Evaporate complexity
Development Flows
Specialized agents orchestrate pipelines for design, implementation, testing, documentation and deployment. Agents learn from history and optimize costs automatically.
100% self-hosted.
The 4 Problems It Solves
Context Switching
Developers jump between tools constantