration"},"332":{"body":"The KOGRAL requires a flexible, type-safe configuration format that supports: Complex nested structures (graph settings, storage configs, embedding providers) Type validation (prevent runtime errors from config mistakes) Composition and inheritance (shared configs, environment-specific overrides) Documentation (self-documenting schemas) Validation before runtime (catch errors early) We evaluated two primary options:","breadcrumbs":"ADR-001: Nickel vs TOML for Configuration » Context","id":"332","title":"Context"},"333":{"body":"Pros : Widely adopted in Rust ecosystem (Cargo.toml) Simple, human-readable syntax Native serde support IDE support (syntax highlighting, completion) Cons : No type system (validation only at runtime) Limited composition (no imports, no functions) No schema validation (errors discovered during execution) Verbose for complex nested structures No documentation in config files Example TOML : [graph]\\nname = \\"my-project\\"\\nversion = \\"1.0.0\\" [storage]\\nprimary = \\"filesystem\\" # String, not validated as enum [storage.secondary]\\nenabled = true\\ntype = \\"surrealdb\\" # Typo would fail at runtime\\nurl = \\"ws://localhost:8000\\" [embeddings]\\nenabled = true\\nprovider = \\"openai\\" # No validation of valid providers\\nmodel = \\"text-embedding-3-small\\" Problems : Typos in enum values (\\"surrealdb\\" vs \\"surealdb\\") fail at runtime No validation that provider = \\"openai\\" requires api_key_env No documentation of valid options No way to compose configs (e.g., base config + environment override)","breadcrumbs":"ADR-001: Nickel vs TOML for Configuration » Option 1: TOML (Traditional Config Format)","id":"333","title":"Option 1: TOML (Traditional Config Format)"},"334":{"body":"Pros : Type system with contracts (validate before runtime) Composition via imports and merging Documentation in schemas (self-documenting) Validation at export time (catch errors early) Functions for conditional logic Default values in schema definitions Cons : Less familiar to Rust developers Requires separate nickel CLI tool Smaller ecosystem Steeper learning curve Example Nickel : # schemas/kb-config.ncl\\n{ KbConfig = { graph | GraphConfig, storage | StorageConfig, embeddings | EmbeddingConfig, }, StorageConfig = { primary | [| \'filesystem, \'memory |], # Enum validated at export secondary | { enabled | Bool, type | [| \'surrealdb, \'sqlite |], # Typos caught immediately url | String, } | optional, }, EmbeddingConfig = { enabled | Bool, provider | [| \'openai, \'claude, \'fastembed |], # Valid providers enforced model | String, api_key_env | String | doc \\"Environment variable for API key\\", },\\n} Benefits : Typos in enum values caught at nickel export time Schema enforces required fields based on provider Documentation embedded in schema Config can be composed: import \\"base.ncl\\" & { /* overrides */ }","breadcrumbs":"ADR-001: Nickel vs TOML for Configuration » Option 2: Nickel (Functional Configuration Language)","id":"334","title":"Option 2: Nickel (Functional Configuration Language)"},"335":{"body":"We will use Nickel for configuration. Implementation : Define schemas in schemas/*.ncl with type contracts Users write configs in .kogral/config.ncl Export to JSON via CLI: nickel export --format json config.ncl Load JSON in Rust via serde_json into typed structs Pattern (double validation): Nickel Config (.ncl) ↓ [nickel export]\\nJSON (validated by Nickel contracts) ↓ [serde_json::from_str]\\nRust Struct (validated by serde) ↓\\nRuntime (guaranteed valid config) Bridge Code (kb-core/src/config/nickel.rs): pub fn load_config<P: AsRef<Path>>(path: P) -> Result<KbConfig> { // Export Nickel to JSON let json = export_nickel_to_json(path)?; // Deserialize to Rust struct let config: KbConfig = serde_json::from_str(&json)?; Ok(config)\\n} fn export_nickel_to_json<P: AsRef<Path>>(path: P) -> Result<String> { let output = Command::new(\\"nickel\\") .arg(\\"export\\") .arg(\\"--format\\").arg(\\"json\\") .arg(path.as_ref()) .output()?; Ok(String::from_utf8(output.stdout)?)\\n}","breadcrumbs":"ADR-001: Nickel vs TOML for Configuration » Decision","id":"335","title":"Decision"},"336":{"body":"","breadcrumbs":"ADR-001: Nickel vs TOML for Configuration » Consequences","id":"336","title":"Consequences"},"337":{"body":"✅ Type Safety : Config errors caught before runtime Invalid enum values fail at export: \'filesystm → error Missing required fields detected: no graph.name → error Type mismatches prevented: enabled = \\"yes\\" → error (expects Bool) ✅ Self-Documenting : Schemas serve as documentation | doc \\"Environment variable for API key\\" describes fields Enum options visible in schema: [| \'openai, \'claude, \'fastembed |] Default values explicit: | default = \'filesystem ✅ Composition : Config reuse and overrides # base.ncl\\n{ graph = { version = \\"1.0.0\\" } } # project.ncl\\nimport \\"base.ncl\\" & { graph = { name = \\"my-project\\" } } ✅ Validation Before Deployment : Catch errors in CI # CI pipeline\\nnickel typecheck config.ncl\\nnickel export --format json config.ncl > /dev/null ✅ Conditional Logic : Environment-specific configs let is_prod = std.string.is_match \\"prod\\" (std.env.get \\"ENV\\") in\\n{ embeddings = { provider = if is_prod then \'openai else \'fastembed, },\\n}","breadcrumbs":"ADR-001: Nickel vs TOML for Configuration » Positive","id":"337","title":"Positive"},"338":{"body":"❌ Learning Curve : Team must learn Nickel syntax Mitigation : Provide comprehensive examples in config/ directory Mitigation : Document common patterns in docs/config/ ❌ Tool Dependency : Requires nickel CLI installed Mitigation : Document installation in setup guide Mitigation : Check nickel availability in kb init command ❌ IDE Support : Limited compared to TOML Mitigation : Use LSP (nickel-lang-lsp) for VSCode/Neovim Mitigation : Syntax highlighting available for major editors ❌ Ecosystem Size : Smaller than TOML Mitigation : Nickel actively developed by Tweag Mitigation : Stable language specification (v1.0+)","breadcrumbs":"ADR-001: Nickel vs TOML for Configuration » Negative","id":"338","title":"Negative"},"339":{"body":"⚪ Two-Stage Loading : Nickel → JSON → Rust Not a performance concern (config loaded once at startup) Adds resilience (double validation) Allows runtime config inspection (read JSON directly)","breadcrumbs":"ADR-001: Nickel vs TOML for Configuration » Neutral","id":"339","title":"Neutral"},"34":{"body":"just docs::test This runs all Rust code examples in the documentation to ensure they compile.","breadcrumbs":"Introduction » Test Code Examples","id":"34","title":"Test Code Examples"},"340":{"body":"","breadcrumbs":"ADR-001: Nickel vs TOML for Configuration » Alternatives Considered","id":"340","title":"Alternatives Considered"},"341":{"body":"Rejected : Not ergonomic for humans to write No comments Verbose syntax ({\\"key\\": \\"value\\"} vs key = value) JSON Schema separate from config (duplication)","breadcrumbs":"ADR-001: Nickel vs TOML for Configuration » JSON Schema","id":"341","title":"JSON Schema"},"342":{"body":"Rejected : No type system, ambiguous parsing Boolean confusion: yes/no/on/off/true/false Indentation-sensitive (error-prone) No validation without external tools","breadcrumbs":"ADR-001: Nickel vs TOML for Configuration » YAML","id":"342","title":"YAML"},"343":{"body":"Rejected : More complex than needed Turing-incomplete by design (limits use cases) Smaller ecosystem than Nickel Steeper learning curve","breadcrumbs":"ADR-001: Nickel vs TOML for Configuration » Dhall","id":"343","title":"Dhall"},"344":{"body":"Rejected : Kubernetes-focused, less general-purpose Designed for K8s manifests Less mature than Nickel for general config","breadcrumbs":"ADR-001: Nickel vs TOML for Configuration » KCL (KusionStack Configuration Language)","id":"344","title":"KCL (KusionStack Configuration Language)"},"345":{"body":"✅ Define base schemas (schemas/kb-config.ncl) ✅ Implement Nickel loader (kb-core/src/config/nickel.rs) ✅ Create example configs (config/defaults.ncl, config/production.ncl) ✅ Document Nickel usage (docs/config/nickel-schemas.md) ⏳ Add LSP recommendations to setup guide ⏳ Create Nickel → TOML migration tool (for existing users)","breadcrumbs":"ADR-001: Nickel vs TOML for Configuration » Implementation Timeline","id":"345","title":"Implementation Timeline"},"346":{"body":"Success Criteria : Config errors caught at export time (not runtime) Users can compose configs for different environments Team comfortable with Nickel syntax within 2 weeks Metrics : Number of config validation errors caught before runtime Time to diagnose config issues (should decrease) User feedback on config complexity","breadcrumbs":"ADR-001: Nickel vs TOML for Configuration » Monitoring","id":"346","title":"Monitoring"},"347":{"body":"Nickel Language Nickel User Manual platform-config pattern (reference implementation) TOML Specification","breadcrumbs":"ADR-001: Nickel vs TOML for Configuration » References","id":"347","title":"References"},"348":{"body":"Date Author Change 2026-01-17 Architecture Team Initial decision Next ADR : ADR-002: FastEmbed via AI Providers","breadcrumbs":"ADR-001: Nickel vs TOML for Configuration » Revision History","id":"348","title":"Revision History"},"349":{"body":"Status : Accepted Date : 2026-01-17 Deciders : Architecture Team Context : Embedding Strategy for Semantic Search","breadcrumbs":"ADR-002: FastEmbed via AI Providers » ADR-002: FastEmbed via AI Providers for Embeddings","id":"349","title":"ADR-002: FastEmbed via AI Providers for Embeddings"},"35":{"body":"just docs::check-links This validates all internal and external links.","breadcrumbs":"Introduction » Check Links","id":"35","title":"Check Links"},"350":{"body":"The KOGRAL requires embedding generation for semantic search capabilities. Embeddings convert text into numerical vectors that capture semantic meaning, enabling \\"find concepts\\" rather than just \\"find keywords\\". Requirements : Local-First Option : Must work offline without external API dependencies Production Scalability : Support cloud AI providers for large-scale deployments Multiple Providers : Flexibility to choose based on cost, quality, privacy Cost-Effective Development : Free local embeddings for development and testing Quality : Good enough embeddings for finding related concepts Options Evaluated :","breadcrumbs":"ADR-002: FastEmbed via AI Providers » Context","id":"350","title":"Context"},"351":{"body":"Pros : No API costs Works offline Privacy-preserving (no data leaves machine) Fast (local GPU acceleration possible) Cons : Limited model quality compared to cloud providers Resource-intensive (requires download ~100MB models) Single provider lock-in (fastembed library) Example : use fastembed::{TextEmbedding, InitOptions}; let model = TextEmbedding::try_new(InitOptions { model_name: \\"BAAI/bge-small-en-v1.5\\", ..Default::default()\\n})?; let embeddings = model.embed(vec![\\"Hello world\\"], None)?;\\n// Output: Vec<Vec<f32>> with 384 dimensions","breadcrumbs":"ADR-002: FastEmbed via AI Providers » Option 1: Only Local Embeddings (fastembed)","id":"351","title":"Option 1: Only Local Embeddings (fastembed)"},"352":{"body":"Pros : State-of-the-art embedding quality No local resource usage Latest models available Scalable to millions of documents Cons : Requires API keys (cost per embedding) Network dependency (no offline mode) Privacy concerns (data sent to third parties) Vendor lock-in risk Example : use rig::providers::openai; let client = openai::Client::new(\\"sk-...\\");\\nlet embeddings = client.embeddings(\\"text-embedding-3-small\\") .embed_documents(vec![\\"Hello world\\"]).await?;\\n// Output: Vec<Vec<f32>> with 1536 dimensions","breadcrumbs":"ADR-002: FastEmbed via AI Providers » Option 2: Only Cloud AI Providers (OpenAI, Claude, etc.)","id":"352","title":"Option 2: Only Cloud AI Providers (OpenAI, Claude, etc.)"},"353":{"body":"Pros : ✅ Best of both worlds: local dev, cloud production ✅ User choice: privacy-first or quality-first ✅ Cost flexibility: free for small projects, paid for scale ✅ Unified interface via rig-core library ✅ Easy provider switching (config-driven) Cons : ❌ More complex implementation (multiple providers) ❌ Dimension mismatch between providers (384 vs 1536) ❌ Additional dependencies (rig-core, fastembed)","breadcrumbs":"ADR-002: FastEmbed via AI Providers » Option 3: Hybrid Strategy (fastembed + AI providers via rig-core)","id":"353","title":"Option 3: Hybrid Strategy (fastembed + AI providers via rig-core)"},"354":{"body":"We will use a hybrid strategy: fastembed (local) + AI providers (via rig-core). Implementation : Default : fastembed with BAAI/bge-small-en-v1.5 (384 dimensions) Optional : OpenAI, Claude, Ollama via rig-core (configurable) Interface : EmbeddingProvider trait abstracts provider details Config-Driven : Provider selection via Nickel configuration Architecture : #[async_trait]\\npub trait EmbeddingProvider: Send + Sync { async fn embed(&self, texts: Vec<String>) -> Result<Vec<Vec<f32>>>; fn dimensions(&self) -> usize; fn model_name(&self) -> &str;\\n} // Local implementation\\npub struct FastEmbedProvider { model: TextEmbedding,\\n} impl FastEmbedProvider { pub fn new(model_name: &str) -> Result<Self> { let model = TextEmbedding::try_new(InitOptions { model_name: model_name.into(), ..Default::default() })?; Ok(Self { model }) }\\n} #[async_trait]\\nimpl EmbeddingProvider for FastEmbedProvider { async fn embed(&self, texts: Vec<String>) -> Result<Vec<Vec<f32>>> { Ok(self.model.embed(texts, None)?) } fn dimensions(&self) -> usize { 384 } fn model_name(&self) -> &str { \\"BAAI/bge-small-en-v1.5\\" }\\n} // Cloud provider implementation (via rig-core)\\npub struct RigEmbeddingProvider { client: rig::Client, model: String, dimensions: usize,\\n} #[async_trait]\\nimpl EmbeddingProvider for RigEmbeddingProvider { async fn embed(&self, texts: Vec<String>) -> Result<Vec<Vec<f32>>> { let embeddings = self.client .embeddings(&self.model) .embed_documents(texts) .await?; Ok(embeddings) } fn dimensions(&self) -> usize { self.dimensions } fn model_name(&self) -> &str { &self.model }\\n} Configuration (Nickel): # Local development (default)\\n{ embeddings = { enabled = true, provider = \'fastembed, model = \\"BAAI/bge-small-en-v1.5\\", dimensions = 384, },\\n} # Production with OpenAI\\n{ embeddings = { enabled = true, provider = \'openai, model = \\"text-embedding-3-small\\", dimensions = 1536, api_key_env = \\"OPENAI_API_KEY\\", },\\n} # Self-hosted with Ollama\\n{ embeddings = { enabled = true, provider = \'ollama, model = \\"nomic-embed-text\\", dimensions = 768, },\\n} Provider Selection (kb-core/src/embeddings/mod.rs): pub fn create_provider(config: &EmbeddingConfig) -> Result<Box<dyn EmbeddingProvider>> { match config.provider { EmbeddingProviderType::FastEmbed => { Ok(Box::new(FastEmbedProvider::new(&config.model)?)) } EmbeddingProviderType::OpenAI => { let api_key = std::env::var(&config.api_key_env)?; Ok(Box::new(RigEmbeddingProvider::new_openai(api_key, &config.model)?)) } EmbeddingProviderType::Claude => { let api_key = std::env::var(&config.api_key_env)?; Ok(Box::new(RigEmbeddingProvider::new_claude(api_key, &config.model)?)) } EmbeddingProviderType::Ollama => { Ok(Box::new(RigEmbeddingProvider::new_ollama(&config.model)?)) } }\\n}","breadcrumbs":"ADR-002: FastEmbed via AI Providers » Decision","id":"354","title":"Decision"},"355":{"body":"","breadcrumbs":"ADR-002: FastEmbed via AI Providers » Consequences","id":"355","title":"Consequences"},"356":{"body":"✅ Development Flexibility : Developers can use fastembed without API keys Fast feedback loop (local embeddings, no network calls) Works offline (train trips, flights) ✅ Production Quality : Production deployments can use OpenAI/Claude for better quality Latest embedding models available Scalable to millions of documents ✅ Privacy Control : Privacy-sensitive projects use local embeddings Public projects can use cloud providers User choice via configuration ✅ Cost Optimization : Small projects: free (fastembed) Large projects: pay for quality (cloud providers) Hybrid: important docs via cloud, bulk via local ✅ Unified Interface : EmbeddingProvider trait abstracts provider details Query code doesn\'t know/care about provider Easy to add new providers","breadcrumbs":"ADR-002: FastEmbed via AI Providers » Positive","id":"356","title":"Positive"},"357":{"body":"❌ Dimension Mismatch : fastembed: 384 dimensions OpenAI: 1536 dimensions Cannot mix in same index Mitigation : Store provider + dimensions in node metadata Rebuild index when changing providers Document dimension constraints ❌ Model Download : First use of fastembed downloads ~100MB model Slow initial startup Mitigation : Pre-download in Docker images Document model download in setup guide Cache models in ~/.cache/fastembed ❌ Complex Configuration : Multiple provider options may confuse users Mitigation : Sane default (fastembed) Clear examples for each provider Validation errors explain misconfigurations","breadcrumbs":"ADR-002: FastEmbed via AI Providers » Negative","id":"357","title":"Negative"},"358":{"body":"⚪ Dependency Trade-off : fastembed adds ~5MB to binary rig-core adds ~2MB Total: ~7MB overhead Not a concern for CLI/MCP server use case.","breadcrumbs":"ADR-002: FastEmbed via AI Providers » Neutral","id":"358","title":"Neutral"},"359":{"body":"Provider Dimensions Quality Cost Privacy Offline fastembed 384 Good Free ✅ Local ✅ Yes OpenAI 1536 Excellent $0.0001/1K ❌ Cloud ❌ No Claude 1024 Excellent $0.00025/1K ❌ Cloud ❌ No Ollama 768 Very Good Free ✅ Local ✅ Yes Recommendation by Use Case : Development : fastembed (fast, free, offline) Small Teams : fastembed or Ollama (privacy, no costs) Enterprise : OpenAI or Claude (best quality, scalable) Self-Hosted : Ollama (good quality, local control)","breadcrumbs":"ADR-002: FastEmbed via AI Providers » Provider Comparison","id":"359","title":"Provider Comparison"},"36":{"body":"When contributing to documentation: Use clear, concise language - Write for developers and AI agents Include code examples - Show, don\'t just tell Add diagrams where helpful - Visual aids improve understanding Link related concepts - Help readers discover related content Test code examples - Ensure code compiles and works Use consistent formatting - Follow existing page structure Update SUMMARY.md - New pages must be in navigation Run checks before committing : just docs::build\\njust docs::test\\njust docs::check-links","breadcrumbs":"Introduction » 📝 Documentation Standards","id":"36","title":"📝 Documentation Standards"},"360":{"body":"✅ Define EmbeddingProvider trait ✅ Implement FastEmbedProvider (stub, feature-gated) ✅ Implement RigEmbeddingProvider (stub, feature-gated) ⏳ Complete FastEmbed integration with model download ⏳ Complete rig-core integration (OpenAI, Claude, Ollama) ⏳ Add query engine with similarity search ⏳ Document provider selection and trade-offs","breadcrumbs":"ADR-002: FastEmbed via AI Providers » Implementation Timeline","id":"360","title":"Implementation Timeline"},"361":{"body":"Success Criteria : Users can switch providers via config change Local embeddings work without API keys Production deployments use cloud providers successfully Query quality acceptable for both local and cloud embeddings Metrics : Embedding generation latency (local vs cloud) Query accuracy (precision@10 for semantic search) API costs (cloud providers) User satisfaction (feedback on search quality)","breadcrumbs":"ADR-002: FastEmbed via AI Providers » Monitoring","id":"361","title":"Monitoring"},"362":{"body":"fastembed Documentation rig-core Documentation OpenAI Embeddings API BAAI/bge Models Ollama Embeddings","breadcrumbs":"ADR-002: FastEmbed via AI Providers » References","id":"362","title":"References"},"363":{"body":"Date Author Change 2026-01-17 Architecture Team Initial decision Previous ADR : ADR-001: Nickel vs TOML Next ADR : ADR-003: Hybrid Storage Strategy","breadcrumbs":"ADR-002: FastEmbed via AI Providers » Revision History","id":"363","title":"Revision History"},"364":{"body":"Status : Accepted Date : 2026-01-17 Deciders : Architecture Team Context : Storage Backend Strategy for Knowledge Base","breadcrumbs":"ADR-003: Hybrid Storage Strategy » ADR-003: Hybrid Storage Strategy","id":"364","title":"ADR-003: Hybrid Storage Strategy"},"365":{"body":"The KOGRAL needs to store knowledge graphs with these requirements: Git-Friendly : Knowledge should version alongside code Scalable : Support small projects (10s of nodes) to large organizations (10,000+ nodes) Queryable : Efficient graph queries and relationship traversal Offline-Capable : Work without network access Collaborative : Support shared organizational knowledge Cost-Effective : Free for small projects, reasonable cost at scale Constraints : Developers want to edit knowledge in text editors Organizations want centralized guideline management Git workflows essential for code-adjacent knowledge Large graphs need database performance","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Context","id":"365","title":"Context"},"366":{"body":"Approach : Store everything as markdown files Pros : ✅ Git-native (perfect for versioning) ✅ Text editor friendly ✅ No dependencies ✅ Works offline ✅ Free Cons : ❌ Poor performance for large graphs (100 0+ nodes) ❌ No efficient graph queries ❌ Difficult to share across projects ❌ Manual sync for collaboration Scalability : Good for < 100 nodes, poor beyond","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Option 1: Filesystem Only","id":"366","title":"Option 1: Filesystem Only"},"367":{"body":"Approach : Store all knowledge in SurrealDB graph database Pros : ✅ Excellent query performance ✅ Native graph relationships ✅ Scalable to millions of nodes ✅ Centralized for collaboration Cons : ❌ Not git-trackable ❌ Requires running database server ❌ Can\'t edit with text editor ❌ Network dependency ❌ Infrastructure cost Scalability : Excellent, but loses developer workflow benefits","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Option 2: Database Only (SurrealDB)","id":"367","title":"Option 2: Database Only (SurrealDB)"},"368":{"body":"Approach : Filesystem for local project knowledge, SurrealDB for shared organizational knowledge Pros : ✅ Git-friendly for project knowledge ✅ Text editor friendly ✅ Scalable for shared knowledge ✅ Works offline (local graph) ✅ Collaborative (shared graph) ✅ Cost-effective (DB only for shared) Cons : ❌ More complex implementation ❌ Sync mechanism needed ❌ Two storage systems to manage Scalability : Excellent - best of both worlds","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Option 3: Hybrid (Filesystem + SurrealDB)","id":"368","title":"Option 3: Hybrid (Filesystem + SurrealDB)"},"369":{"body":"We will use a hybrid storage strategy: Filesystem (local) + SurrealDB (shared). Architecture : ┌─────────────────────────────────────────────────────────────┐\\n│ Project A (.kogral/) │\\n│ Storage: Filesystem (git-tracked) │\\n│ Scope: Project-specific notes, decisions, patterns │\\n│ Access: Local only │\\n└──────────────────┬──────────────────────────────────────────┘ │ │ [inherits] ↓\\n┌─────────────────────────────────────────────────────────────┐\\n│ Shared KB (SurrealDB or synced filesystem) │\\n│ Storage: SurrealDB (scalable) or filesystem (synced) │\\n│ Scope: Organization-wide guidelines, patterns │\\n│ Access: All projects │\\n└─────────────────────────────────────────────────────────────┘ Implementation : # Project config\\n{ storage = { primary = \'filesystem, # Local project knowledge secondary = { enabled = true, type = \'surrealdb, # Shared knowledge url = \\"ws://kb-central.company.com:8000\\", namespace = \\"organization\\", database = \\"shared-kb\\", }, }, inheritance = { base = \\"surrealdb://organization/shared-kb\\", # Inherit from shared priority = 100, # Project overrides shared },\\n} Sync Strategy : .kogral/ (Filesystem) ↓ [on save]\\nWatch for changes ↓ [debounced]\\nSync to SurrealDB ↓\\nShared graph updated ↓ [on query]\\nMerge local + shared results","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Decision","id":"369","title":"Decision"},"37":{"body":"","breadcrumbs":"Introduction » 💡 Tips","id":"37","title":"💡 Tips"},"370":{"body":"","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Consequences","id":"370","title":"Consequences"},"371":{"body":"✅ Developer Workflow Preserved : # Local knowledge workflow (unchanged)\\nvim .kogral/notes/my-note.md\\ngit add .kogral/notes/my-note.md\\ngit commit -m \\"Add implementation note\\"\\ngit push ✅ Git Integration : Project knowledge versioned with code Branches include relevant knowledge Merges resolve knowledge conflicts PR reviews include knowledge changes ✅ Offline Development : Full functionality without network Shared guidelines cached locally Sync when reconnected ✅ Scalability : Projects: filesystem (100s of nodes, fine performance) Organization: SurrealDB (10,000+ nodes, excellent performance) ✅ Collaboration : Shared guidelines accessible to all projects Updates to shared knowledge propagate automatically Consistent practices across organization ✅ Cost-Effective : Small projects: free (filesystem only) Organizations: SurrealDB for shared only (not all project knowledge) ✅ Gradual Adoption : Start with filesystem only Add SurrealDB when needed Feature-gated (--features surrealdb)","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Positive","id":"371","title":"Positive"},"372":{"body":"❌ Complexity : Two storage implementations Sync mechanism required Conflict resolution needed Mitigation : Storage trait abstracts differences Sync is optional (can disable) Conflicts rare (guidelines change infrequently) ❌ Sync Latency : Changes to shared KB not instant in all projects Mitigation : Acceptable latency (guidelines don\'t change rapidly) Manual sync command available (kb sync) Auto-sync on query (fetch latest) ❌ Infrastructure Requirement : SurrealDB server needed for shared KB Mitigation : Optional (can use synced filesystem instead) Docker Compose for easy setup Managed SurrealDB Cloud option","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Negative","id":"372","title":"Negative"},"373":{"body":"⚪ Storage Trait Implementation : #[async_trait]\\npub trait Storage { async fn save_graph(&self, graph: &Graph) -> Result<()>; async fn load_graph(&self, name: &str) -> Result<Graph>; async fn list_graphs(&self) -> Result<Vec<String>>;\\n} // Three implementations\\nimpl Storage for FilesystemStorage { /* ... */ }\\nimpl Storage for SurrealDbStorage { /* ... */ }\\nimpl Storage for MemoryStorage { /* ... */ } Abstraction makes multi-backend manageable.","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Neutral","id":"373","title":"Neutral"},"374":{"body":"","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Use Cases","id":"374","title":"Use Cases"},"375":{"body":"Config : { storage = { primary = \'filesystem } } Behavior : All knowledge in .kogral/ directory Git-tracked with code No database required Works offline","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Small Project (Solo Developer)","id":"375","title":"Small Project (Solo Developer)"},"376":{"body":"Config : { storage = { primary = \'filesystem, secondary = { enabled = true, type = \'surrealdb, url = \\"ws://team-kb.local:8000\\", }, },\\n} Behavior : Project knowledge in .kogral/ (git-tracked) Shared team patterns in SurrealDB Automatic sync Offline fallback to cached","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Medium Project (Team)","id":"376","title":"Medium Project (Team)"},"377":{"body":"Config : { storage = { primary = \'filesystem, secondary = { enabled = true, type = \'surrealdb, url = \\"ws://kb.company.com:8000\\", namespace = \\"engineering\\", database = \\"shared-kb\\", }, }, inheritance = { base = \\"surrealdb://engineering/shared-kb\\", guidelines = [ \\"surrealdb://engineering/rust-guidelines\\", \\"surrealdb://engineering/security-policies\\", ], },\\n} Behavior : Project-specific in .kogral/ Organization guidelines in SurrealDB Security policies enforced Automatic guideline updates","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Large Organization","id":"377","title":"Large Organization"},"378":{"body":"","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Sync Mechanism","id":"378","title":"Sync Mechanism"},"379":{"body":"Trigger : File changes detected (via notify crate) Process : Parse changed markdown file Convert to Node struct Upsert to SurrealDB Update relationships Debouncing : 500ms (configurable)","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Filesystem → SurrealDB","id":"379","title":"Filesystem → SurrealDB"},"38":{"body":"just docs::watch This watches for changes and rebuilds automatically. Open http://localhost:3000 in your browser to see updates in real-time.","breadcrumbs":"Introduction » Live Reload While Writing","id":"38","title":"Live Reload While Writing"},"380":{"body":"Trigger : Query for shared knowledge Process : Query SurrealDB for shared nodes Cache locally (in-memory or filesystem) Merge with local results Return combined Caching : TTL-based (5 minutes default)","breadcrumbs":"ADR-003: Hybrid Storage Strategy » SurrealDB → Filesystem","id":"380","title":"SurrealDB → Filesystem"},"381":{"body":"Strategy : Last-write-wins with version tracking Example : Project A: Updates shared guideline (v1 → v2)\\nProject B: Has cached v1 On Project B query: - Detects v2 available - Fetches v2 - Updates cache - Uses v2 going forward","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Conflict Resolution","id":"381","title":"Conflict Resolution"},"382":{"body":"","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Alternatives Considered","id":"382","title":"Alternatives Considered"},"383":{"body":"Rejected : Cumbersome workflow Requires manual submodule update Merge conflicts in shared submodule Not discoverable (need to know submodule exists)","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Git Submodules for Shared Knowledge","id":"383","title":"Git Submodules for Shared Knowledge"},"384":{"body":"Rejected : Not designed for this use case No query optimization No relationship indexes Sync conflicts difficult to resolve","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Syncthing for Filesystem Sync","id":"384","title":"Syncthing for Filesystem Sync"},"385":{"body":"Rejected : Not a graph database Poor graph query performance Relationship traversal requires complex SQL joins No native graph features","breadcrumbs":"ADR-003: Hybrid Storage Strategy » PostgreSQL with JSON","id":"385","title":"PostgreSQL with JSON"},"386":{"body":"","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Migration Path","id":"386","title":"Migration Path"},"387":{"body":"All storage via filesystem Git-tracked No database required","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Phase 1: Filesystem Only (Current)","id":"387","title":"Phase 1: Filesystem Only (Current)"},"388":{"body":"Add SurrealDB support (feature-gated) Manual sync command Shared KB opt-in","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Phase 2: Optional SurrealDB","id":"388","title":"Phase 2: Optional SurrealDB"},"389":{"body":"File watching Auto-sync on changes Background sync","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Phase 3: Automatic Sync","id":"389","title":"Phase 3: Automatic Sync"},"39":{"body":"Most editors have Markdown preview: VS Code : Ctrl+Shift+V (Cmd+Shift+V on Mac) IntelliJ/CLion : Preview pane (right side) Vim/Neovim : Use plugins like markdown-preview.nvim","breadcrumbs":"Introduction » Markdown Preview in Editor","id":"39","title":"Markdown Preview in Editor"},"390":{"body":"Organization namespaces Access control Audit logs","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Phase 4: Multi-Tenant SurrealDB","id":"390","title":"Phase 4: Multi-Tenant SurrealDB"},"391":{"body":"Success Criteria : Developers don\'t notice hybrid complexity Sync completes < 1 second for typical changes Shared guidelines accessible in < 100ms Zero data loss in sync Metrics : Sync latency (P50, P95, P99) Cache hit rate (shared knowledge) Conflict rate (expect < 0.1%) User satisfaction","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Monitoring","id":"391","title":"Monitoring"},"392":{"body":"SurrealDB Documentation Storage Trait Implementation FilesystemStorage SurrealDbStorage Sync Mechanism","breadcrumbs":"ADR-003: Hybrid Storage Strategy » References","id":"392","title":"References"},"393":{"body":"Date Author Change 2026-01-17 Architecture Team Initial decision Previous ADR : ADR-002: FastEmbed via AI Providers Next ADR : ADR-004: Logseq Compatibility","breadcrumbs":"ADR-003: Hybrid Storage Strategy » Revision History","id":"393","title":"Revision History"},"394":{"body":"","breadcrumbs":"ADR-004: Logseq Blocks Support » ADR-004: Logseq Blocks Support","id":"394","title":"ADR-004: Logseq Blocks Support"},"395":{"body":"Proposed (Design phase)","breadcrumbs":"ADR-004: Logseq Blocks Support » Status","id":"395","title":"Status"},"396":{"body":"Logseq uses content blocks as the fundamental unit of information, not full documents. KB currently treats Node.content as flat markdown string, which loses block-level features on import/export: Lost features : Block properties (#card, TODO, custom properties) Block hierarchy (outliner nesting) Block references (((block-uuid))) Block-level queries (find all flashcards, TODOs) User requirement : Round-trip Logseq import/export with full fidelity: Logseq → KOGRAL Import → KOGRAL Storage → KOGRAL Export → Logseq (blocks preserved at every step)","breadcrumbs":"ADR-004: Logseq Blocks Support » Context","id":"396","title":"Context"},"397":{"body":"Implement Hybrid Block Support (structured + markdown):","breadcrumbs":"ADR-004: Logseq Blocks Support » Decision","id":"397","title":"Decision"},"398":{"body":"pub struct Block { pub id: String, // UUID pub content: String, // Block text pub properties: BlockProperties, // Tags, status, custom pub children: Vec<Block>, // Nested blocks // ... timestamps ...\\n} pub struct BlockProperties { pub tags: Vec<String>, // #card, #important pub status: Option<TaskStatus>, // TODO, DONE, etc. pub custom: HashMap<String, String>, // property:: value pub block_refs: Vec<String>, // ((uuid)) pub page_refs: Vec<String>, // [[page]]\\n}","breadcrumbs":"ADR-004: Logseq Blocks Support » 1. Add Block Data Structure","id":"398","title":"1. Add Block Data Structure"},"399":{"body":"pub struct Node { // ... existing fields ... pub content: String, // Source of truth (markdown) pub blocks: Option<Vec<Block>>, // Cached structure (optional)\\n}","breadcrumbs":"ADR-004: Logseq Blocks Support » 2. Extend Node Model","id":"399","title":"2. Extend Node Model"},"4":{"body":"All documentation is written in Markdown and can be read directly: Browse via GitHub/GitLab web interface Use your editor\'s Markdown preview Read from terminal with bat, glow, or similar tools Navigation : See SUMMARY.md for the complete table of contents.","breadcrumbs":"Introduction » Option 3: Read Markdown Files Directly","id":"4","title":"Option 3: Read Markdown Files Directly"},"40":{"body":"SUMMARY.md - Table of contents (edit to add/remove pages) book.toml - mdBook configuration theme/ - Custom CSS/JS (if needed) diagrams/ - SVG diagrams","breadcrumbs":"Introduction » Quick Reference","id":"40","title":"Quick Reference"},"400":{"body":"Parse : Markdown → Vec<Block> (lazy, on-demand) Serialize : Vec<Block> → Markdown (for export)","breadcrumbs":"ADR-004: Logseq Blocks Support » 3. Bidirectional Parser","id":"400","title":"3. Bidirectional Parser"},"401":{"body":"Filesystem (git-friendly, Logseq-compatible): - Block 1 #card - Nested answer\\n- TODO Block 2 priority:: high SurrealDB (queryable): DEFINE TABLE block;\\nDEFINE FIELD node_id ON block TYPE record(node);\\nDEFINE FIELD block_id ON block TYPE string;\\nDEFINE FIELD properties ON block TYPE object;\\nDEFINE INDEX block_tags ON block COLUMNS properties.tags;","breadcrumbs":"ADR-004: Logseq Blocks Support » 4. Storage Strategy","id":"401","title":"4. Storage Strategy"},"402":{"body":"// Find all flashcards\\ngraph.find_blocks_by_tag(\\"card\\") // Find all TODOs\\ngraph.find_all_todos() // Find blocks with custom property\\nnode.find_blocks_by_property(\\"priority\\", \\"high\\")","breadcrumbs":"ADR-004: Logseq Blocks Support » 5. Query Extensions","id":"402","title":"5. Query Extensions"},"403":{"body":"","breadcrumbs":"ADR-004: Logseq Blocks Support » Consequences","id":"403","title":"Consequences"},"404":{"body":"✅ Full Logseq Compatibility - Import/export preserves all block features ✅ Queryable Blocks - Find #card, TODO, custom properties across KOGRAL ✅ Backward Compatible - Existing nodes without blocks still work ✅ Type-Safe - Structured data instead of regex parsing everywhere ✅ Extensible - Custom block properties supported ✅ Hierarchy Preserved - Nested blocks maintain parent-child relationships","breadcrumbs":"ADR-004: Logseq Blocks Support » Positive","id":"404","title":"Positive"},"405":{"body":"⚠️ Added Complexity - New data structures, parser, sync logic ⚠️ Dual Representation - Must keep content and blocks in sync ⚠️ Storage Overhead - SurrealDB stores both markdown and structure ⚠️ Migration Required - Existing data needs parsing to populate blocks","breadcrumbs":"ADR-004: Logseq Blocks Support » Negative","id":"405","title":"Negative"},"406":{"body":"⚙️ Lazy Parsing - Blocks parsed on-demand (not stored by default) ⚙️ Opt-In - Config flag blocks.enabled to activate features ⚙️ Gradual Adoption - Can implement in phases","breadcrumbs":"ADR-004: Logseq Blocks Support » Neutral","id":"406","title":"Neutral"},"407":{"body":"Phase 1: Foundation (No behavior change) Add Block struct to models/block.rs Add optional blocks field to Node Add config: blocks.enabled = false (default off) Phase 2: Parser Implement BlockParser::parse() (markdown → blocks) Implement BlockParser::serialize() (blocks → markdown) Add Node::get_blocks() method (lazy parsing) Phase 3: Logseq Integration Update LogseqImporter to parse blocks Update LogseqExporter to serialize blocks Test round-trip (Logseq → KB → Logseq) Phase 4: Query API Add Graph::find_blocks_by_tag() Add Graph::find_all_todos() Add Node::find_blocks_by_property() Phase 5: MCP/CLI Integration Add kb/find_blocks MCP tool Add kb find-cards CLI command Add kb find-todos CLI command Phase 6: SurrealDB Backend Create block table schema Index on tags, status, properties Store blocks alongside nodes","breadcrumbs":"ADR-004: Logseq Blocks Support » Implementation Phases","id":"407","title":"Implementation Phases"},"408":{"body":"","breadcrumbs":"ADR-004: Logseq Blocks Support » Alternatives Considered","id":"408","title":"Alternatives Considered"},"409":{"body":"Convert each Logseq block to a separate KOGRAL Node. Rejected : Too granular, explosion of nodes, loses document context.","breadcrumbs":"ADR-004: Logseq Blocks Support » Alternative 1: Blocks as First-Class Nodes","id":"409","title":"Alternative 1: Blocks as First-Class Nodes"},"41":{"body":"","breadcrumbs":"Introduction » 🐛 Troubleshooting","id":"41","title":"🐛 Troubleshooting"},"410":{"body":"Keep content: String, parse blocks on every access. Rejected : Can\'t query blocks in database, parse overhead, can\'t index.","breadcrumbs":"ADR-004: Logseq Blocks Support » Alternative 2: Parser-Only (No Storage)","id":"410","title":"Alternative 2: Parser-Only (No Storage)"},"411":{"body":"Store blocks in metadata: HashMap<String, Value>. Rejected : Not type-safe, harder to query, no schema validation.","breadcrumbs":"ADR-004: Logseq Blocks Support » Alternative 3: Metadata Field","id":"411","title":"Alternative 3: Metadata Field"},"412":{"body":"Logseq Block Format Full Design Document Implementation Tracking","breadcrumbs":"ADR-004: Logseq Blocks Support » References","id":"412","title":"References"},"413":{"body":"Backward Compatibility Strategy : content remains source of truth blocks is optional enhancement Old code works unchanged New features opt-in via config Migration Path : Existing users: blocks disabled by default New users: blocks enabled, parsed on import Manual: kb reindex --parse-blocks to populate Decision Date : 2026-01-17 Approvers : TBD Review Date : After Phase 2 implementation","breadcrumbs":"ADR-004: Logseq Blocks Support » Notes","id":"413","title":"Notes"},"414":{"body":"","breadcrumbs":"ADR-005: MCP Protocol for AI Integration » ADR-005: MCP Protocol for AI Integration","id":"414","title":"ADR-005: MCP Protocol for AI Integration"},"415":{"body":"","breadcrumbs":"Prerequisites » Prerequisites","id":"415","title":"Prerequisites"},"416":{"body":"","breadcrumbs":"Installation Methods » Installation Methods","id":"416","title":"Installation Methods"},"417":{"body":"","breadcrumbs":"Project Initialization » Project Initialization","id":"417","title":"Project Initialization"},"418":{"body":"","breadcrumbs":"Environment Configuration » Environment Configuration","id":"418","title":"Environment Configuration"},"419":{"body":"","breadcrumbs":"Verification » Verification","id":"419","title":"Verification"},"42":{"body":"# Install mdBook\\ncargo install mdbook # Verify installation\\nmdbook --version","breadcrumbs":"Introduction » mdbook command not found","id":"42","title":"mdbook command not found"},"420":{"body":"","breadcrumbs":"Configuration Overview » Configuration Overview","id":"420","title":"Configuration Overview"},"421":{"body":"","breadcrumbs":"Nickel Schemas » Nickel Schemas","id":"421","title":"Nickel Schemas"},"422":{"body":"","breadcrumbs":"Graph Settings » Graph Settings","id":"422","title":"Graph Settings"},"423":{"body":"","breadcrumbs":"Inheritance » Inheritance","id":"423","title":"Inheritance"},"424":{"body":"","breadcrumbs":"Examples » Examples","id":"424","title":"Examples"},"425":{"body":"","breadcrumbs":"Storage Backends » Storage Backends","id":"425","title":"Storage Backends"},"426":{"body":"","breadcrumbs":"Filesystem Storage » Filesystem Storage","id":"426","title":"Filesystem Storage"},"427":{"body":"","breadcrumbs":"SurrealDB Storage » SurrealDB Storage","id":"427","title":"SurrealDB Storage"},"428":{"body":"","breadcrumbs":"In-Memory Storage » In-Memory Storage","id":"428","title":"In-Memory Storage"},"429":{"body":"","breadcrumbs":"Sync Strategies » Sync Strategies","id":"429","title":"Sync Strategies"},"43":{"body":"# Serve on different port\\ncd docs\\nmdbook serve --port 3001","breadcrumbs":"Introduction » Port 3000 already in use","id":"43","title":"Port 3000 already in use"},"430":{"body":"","breadcrumbs":"Embeddings Overview » Embeddings Overview","id":"430","title":"Embeddings Overview"},"431":{"body":"","breadcrumbs":"Provider Configuration » Provider Configuration","id":"431","title":"Provider Configuration"},"432":{"body":"","breadcrumbs":"FastEmbed Local » FastEmbed Local","id":"432","title":"FastEmbed Local"},"433":{"body":"","breadcrumbs":"OpenAI Integration » OpenAI Integration","id":"433","title":"OpenAI Integration"},"434":{"body":"","breadcrumbs":"Claude Integration » Claude Integration","id":"434","title":"Claude Integration"},"435":{"body":"","breadcrumbs":"Ollama Integration » Ollama Integration","id":"435","title":"Ollama Integration"},"436":{"body":"","breadcrumbs":"Semantic Search » Semantic Search","id":"436","title":"Semantic Search"},"437":{"body":"","breadcrumbs":"Template System » Template System","id":"437","title":"Template System"},"438":{"body":"","breadcrumbs":"Document Templates » Document Templates","id":"438","title":"Document Templates"},"439":{"body":"","breadcrumbs":"Export Templates » Export Templates","id":"439","title":"Export Templates"},"44":{"body":"# Check all links\\njust docs::check-links # Update internal links in affected files\\n# Then rebuild\\njust docs::build","breadcrumbs":"Introduction » Links broken after moving files","id":"44","title":"Links broken after moving files"},"440":{"body":"","breadcrumbs":"Customization » Customization","id":"440","title":"Customization"},"441":{"body":"","breadcrumbs":"CLI Overview » CLI Overview","id":"441","title":"CLI Overview"},"442":{"body":"","breadcrumbs":"Commands Reference » Commands Reference","id":"442","title":"Commands Reference"},"443":{"body":"","breadcrumbs":"Workflows » Workflows","id":"443","title":"Workflows"},"444":{"body":"","breadcrumbs":"NuShell Scripts » NuShell Scripts","id":"444","title":"NuShell Scripts"},"445":{"body":"Fast-track guide to integrating KOGRAL with Claude Code via the Model Context Protocol (MCP).","breadcrumbs":"MCP Quick Guide » MCP Quick Guide","id":"445","title":"MCP Quick Guide"},"446":{"body":"MCP (Model Context Protocol) is a protocol that allows Claude Code to interact with external tools and data sources. The kogral-mcp server exposes your KOGRAL knowledge base to Claude Code for AI-assisted knowledge management.","breadcrumbs":"MCP Quick Guide » What is MCP?","id":"446","title":"What is MCP?"},"447":{"body":"","breadcrumbs":"MCP Quick Guide » Quick Setup (5 Minutes)","id":"447","title":"Quick Setup (5 Minutes)"},"448":{"body":"# Build kogral-mcp server\\ncargo build --package kb-mcp --release # Verify binary\\nls -lh target/release/kb-mcp","breadcrumbs":"MCP Quick Guide » Step 1: Build MCP Server","id":"448","title":"Step 1: Build MCP Server"},"449":{"body":"Add to ~/.config/claude/config.json: { \\"mcpServers\\": { \\"kogral-mcp\\": { \\"command\\": \\"/path/to/knowledge-base/target/release/kb-mcp\\", \\"args\\": [\\"serve\\"], \\"env\\": { \\"KOGRAL_DIR\\": \\"/path/to/your/project/.kogral\\" } } }\\n} Replace /path/to/knowledge-base and /path/to/your/project/.kogral with your actual paths.","breadcrumbs":"MCP Quick Guide » Step 2: Configure Claude Code","id":"449","title":"Step 2: Configure Claude Code"},"45":{"body":"mdBook User Guide GitHub Flavored Markdown Spec Markdown Guide","breadcrumbs":"Introduction » 📚 Resources","id":"45","title":"📚 Resources"},"450":{"body":"# Navigate to your project\\ncd /path/to/your/project # Initialize .kb directory\\nkb init","breadcrumbs":"MCP Quick Guide » Step 3: Initialize KOGRAL","id":"450","title":"Step 3: Initialize KOGRAL"},"451":{"body":"# Start Claude Code (will auto-connect to kb-mcp)\\nclaude-code","breadcrumbs":"MCP Quick Guide » Step 4: Start Claude Code","id":"451","title":"Step 4: Start Claude Code"},"452":{"body":"In Claude Code, try: Search for \\"error handling\\" Claude will use the kogral/search tool to query your knowledge base.","breadcrumbs":"MCP Quick Guide » Step 5: Test Connection","id":"452","title":"Step 5: Test Connection"},"453":{"body":"","breadcrumbs":"MCP Quick Guide » Essential Commands","id":"453","title":"Essential Commands"},"454":{"body":"Natural language : Find notes about Rust error handling Claude translates to : { \\"tool\\": \\"kogral/search\\", \\"params\\": { \\"query\\": \\"error handling\\", \\"type\\": \\"note\\", \\"semantic\\": true }\\n}","breadcrumbs":"MCP Quick Guide » Search Knowledge Base","id":"454","title":"Search Knowledge Base"},"455":{"body":"Natural language : Add a note about async Rust patterns with tags rust, async, patterns Claude translates to : { \\"tool\\": \\"kogral/add_note\\", \\"params\\": { \\"title\\": \\"Async Rust Patterns\\", \\"content\\": \\"...\\", \\"tags\\": [\\"rust\\", \\"async\\", \\"patterns\\"] }\\n}","breadcrumbs":"MCP Quick Guide » Add Note","id":"455","title":"Add Note"},"456":{"body":"Natural language : Document decision to use SurrealDB for storage Claude translates to : { \\"tool\\": \\"kogral/add_decision\\", \\"params\\": { \\"title\\": \\"Use SurrealDB for Storage\\", \\"context\\": \\"Need scalable graph database\\", \\"decision\\": \\"Adopt SurrealDB as primary storage backend\\", \\"consequences\\": [\\"Better query performance\\", \\"Additional infrastructure\\"] }\\n}","breadcrumbs":"MCP Quick Guide » Add Decision","id":"456","title":"Add Decision"},"457":{"body":"Natural language : What are our Rust error handling guidelines? Claude translates to : { \\"tool\\": \\"kogral/get_guidelines\\", \\"params\\": { \\"language\\": \\"rust\\", \\"category\\": \\"error-handling\\" }\\n}","breadcrumbs":"MCP Quick Guide » Get Guidelines","id":"457","title":"Get Guidelines"},"458":{"body":"Natural language : Link note-async-patterns to decision-use-tokio as implements Claude translates to : { \\"tool\\": \\"kogral/link\\", \\"params\\": { \\"from\\": \\"note-async-patterns\\", \\"to\\": \\"decision-use-tokio\\", \\"relation\\": \\"implements\\" }\\n}","breadcrumbs":"MCP Quick Guide » Link Concepts","id":"458","title":"Link Concepts"},"459":{"body":"","breadcrumbs":"MCP Quick Guide » Common Workflows","id":"459","title":"Common Workflows"},"46":{"body":"Documentation improvements are always welcome! To contribute: Fork the repository Create a feature branch Make your changes Test with just docs::build and just docs::test Submit a pull request See contributing/documentation.md for detailed guidelines. Happy documenting! 📖 If you have questions or need help, please open an issue or reach out to the maintainers.","breadcrumbs":"Introduction » 🤝 Contributing to Documentation","id":"46","title":"🤝 Contributing to Documentation"},"460":{"body":"You : We just decided in our meeting to migrate from REST to GraphQL.\\nContext: current REST API is too chatty, requires multiple round trips.\\nConsequences: better client performance, but team needs to learn GraphQL.\\nCreate a decision record. Claude (uses kb/add_decision): Created decision: decision-migrate-to-graphql Status: proposed\\nContext: Current REST API requires multiple round trips (chatty)\\nDecision: Migrate from REST to GraphQL API\\nConsequences: - ✅ Better client performance - ❌ Team learning curve for GraphQL","breadcrumbs":"MCP Quick Guide » Capture Meeting Notes","id":"460","title":"Capture Meeting Notes"},"461":{"body":"You : I\'m working on error handling. What related notes and patterns do we have? Claude (uses kogral/search with semantic=true): Found 5 related items: 1. **Error Handling with thiserror** (pattern) Tags: rust, error-handling Created: 2026-01-15 2. **Result Type Best Practices** (guideline) Tags: rust, error-handling, best-practices Created: 2026-01-10 3. **Decision: Use anyhow for Application Errors** (decision) Status: accepted Created: 2026-01-08 4. **Custom Error Types** (note) Tags: rust, error-handling Created: 2026-01-05 5. **Error Propagation Patterns** (pattern) Tags: rust, error-handling Created: 2026-01-03 Would you like me to link your current work to any of these?","breadcrumbs":"MCP Quick Guide » Find Related Knowledge","id":"461","title":"Find Related Knowledge"},"462":{"body":"You : I just implemented the user authentication module following our security guidelines.\\nAdd a note and link it to our security guideline. Claude (uses kb/add_note + kb/link): Created note: note-user-auth-implementation\\nTags: security, authentication, implementation Linked: note-user-auth-implementation --[implements]--> guideline-security-practices Done! Your implementation is now documented and connected to our guidelines.","breadcrumbs":"MCP Quick Guide » Document Implementation","id":"462","title":"Document Implementation"},"463":{"body":"You : Summarize our project knowledge: what decisions have we made, what patterns are we using? Claude (uses kb/summarize_project prompt): # Project Knowledge Summary **Total Nodes**: 42 ## Recent Decisions (5)\\n- Use SurrealDB for Storage (accepted, 2 days ago)\\n- Adopt MCP for AI Integration (accepted, 5 days ago)\\n- Nickel for Configuration (accepted, 1 week ago) ## Active Patterns (8)\\n- Error Handling with thiserror\\n- Repository Pattern for DB\\n- Builder Pattern for Complex Objects\\n- ... ## Top Tags\\n1. rust (23 nodes)\\n2. architecture (12 nodes)\\n3. error-handling (8 nodes)\\n4. patterns (7 nodes) ## Guideline Coverage\\n- Rust: 5 guidelines\\n- Testing: 3 guidelines\\n- Security: 2 guidelines","breadcrumbs":"MCP Quick Guide » Review Project Knowledge","id":"463","title":"Review Project Knowledge"},"464":{"body":"","breadcrumbs":"MCP Quick Guide » Advanced Usage","id":"464","title":"Advanced Usage"},"465":{"body":"You : Find all decisions made in the last week that are still proposed (not accepted) Claude (combines kogral/search with filtering): Found 2 proposed decisions from last week: 1. **Migrate to GraphQL** (proposed) Created: 3 days ago Context: REST API is too chatty... 2. **Add Redis Caching** (proposed) Created: 5 days ago Context: Database queries are slow... Would you like to review these and update their status?","breadcrumbs":"MCP Quick Guide » Conditional Queries","id":"465","title":"Conditional Queries"},"466":{"body":"You : Before I implement X, check if we have any decisions or guidelines about it Claude (uses kogral/search + kogral/get_guidelines): Checking existing knowledge about X... **Decisions**: None found\\n**Guidelines**: 1 relevant guideline found - guideline-module-structure: \\"Keep modules focused and small\\" **Related Notes**: 2 notes mention similar topics - note-module-design-patterns - note-separation-of-concerns Recommendation: Your implementation of X looks aligned with our guidelines.\\nConsider linking it to guideline-module-structure when done.","breadcrumbs":"MCP Quick Guide » Cross-Reference Check","id":"466","title":"Cross-Reference Check"},"467":{"body":"You : Export our architectural decisions to Logseq so I can review them visually Claude (uses kb/export): Exporting to Logseq format... ✓ Exported 12 decisions to /Users/akasha/logseq-export/ - 12 decision records - Preserved wikilinks - Added Logseq properties You can now open /Users/akasha/logseq-export/ in Logseq to visualize the decision graph.","breadcrumbs":"MCP Quick Guide » Export for Sharing","id":"467","title":"Export for Sharing"},"468":{"body":"","breadcrumbs":"MCP Quick Guide » Tips and Tricks","id":"468","title":"Tips and Tricks"},"469":{"body":"Don\'t worry about exact tool syntax. Claude understands: ❌ Don\'t say : \\"Use kb/search with query=\'rust\' and type=\'pattern\'\\" ✅ Do say : \\"Find Rust patterns in KOGRAL\\"","breadcrumbs":"MCP Quick Guide » 1. Use Natural Language","id":"469","title":"1. Use Natural Language"},"47":{"body":"KOGRAL ( KO wledge GRA phs, L ocal-first) is a git-native knowledge graph system designed for developer teams to capture, connect, and query structured knowledge.","breadcrumbs":"What is KOGRAL? » What is KOGRAL?","id":"47","title":"What is KOGRAL?"},"470":{"body":"When adding notes, use consistent tags: ✅ Good : tags: rust, error-handling, pattern ❌ Bad : tags: Rust, ErrorHandling, patterns","breadcrumbs":"MCP Quick Guide » 2. Be Specific with Tags","id":"470","title":"2. Be Specific with Tags"},"471":{"body":"After creating notes, ask Claude to link them: Link this note to our error handling guideline as \'implements\'","breadcrumbs":"MCP Quick Guide » 3. Link as You Go","id":"471","title":"3. Link as You Go"},"472":{"body":"Ask Claude for summaries: What have we documented this week?","breadcrumbs":"MCP Quick Guide » 4. Review Regularly","id":"472","title":"4. Review Regularly"},"473":{"body":"For conceptual queries: Find anything related to \\"making code maintainable\\" Not just keyword \\"maintainable\\", but concepts like refactoring, clean code, patterns, etc.","breadcrumbs":"MCP Quick Guide » 5. Use Semantic Search","id":"473","title":"5. Use Semantic Search"},"474":{"body":"","breadcrumbs":"MCP Quick Guide » Troubleshooting","id":"474","title":"Troubleshooting"},"475":{"body":"# Check kb-mcp is built\\nls target/release/kb-mcp # Test manually\\necho \'{\\"jsonrpc\\":\\"2.0\\",\\"id\\":1,\\"method\\":\\"kogral/search\\",\\"params\\":{\\"query\\":\\"test\\"}}\' \\\\ | target/release/kb-mcp serve","breadcrumbs":"MCP Quick Guide » \\"MCP server not responding\\"","id":"475","title":"\\"MCP server not responding\\""},"476":{"body":"# Verify .kb exists\\nls -la /path/to/project/.kogral # Initialize if missing\\ncd /path/to/project\\nkb init","breadcrumbs":"MCP Quick Guide » \\"KB directory not found\\"","id":"476","title":"\\"KB directory not found\\""},"477":{"body":"# Make binary executable\\nchmod +x target/release/kb-mcp # Check environment variable\\necho $KOGRAL_DIR","breadcrumbs":"MCP Quick Guide » \\"Permission denied\\"","id":"477","title":"\\"Permission denied\\""},"478":{"body":"# Add some test content\\nkb add note \\"Test Note\\" --content \\"Test content\\" # Try search again in Claude Code","breadcrumbs":"MCP Quick Guide » \\"Empty search results\\"","id":"478","title":"\\"Empty search results\\""},"479":{"body":"Read : MCP Tools API Reference for all available tools Explore : Use Cases for more examples Configure : Configuration Reference to customize behavior Integrate : Claude Code Integration for advanced setup","breadcrumbs":"MCP Quick Guide » Next Steps","id":"479","title":"Next Steps"},"48":{"body":"KOGRAL solves the problem of knowledge fragmentation in software development: 📝 Notes scattered across tools 🤔 Decisions lost in chat histories 📚 Guidelines buried in wikis 🔄 Patterns rediscovered repeatedly 🤖 AI agents lacking project context","breadcrumbs":"What is KOGRAL? » Purpose","id":"48","title":"Purpose"},"480":{"body":"Task Say to Claude Search \\"Find notes about X\\" Add note \\"Add a note about X with tags Y, Z\\" Add decision \\"Document decision to use X for Y\\" Get guidelines \\"What are our X guidelines?\\" Link nodes \\"Link A to B as implements\\" Summarize \\"Summarize project knowledge\\" Export \\"Export to Logseq format\\" Remember : Claude Code with MCP turns KOGRAL into an active participant in your development workflow. Ask questions, capture decisions, and let AI help you maintain your project\'s knowledge graph.","breadcrumbs":"MCP Quick Guide » Quick Reference Card","id":"480","title":"Quick Reference Card"},"481":{"body":"","breadcrumbs":"Claude Code Integration » Claude Code Integration","id":"481","title":"Claude Code Integration"},"482":{"body":"","breadcrumbs":"Logseq Integration » Logseq Integration","id":"482","title":"Logseq Integration"},"483":{"body":"","breadcrumbs":"Obsidian Compatibility » Obsidian Compatibility","id":"483","title":"Obsidian Compatibility"},"484":{"body":"","breadcrumbs":"Git Workflows » Git Workflows","id":"484","title":"Git Workflows"},"485":{"body":"","breadcrumbs":"MCP Protocol » MCP Protocol","id":"485","title":"MCP Protocol"},"486":{"body":"Complete reference for the Model Context Protocol (MCP) server tools and resources.","breadcrumbs":"Tools Reference » MCP Tools API Reference","id":"486","title":"MCP Tools API Reference"},"487":{"body":"The kogral-mcp server implements the MCP protocol (JSON-RPC 2.0) for Claude Code integration. It provides: 10 Tools : Operations for querying and modifying knowledge base (7 core + 3 block tools) 6 Resources : Access to knowledge graph content via URIs 2 Prompts : Guided workflows for common tasks","breadcrumbs":"Tools Reference » Overview","id":"487","title":"Overview"},"488":{"body":"","breadcrumbs":"Tools Reference » Server Configuration","id":"488","title":"Server Configuration"},"489":{"body":"# Stdio transport (local use)\\nkb serve # Or run directly\\nkb-mcp serve","breadcrumbs":"Tools Reference » Start MCP Server","id":"489","title":"Start MCP Server"},"49":{"body":"KOGRAL provides a unified, queryable knowledge graph that: Captures knowledge in structured, git-friendly markdown Connects concepts through typed relationships Queries via text and semantic similarity Integrates with AI tools (Claude Code via MCP) Syncs across local (filesystem) and shared (SurrealDB) storage","breadcrumbs":"What is KOGRAL? » Solution","id":"49","title":"Solution"},"490":{"body":"Add to ~/.config/claude/config.json: { \\"mcpServers\\": { \\"kogral-mcp\\": { \\"command\\": \\"/path/to/kb-mcp\\", \\"args\\": [\\"serve\\"], \\"env\\": { \\"KOGRAL_DIR\\": \\"/path/to/project/.kogral\\" } } }\\n}","breadcrumbs":"Tools Reference » Claude Code Configuration","id":"490","title":"Claude Code Configuration"},"491":{"body":"","breadcrumbs":"Tools Reference » Tools","id":"491","title":"Tools"},"492":{"body":"Search the knowledge base using text and/or semantic similarity. Input Schema : { \\"type\\": \\"object\\", \\"properties\\": { \\"query\\": { \\"type\\": \\"string\\", \\"description\\": \\"Search query\\" }, \\"type\\": { \\"type\\": \\"string\\", \\"enum\\": [\\"note\\", \\"decision\\", \\"guideline\\", \\"pattern\\", \\"journal\\", \\"execution\\", \\"all\\"], \\"description\\": \\"Filter by node type\\", \\"default\\": \\"all\\" }, \\"project\\": { \\"type\\": \\"string\\", \\"description\\": \\"Limit search to specific project graph\\" }, \\"semantic\\": { \\"type\\": \\"boolean\\", \\"description\\": \\"Enable semantic similarity search\\", \\"default\\": true }, \\"threshold\\": { \\"type\\": \\"number\\", \\"description\\": \\"Minimum similarity threshold (0-1)\\", \\"default\\": 0.4 }, \\"limit\\": { \\"type\\": \\"integer\\", \\"description\\": \\"Maximum number of results\\", \\"default\\": 10 } }, \\"required\\": [\\"query\\"]\\n} Example Request : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 1, \\"method\\": \\"kogral/search\\", \\"params\\": { \\"query\\": \\"error handling patterns in Rust\\", \\"type\\": \\"pattern\\", \\"semantic\\": true, \\"threshold\\": 0.6, \\"limit\\": 5 }\\n} Example Response : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 1, \\"result\\": { \\"type\\": \\"text\\", \\"text\\": \\"Found 3 result(s):\\\\n\\\\n1. Error Handling with thiserror (pattern, score: 0.85)\\\\n Tags: rust, error-handling\\\\n Created: 2026-01-15\\\\n \\\\n2. Result Type Best Practices (guideline, score: 0.72)\\\\n Tags: rust, error-handling, best-practices\\\\n Created: 2026-01-10\\\\n\\\\n3. Custom Error Types (note, score: 0.65)\\\\n Tags: rust, error-handling\\\\n Created: 2026-01-08\\" }\\n}","breadcrumbs":"Tools Reference » kb/search","id":"492","title":"kb/search"},"493":{"body":"Add a new note to the knowledge base. Input Schema : { \\"type\\": \\"object\\", \\"properties\\": { \\"title\\": { \\"type\\": \\"string\\", \\"description\\": \\"Note title\\" }, \\"content\\": { \\"type\\": \\"string\\", \\"description\\": \\"Note content (markdown)\\" }, \\"tags\\": { \\"type\\": \\"array\\", \\"items\\": { \\"type\\": \\"string\\" }, \\"description\\": \\"Tags for categorization\\", \\"default\\": [] }, \\"relates_to\\": { \\"type\\": \\"array\\", \\"items\\": { \\"type\\": \\"string\\" }, \\"description\\": \\"Related node IDs\\", \\"default\\": [] }, \\"project\\": { \\"type\\": \\"string\\", \\"description\\": \\"Project graph name\\", \\"default\\": \\"default\\" } }, \\"required\\": [\\"title\\", \\"content\\"]\\n} Example Request : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 2, \\"method\\": \\"kogral/add_note\\", \\"params\\": { \\"title\\": \\"Async Trait Patterns\\", \\"content\\": \\"Common patterns for using async traits in Rust:\\\\n\\\\n1. Use `async-trait` crate\\\\n2. Box return types for flexibility\\\\n3. Consider Send + Sync bounds\\", \\"tags\\": [\\"rust\\", \\"async\\", \\"patterns\\"], \\"relates_to\\": [\\"pattern-error-handling\\"] }\\n} Example Response : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 2, \\"result\\": { \\"type\\": \\"text\\", \\"text\\": \\"Note added successfully: note-async-trait-patterns (ID: note-abc123)\\" }\\n}","breadcrumbs":"Tools Reference » kb/add_note","id":"493","title":"kb/add_note"},"494":{"body":"Create an Architectural Decision Record (ADR). Input Schema : { \\"type\\": \\"object\\", \\"properties\\": { \\"title\\": { \\"type\\": \\"string\\", \\"description\\": \\"Decision title\\" }, \\"context\\": { \\"type\\": \\"string\\", \\"description\\": \\"Decision context and background\\" }, \\"decision\\": { \\"type\\": \\"string\\", \\"description\\": \\"The decision made\\" }, \\"consequences\\": { \\"type\\": \\"array\\", \\"items\\": { \\"type\\": \\"string\\" }, \\"description\\": \\"List of consequences\\", \\"default\\": [] }, \\"status\\": { \\"type\\": \\"string\\", \\"enum\\": [\\"proposed\\", \\"accepted\\", \\"rejected\\", \\"deprecated\\", \\"superseded\\"], \\"default\\": \\"proposed\\" }, \\"tags\\": { \\"type\\": \\"array\\", \\"items\\": { \\"type\\": \\"string\\" }, \\"default\\": [] } }, \\"required\\": [\\"title\\", \\"context\\", \\"decision\\"]\\n} Example Request : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 3, \\"method\\": \\"kogral/add_decision\\", \\"params\\": { \\"title\\": \\"Use SurrealDB for Knowledge Graph Storage\\", \\"context\\": \\"Need a scalable storage solution that supports graph queries and can handle growing knowledge base\\", \\"decision\\": \\"Adopt SurrealDB as the primary storage backend for production deployments\\", \\"consequences\\": [ \\"Better query performance for graph traversal\\", \\"Native support for relationships\\", \\"Additional infrastructure dependency\\", \\"Team needs to learn SurrealDB query language\\" ], \\"status\\": \\"accepted\\", \\"tags\\": [\\"architecture\\", \\"storage\\", \\"surrealdb\\"] }\\n} Example Response : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 3, \\"result\\": { \\"type\\": \\"text\\", \\"text\\": \\"Decision added: decision-use-surrealdb (ID: decision-xyz789)\\\\nStatus: accepted\\" }\\n}","breadcrumbs":"Tools Reference » kb/add_decision","id":"494","title":"kb/add_decision"},"495":{"body":"Create a relationship between two nodes. Input Schema : { \\"type\\": \\"object\\", \\"properties\\": { \\"from\\": { \\"type\\": \\"string\\", \\"description\\": \\"Source node ID\\" }, \\"to\\": { \\"type\\": \\"string\\", \\"description\\": \\"Target node ID\\" }, \\"relation\\": { \\"type\\": \\"string\\", \\"enum\\": [\\"relates_to\\", \\"depends_on\\", \\"implements\\", \\"extends\\", \\"supersedes\\", \\"explains\\"], \\"description\\": \\"Relationship type\\" }, \\"strength\\": { \\"type\\": \\"number\\", \\"description\\": \\"Relationship strength (0-1)\\", \\"minimum\\": 0, \\"maximum\\": 1, \\"default\\": 1.0 } }, \\"required\\": [\\"from\\", \\"to\\", \\"relation\\"]\\n} Example Request : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 4, \\"method\\": \\"kogral/link\\", \\"params\\": { \\"from\\": \\"note-async-trait-patterns\\", \\"to\\": \\"pattern-error-handling\\", \\"relation\\": \\"relates_to\\", \\"strength\\": 0.8 }\\n} Example Response : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 4, \\"result\\": { \\"type\\": \\"text\\", \\"text\\": \\"Link created: note-async-trait-patterns --[relates_to]--> pattern-error-handling (strength: 0.8)\\" }\\n} Relationship Types : relates_to: General conceptual relationship depends_on: Dependency (from depends on to) implements: Implementation of concept/pattern extends: Inherits or extends another node supersedes: Replaces an older version explains: Provides documentation/clarification","breadcrumbs":"Tools Reference » kb/link","id":"495","title":"kb/link"},"496":{"body":"Retrieve guidelines for current project with inheritance resolution. Input Schema : { \\"type\\": \\"object\\", \\"properties\\": { \\"language\\": { \\"type\\": \\"string\\", \\"description\\": \\"Programming language (e.g., rust, nushell)\\" }, \\"category\\": { \\"type\\": \\"string\\", \\"description\\": \\"Guideline category (e.g., error-handling, testing)\\" }, \\"include_base\\": { \\"type\\": \\"boolean\\", \\"description\\": \\"Include shared/base guidelines\\", \\"default\\": true } }\\n} Example Request : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 5, \\"method\\": \\"kogral/get_guidelines\\", \\"params\\": { \\"language\\": \\"rust\\", \\"category\\": \\"error-handling\\", \\"include_base\\": true }\\n} Example Response : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 5, \\"result\\": { \\"type\\": \\"text\\", \\"text\\": \\"Guidelines for rust/error-handling:\\\\n\\\\n## Project Guidelines (priority: 150)\\\\n\\\\n1. Custom Error Types (guideline-custom-errors)\\\\n - Use thiserror for error definitions\\\\n - Implement From traits for conversions\\\\n - Source: .kogral/guidelines/rust-errors.md\\\\n\\\\n## Shared Guidelines (priority: 50)\\\\n\\\\n1. Result Type Best Practices (guideline-result-best-practices)\\\\n - Always use Result<T> for fallible operations\\\\n - Never use unwrap() in production\\\\n - Source: ~/Tools/.kogral-shared/guidelines/rust-errors.md\\\\n\\\\n2. Error Propagation (guideline-error-propagation)\\\\n - Use ? operator for error propagation\\\\n - Add context with .context()\\\\n - Source: ~/Tools/.kogral-shared/guidelines/rust-errors.md\\" }\\n}","breadcrumbs":"Tools Reference » kb/get_guidelines","id":"496","title":"kb/get_guidelines"},"497":{"body":"List available knowledge graphs. Input Schema : { \\"type\\": \\"object\\", \\"properties\\": {}\\n} Example Request : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 6, \\"method\\": \\"kb/list_graphs\\"\\n} Example Response : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 6, \\"result\\": { \\"type\\": \\"text\\", \\"text\\": \\"Available graphs:\\\\n\\\\n- default (Current project)\\\\n Path: /path/to/project/.kogral\\\\n Nodes: 42\\\\n Last modified: 2026-01-17T10:30:00Z\\\\n\\\\n- shared (Shared guidelines)\\\\n Path: ~/Tools/.kogral-shared\\\\n Nodes: 156\\\\n Last modified: 2026-01-15T14:20:00Z\\" }\\n}","breadcrumbs":"Tools Reference » kb/list_graphs","id":"497","title":"kb/list_graphs"},"498":{"body":"Export knowledge base to various formats. Input Schema : { \\"type\\": \\"object\\", \\"properties\\": { \\"format\\": { \\"type\\": \\"string\\", \\"enum\\": [\\"logseq\\", \\"json\\", \\"markdown\\"], \\"description\\": \\"Export format\\" }, \\"output_path\\": { \\"type\\": \\"string\\", \\"description\\": \\"Output file or directory path\\" }, \\"include_types\\": { \\"type\\": \\"array\\", \\"items\\": { \\"type\\": \\"string\\", \\"enum\\": [\\"note\\", \\"decision\\", \\"guideline\\", \\"pattern\\", \\"journal\\", \\"execution\\"] }, \\"description\\": \\"Node types to include\\", \\"default\\": [\\"note\\", \\"decision\\", \\"guideline\\", \\"pattern\\"] }, \\"skip_journals\\": { \\"type\\": \\"boolean\\", \\"default\\": true } }, \\"required\\": [\\"format\\", \\"output_path\\"]\\n} Example Request : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 7, \\"method\\": \\"kogral/export\\", \\"params\\": { \\"format\\": \\"logseq\\", \\"output_path\\": \\"/Users/akasha/logseq-graph\\", \\"include_types\\": [\\"note\\", \\"decision\\", \\"guideline\\"], \\"skip_journals\\": true }\\n} Example Response : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 7, \\"result\\": { \\"type\\": \\"text\\", \\"text\\": \\"Export completed:\\\\n\\\\nFormat: Logseq\\\\nOutput: /Users/akasha/logseq-graph\\\\nExported: 42 nodes\\\\n - 23 notes\\\\n - 12 decisions\\\\n - 7 guidelines\\\\n\\\\nLogseq graph ready to open.\\" }\\n}","breadcrumbs":"Tools Reference » kb/export","id":"498","title":"kb/export"},"499":{"body":"Tools for querying Logseq content blocks. Requires blocks.enable_mcp_tools = true in configuration.","breadcrumbs":"Tools Reference » Block Tools","id":"499","title":"Block Tools"},"5":{"body":"We use just recipes for documentation tasks. All commands assume you\'re in the project root directory.","breadcrumbs":"Introduction » 🛠️ Documentation Commands","id":"5","title":"🛠️ Documentation Commands"},"50":{"body":"","breadcrumbs":"What is KOGRAL? » Core Philosophy","id":"50","title":"Core Philosophy"},"500":{"body":"Find blocks by tag, task status, or custom property across the knowledge base. Input Schema : { \\"type\\": \\"object\\", \\"properties\\": { \\"tag\\": { \\"type\\": \\"string\\", \\"description\\": \\"Find blocks with this tag (e.g., \'card\', \'important\')\\" }, \\"status\\": { \\"type\\": \\"string\\", \\"enum\\": [\\"TODO\\", \\"DOING\\", \\"DONE\\", \\"LATER\\", \\"NOW\\", \\"WAITING\\", \\"CANCELLED\\"], \\"description\\": \\"Find blocks with this task status\\" }, \\"property_key\\": { \\"type\\": \\"string\\", \\"description\\": \\"Custom property key to search for\\" }, \\"property_value\\": { \\"type\\": \\"string\\", \\"description\\": \\"Custom property value to match\\" }, \\"limit\\": { \\"type\\": \\"integer\\", \\"description\\": \\"Maximum number of results\\", \\"default\\": 20 } }\\n} Note : Provide one of: tag, status, or both property_key and property_value. Example Request (find blocks by tag): { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 8, \\"method\\": \\"kogral/find_blocks\\", \\"params\\": { \\"tag\\": \\"high-priority\\", \\"limit\\": 10 }\\n} Example Response : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 8, \\"result\\": { \\"type\\": \\"text\\", \\"text\\": \\"Found 3 blocks with tag \'#high-priority\':\\\\n\\\\n**Project Tasks** (project-tasks-123)\\\\n - TODO Implement authentication #high-priority\\\\n - TODO Fix security vulnerability #high-priority\\\\n\\\\n**Sprint Planning** (sprint-planning-456)\\\\n - DOING Refactor database layer #high-priority\\" }\\n} Example Request (find blocks by property): { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 9, \\"method\\": \\"kogral/find_blocks\\", \\"params\\": { \\"property_key\\": \\"priority\\", \\"property_value\\": \\"high\\", \\"limit\\": 15 }\\n}","breadcrumbs":"Tools Reference » kb/find_blocks","id":"500","title":"kb/find_blocks"},"501":{"body":"Find all TODO blocks across the knowledge base. Input Schema : { \\"type\\": \\"object\\", \\"properties\\": { \\"limit\\": { \\"type\\": \\"integer\\", \\"description\\": \\"Maximum number of results\\", \\"default\\": 20 } }\\n} Example Request : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 10, \\"method\\": \\"kogral/find_todos\\", \\"params\\": { \\"limit\\": 25 }\\n} Example Response : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 10, \\"result\\": { \\"type\\": \\"text\\", \\"text\\": \\"Found 8 TODO blocks:\\\\n\\\\n**Project Tasks** (project-tasks-123)\\\\n - TODO Implement authentication\\\\n - TODO Write integration tests\\\\n - TODO Update documentation\\\\n\\\\n**Bug Fixes** (bug-fixes-456)\\\\n - TODO Fix race condition in cache\\\\n - TODO Address memory leak\\\\n\\\\n**Research** (research-789)\\\\n - TODO Evaluate GraphQL alternatives\\\\n - TODO Benchmark new approach\\\\n - TODO Document findings\\" }\\n}","breadcrumbs":"Tools Reference » kb/find_todos","id":"501","title":"kb/find_todos"},"502":{"body":"Find all flashcard blocks (blocks tagged with #card) for spaced repetition learning. Input Schema : { \\"type\\": \\"object\\", \\"properties\\": { \\"limit\\": { \\"type\\": \\"integer\\", \\"description\\": \\"Maximum number of flashcards\\", \\"default\\": 10 } }\\n} Example Request : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 11, \\"method\\": \\"kogral/find_cards\\", \\"params\\": { \\"limit\\": 5 }\\n} Example Response : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 11, \\"result\\": { \\"type\\": \\"text\\", \\"text\\": \\"Found 3 flashcards:\\\\n\\\\n**Rust Learning** (rust-learning-123)\\\\n - What is Rust\'s ownership model? #card #rust\\\\n - Ownership prevents data races at compile time\\\\n - Each value has a single owner\\\\n\\\\n**System Design** (system-design-456)\\\\n - What is the CAP theorem? #card #distributed-systems\\\\n - Consistency, Availability, Partition tolerance\\\\n - Can only guarantee 2 of 3\\\\n\\\\n**Algorithms** (algorithms-789)\\\\n - What is the time complexity of quicksort? #card #algorithms\\\\n - Average: O(n log n)\\\\n - Worst case: O(n²)\\" }\\n} Use Cases : kb/find_blocks : General block search by metadata kb/find_todos : Task management and tracking kb/find_cards : Spaced repetition learning system See Also : Logseq Blocks Support ADR-004: Logseq Blocks Support","breadcrumbs":"Tools Reference » kb/find_cards","id":"502","title":"kb/find_cards"},"503":{"body":"Resources provide read-only access to knowledge graph content via URIs.","breadcrumbs":"Tools Reference » Resources","id":"503","title":"Resources"},"504":{"body":"Access project notes. URI : kogral://project/notes or kogral://project/notes/{note-id} Example : Read all project notes kogral://project/notes Example : Read specific note kogral://project/notes/async-trait-patterns","breadcrumbs":"Tools Reference » kogral://project/notes","id":"504","title":"kogral://project/notes"},"505":{"body":"Access project decisions (ADRs). URI : kogral://project/decisions or kogral://project/decisions/{decision-id}","breadcrumbs":"Tools Reference » kogral://project/decisions","id":"505","title":"kogral://project/decisions"},"506":{"body":"Access project-specific guidelines. URI : kogral://project/guidelines or kogral://project/guidelines/{guideline-id}","breadcrumbs":"Tools Reference » kogral://project/guidelines","id":"506","title":"kogral://project/guidelines"},"507":{"body":"Access project patterns. URI : kogral://project/patterns or kogral://project/patterns/{pattern-id}","breadcrumbs":"Tools Reference » kogral://project/patterns","id":"507","title":"kogral://project/patterns"},"508":{"body":"Access shared guidelines (inherited). URI : kogral://shared/guidelines or kogral://shared/guidelines/{guideline-id}","breadcrumbs":"Tools Reference » kogral://shared/guidelines","id":"508","title":"kogral://shared/guidelines"},"509":{"body":"Access shared patterns (inherited). URI : kogral://shared/patterns or kogral://shared/patterns/{pattern-id}","breadcrumbs":"Tools Reference » kogral://shared/patterns","id":"509","title":"kogral://shared/patterns"},"51":{"body":"Behavior defined in Nickel schemas, not hardcoded: { graph = { name = \\"my-project\\" }, storage = { primary = \'filesystem }, embeddings = { provider = \'fastembed }, templates = { templates_dir = \\"templates\\" },\\n} Every aspect configurable: storage, embeddings, templates, query behavior.","breadcrumbs":"What is KOGRAL? » Config-Driven","id":"51","title":"Config-Driven"},"510":{"body":"Prompts provide guided workflows for common tasks.","breadcrumbs":"Tools Reference » Prompts","id":"510","title":"Prompts"},"511":{"body":"Generate a comprehensive project knowledge summary. Arguments : { \\"project\\": { \\"type\\": \\"string\\", \\"description\\": \\"Project graph name\\", \\"default\\": \\"default\\" }\\n} Example Request : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 8, \\"method\\": \\"kogral/summarize_project\\", \\"params\\": { \\"project\\": \\"default\\" }\\n} Returns : Prompt messages with project summary including: Total node counts by type Recent additions Top tags Key decisions Active patterns","breadcrumbs":"Tools Reference » kb/summarize_project","id":"511","title":"kb/summarize_project"},"512":{"body":"Find nodes related to a specific topic or node. Arguments : { \\"node_id\\": { \\"type\\": \\"string\\", \\"description\\": \\"Node ID to find relations for\\" }, \\"depth\\": { \\"type\\": \\"integer\\", \\"description\\": \\"Maximum traversal depth\\", \\"default\\": 2 }\\n} Example Request : { \\"jsonrpc\\": \\"2.0\\", \\"id\\": 9, \\"method\\": \\"kb/find_related\\", \\"params\\": { \\"node_id\\": \\"pattern-error-handling\\", \\"depth\\": 2 }\\n} Returns : Prompt messages with: Direct relationships Indirect relationships (depth 2+) Common tags Related guidelines","breadcrumbs":"Tools Reference » kb/find_related","id":"512","title":"kb/find_related"},"513":{"body":"","breadcrumbs":"Tools Reference » Error Handling","id":"513","title":"Error Handling"},"514":{"body":"Standard JSON-RPC 2.0 error codes: Code Meaning Description -32700 Parse error Invalid JSON -32600 Invalid Request Missing required fields -32601 Method not found Unknown tool/resource -32602 Invalid params Parameter validation failed -32603 Internal error Server-side error","breadcrumbs":"Tools Reference » Error Codes","id":"514","title":"Error Codes"},"515":{"body":"{ \\"jsonrpc\\": \\"2.0\\", \\"id\\": 1, \\"error\\": { \\"code\\": -32602, \\"message\\": \\"Invalid params\\", \\"data\\": { \\"details\\": \\"Field \'query\' is required but missing\\", \\"field\\": \\"query\\" } }\\n}","breadcrumbs":"Tools Reference » Example Error Response","id":"515","title":"Example Error Response"},"516":{"body":"","breadcrumbs":"Tools Reference » Best Practices","id":"516","title":"Best Practices"},"517":{"body":"{ \\"method\\": \\"kogral/search\\", \\"params\\": { \\"query\\": \\"how to handle database connection errors\\", \\"semantic\\": true, \\"threshold\\": 0.5 }\\n}","breadcrumbs":"Tools Reference » 1. Use Semantic Search for Discovery","id":"517","title":"1. Use Semantic Search for Discovery"},"518":{"body":"{ \\"method\\": \\"kogral/link\\", \\"params\\": { \\"from\\": \\"note-new-discovery\\", \\"to\\": \\"pattern-related-pattern\\", \\"relation\\": \\"implements\\" }\\n}","breadcrumbs":"Tools Reference » 2. Link Related Concepts","id":"518","title":"2. Link Related Concepts"},"519":{"body":"{ \\"method\\": \\"kogral/get_guidelines\\", \\"params\\": { \\"language\\": \\"rust\\", \\"category\\": \\"testing\\" }\\n}","breadcrumbs":"Tools Reference » 3. Query Guidelines Before Implementation","id":"519","title":"3. Query Guidelines Before Implementation"},"52":{"body":"Knowledge stored as markdown files with YAML frontmatter: ---\\nid: note-123\\ntype: note\\ntitle: Error Handling Patterns\\ntags: [rust, error-handling]\\n--- # Error Handling Patterns Use `thiserror` for custom error types... Changes tracked via git, reviewable in PRs, mergeable across branches.","breadcrumbs":"What is KOGRAL? » Git-Friendly","id":"52","title":"Git-Friendly"},"520":{"body":"{ \\"method\\": \\"kogral/add_decision\\", \\"params\\": { \\"title\\": \\"Use X for Y\\", \\"context\\": \\"Background...\\", \\"decision\\": \\"We will...\\", \\"consequences\\": [\\"Pro 1\\", \\"Con 1\\"] }\\n}","breadcrumbs":"Tools Reference » 4. Document Decisions with ADRs","id":"520","title":"4. Document Decisions with ADRs"},"521":{"body":"MCP Specification Quick Start Guide Configuration Reference kb-mcp Source Code","breadcrumbs":"Tools Reference » See Also","id":"521","title":"See Also"},"522":{"body":"","breadcrumbs":"Resources » Resources","id":"522","title":"Resources"},"523":{"body":"","breadcrumbs":"Rust API » Rust API","id":"523","title":"Rust API"},"524":{"body":"","breadcrumbs":"Development Setup » Development Setup","id":"524","title":"Development Setup"},"525":{"body":"","breadcrumbs":"Code Standards » Code Standards","id":"525","title":"Code Standards"},"526":{"body":"","breadcrumbs":"Testing » Testing","id":"526","title":"Testing"},"53":{"body":"Built for agent collaboration: MCP Protocol : Native integration with Claude Code Semantic Search : Find concepts, not just keywords Auto-Linking : Suggest relationships based on content Context Injection : Agents query relevant guidelines before coding","breadcrumbs":"What is KOGRAL? » AI-Native","id":"53","title":"AI-Native"},"54":{"body":"","breadcrumbs":"What is KOGRAL? » Key Concepts","id":"54","title":"Key Concepts"},"55":{"body":"6 types of knowledge nodes: Type Purpose Example Note General observations \\"Rust ownership patterns\\" Decision ADRs (Architectural Decision Records) \\"Use SurrealDB for storage\\" Guideline Code standards \\"Error handling with thiserror\\" Pattern Reusable solutions \\"Repository pattern for DB access\\" Journal Daily reflections \\"2026-01-17 progress notes\\" Execution Agent task records \\"Implemented auth module\\"","breadcrumbs":"What is KOGRAL? » Nodes","id":"55","title":"Nodes"},"56":{"body":"6 typed edges connecting nodes: Relation Meaning Example relates_to Conceptual link Note ↔ Note depends_on Prerequisite Pattern → Guideline implements Concrete realization Code → Pattern extends Inheritance ProjectGuideline → BaseGuideline supersedes Replacement DecisionV2 → DecisionV1 explains Documentation Note → Execution","breadcrumbs":"What is KOGRAL? » Relationships","id":"56","title":"Relationships"},"57":{"body":"Local Graph (per project): Stored in .kogral/ directory Git-tracked for version control Project-specific knowledge Shared Graph (organization-wide): Centralized guidelines and patterns SurrealDB for scalability Inherited by projects Inheritance Resolution : Shared Guidelines (priority: 50) ↓\\nProject Guidelines (priority: 100) ↓\\nEffective Guidelines (higher priority wins)","breadcrumbs":"What is KOGRAL? » Multi-Graph Architecture","id":"57","title":"Multi-Graph Architecture"},"58":{"body":"","breadcrumbs":"What is KOGRAL? » Use Cases","id":"58","title":"Use Cases"},"59":{"body":"Capture decisions as you make them (ADRs) Document patterns for future reference Track daily progress in journal entries Query past decisions before new implementations","breadcrumbs":"What is KOGRAL? » For Developers","id":"59","title":"For Developers"},"6":{"body":"# Serve documentation locally (recommended)\\njust docs::serve # Build static HTML\\njust docs::build # Watch and rebuild on file changes\\njust docs::watch","breadcrumbs":"Introduction » Build and Serve","id":"6","title":"Build and Serve"},"60":{"body":"Share guidelines across projects Standardize patterns organization-wide Onboard new members with searchable knowledge Review decisions in context with git history","breadcrumbs":"What is KOGRAL? » For Teams","id":"60","title":"For Teams"},"61":{"body":"Query guidelines before generating code Check past decisions for context Document executions for audit trails Suggest related patterns during implementation","breadcrumbs":"What is KOGRAL? » For AI Agents","id":"61","title":"For AI Agents"},"62":{"body":"","breadcrumbs":"What is KOGRAL? » Comparison with Other Tools","id":"62","title":"Comparison with Other Tools"},"63":{"body":"Feature KOGRAL Logseq Storage Git-friendly markdown + DB Local markdown AI Integration Native MCP protocol Plugin-based Config Type-safe Nickel schemas JSON files Multi-Backend Filesystem + SurrealDB Filesystem only Semantic Search Multiple AI providers Local only Graph Queries SurrealDB graph queries Block references Compatibility : KOGRAL can import/export Logseq graphs for visual editing.","breadcrumbs":"What is KOGRAL? » vs. Logseq","id":"63","title":"vs. Logseq"},"64":{"body":"Feature KOGRAL Obsidian Target Audience Developers + AI agents Knowledge workers Focus Structured knowledge graph Flexible note-taking Configuration Config-driven (Nickel) Settings UI CLI Full CLI + MCP server Limited CLI Version Control Git-native Git plugin Use Case : KOGRAL for developer knowledge, Obsidian for personal notes.","breadcrumbs":"What is KOGRAL? » vs. Obsidian","id":"64","title":"vs. Obsidian"},"65":{"body":"Feature KOGRAL Notion/Confluence Storage Local-first Cloud-only Format Plain markdown Proprietary AI Access Programmatic API Web scraping Offline Full functionality Limited Privacy Self-hosted Third-party servers Advantage : KOGRAL keeps sensitive knowledge on-premises.","breadcrumbs":"What is KOGRAL? » vs. Notion/Confluence","id":"65","title":"vs. Notion/Confluence"},"66":{"body":"┌─────────────────────────────────────────────────────┐\\n│ kb-core │\\n│ (Rust library: graph, storage, config, query) │\\n└──────────────┬─────────────┬────────────────────────┘ │ │ ┌─────────┴──────┐ ┌──┴─────────┐ │ │ │ │\\n┌────▼─────┐ ┌──────▼──▼───┐ ┌─────▼─────┐\\n│ kb-cli │ │ kb-mcp │ │ NuShell │\\n│ (13 cmds)│ │ (MCP server) │ │ (scripts) │\\n└──────────┘ └──────────────┘ └───────────┘ Layers : kb-core : Core library (models, storage, query) kb-cli : Command-line interface kb-mcp : MCP server for AI integration Scripts : NuShell automation (sync, backup, etc.)","breadcrumbs":"What is KOGRAL? » Architecture Overview","id":"66","title":"Architecture Overview"},"67":{"body":"✅ Good fit : Developer teams building software Projects with architectural decisions Organizations standardizing patterns AI-assisted development workflows Knowledge requiring version control ❌ Not ideal for : Personal journaling (use Obsidian) Team wikis (use Notion) Customer documentation (use mdBook) Simple note-taking (use Logseq)","breadcrumbs":"What is KOGRAL? » When to Use KOGRAL","id":"67","title":"When to Use KOGRAL"},"68":{"body":"New to KOGRAL? → Installation Guide Ready to start? → Quick Start Want examples? → Use Cases Understand design? → Architecture Overview \\"Knowledge is only valuable when it\'s accessible, connected, and queryable.\\"","breadcrumbs":"What is KOGRAL? » Next Steps","id":"68","title":"Next Steps"},"69":{"body":"Understanding the fundamental concepts behind KOGRAL.","breadcrumbs":"Core Concepts » Core Concepts","id":"69","title":"Core Concepts"},"7":{"body":"# Test code examples in documentation\\njust docs::test # Check for broken links\\njust docs::check-links","breadcrumbs":"Introduction » Validation","id":"7","title":"Validation"},"70":{"body":"At its core, KOGRAL is a directed graph where: Nodes = pieces of knowledge (notes, decisions, guidelines, patterns) Edges = typed relationships between concepts Node Types and Relationships This graph structure enables: Discovery : Find related concepts through traversal Context : Understand how ideas connect Evolution : Track how knowledge changes over time","breadcrumbs":"Core Concepts » The Knowledge Graph","id":"70","title":"The Knowledge Graph"},"71":{"body":"","breadcrumbs":"Core Concepts » Node Types","id":"71","title":"Node Types"},"72":{"body":"Purpose : Capture general observations, learnings, and discoveries. When to use : Documenting a concept you learned Recording implementation details Capturing meeting notes Quick knowledge capture Example : ---\\ntype: note\\ntitle: Async Trait Patterns in Rust\\ntags: [rust, async, patterns]\\n--- # Async Trait Patterns in Rust Using async traits with the async-trait crate...","breadcrumbs":"Core Concepts » 1. Note","id":"72","title":"1. Note"},"73":{"body":"Purpose : Record architectural decisions with full context. When to use : Choosing between alternatives (REST vs GraphQL) Major technical decisions (database selection) Trade-off analysis Explaining \\"why\\" for future reference Structure : Context : Background and problem Decision : What was chosen Consequences : Positive and negative outcomes Alternatives : What was considered but rejected Example : ---\\ntype: decision\\ntitle: Use SurrealDB for Storage\\nstatus: accepted\\n--- ## Context\\nNeed a graph database that supports our relationship model... ## Decision\\nAdopt SurrealDB as the primary storage backend. ## Consequences\\n+ Better graph query performance\\n+ Native relationship support\\n- Additional infrastructure dependency\\n- Team learning curve","breadcrumbs":"Core Concepts » 2. Decision (ADR)","id":"73","title":"2. Decision (ADR)"},"74":{"body":"Purpose : Define coding standards, best practices, and conventions. When to use : Code style rules Architecture patterns to follow Security requirements Testing standards Can be : Shared : Organization-wide (in shared KOGRAL) Project-specific : Overrides shared guidelines Example : ---\\ntype: guideline\\nlanguage: rust\\ncategory: error-handling\\n--- # Rust Error Handling Guidelines 1. Use `thiserror` for custom error types\\n2. Never use `unwrap()` in production code\\n3. Always propagate errors with `?`","breadcrumbs":"Core Concepts » 3. Guideline","id":"74","title":"3. Guideline"},"75":{"body":"Purpose : Document reusable solutions to common problems. When to use : Recurring implementation patterns Tested solutions Best practice implementations Code templates Structure : Problem : What challenge does this solve? Solution : The pattern/approach Context : When to use/not use Example : Working code Example : ---\\ntype: pattern\\ntitle: Repository Pattern for Database Access\\ntags: [architecture, database, pattern]\\n--- ## Problem\\nNeed consistent database access across modules. ## Solution\\nRepository pattern with trait abstraction... ## Example\\n\\\\`\\\\`\\\\`rust\\ntrait UserRepository { async fn find_by_id(&self, id: Uuid) -> Result<User>;\\n}\\n\\\\`\\\\`\\\\`","breadcrumbs":"Core Concepts » 4. Pattern","id":"75","title":"4. Pattern"},"76":{"body":"Purpose : Daily development log for tracking progress and reflections. When to use : End of day summaries Daily standup notes Progress tracking Blocker documentation Auto-linked : KOGRAL can auto-link journal entries to mentioned concepts. Example : ---\\ntype: journal\\ndate: 2026-01-17\\n--- ## Progress\\n- Implemented authentication module\\n- Fixed cache race condition ## Blockers\\n- Need API versioning discussion ## Learnings\\n- tokio::select! perfect for timeouts","breadcrumbs":"Core Concepts » 5. Journal","id":"76","title":"5. Journal"},"77":{"body":"Purpose : Record AI agent execution results (from Vapora integration). When to use : Agent task completion Execution metrics Agent decision history Audit trail Example : ---\\ntype: execution\\ntask_type: code_generation\\nagent: rust-expert\\noutcome: success\\nduration: 45s\\n--- Generated authentication module following project guidelines.","breadcrumbs":"Core Concepts » 6. Execution","id":"77","title":"6. Execution"},"78":{"body":"","breadcrumbs":"Core Concepts » Relationship Types","id":"78","title":"Relationship Types"},"79":{"body":"Meaning : General conceptual relationship. Use : Connect related ideas without specific dependency. Example : [Note: Async Patterns] --relates_to--> [Note: Tokio Runtime]","breadcrumbs":"Core Concepts » 1. relates_to","id":"79","title":"1. relates_to"},"8":{"body":"# Remove build artifacts\\njust docs::clean","breadcrumbs":"Introduction » Cleanup","id":"8","title":"Cleanup"},"80":{"body":"Meaning : Prerequisite relationship. Source requires target to exist/be understood first. Use : Learning paths, implementation order. Example : [Pattern: Advanced Error Handling] --depends_on--> [Guideline: Basic Errors]","breadcrumbs":"Core Concepts » 2. depends_on","id":"80","title":"2. depends_on"},"81":{"body":"Meaning : Concrete implementation of an abstract concept. Use : Connect code to patterns/guidelines. Example : [Note: Auth Module Implementation] --implements--> [Pattern: Repository Pattern]","breadcrumbs":"Core Concepts » 3. implements","id":"81","title":"3. implements"},"82":{"body":"Meaning : Inheritance/extension relationship. Use : Guideline overrides, pattern variations. Example : [Guideline: Project Error Handling] --extends--> [Guideline: Shared Error Handling]","breadcrumbs":"Core Concepts » 4. extends","id":"82","title":"4. extends"},"83":{"body":"Meaning : Replacement relationship. Source replaces target. Use : Track evolution of decisions/patterns. Example : [Decision: Use GraphQL v2] --supersedes--> [Decision: Use REST]","breadcrumbs":"Core Concepts » 5. supersedes","id":"83","title":"5. supersedes"},"84":{"body":"Meaning : Documentation/clarification relationship. Use : Connect notes to implementations, executions to rationale. 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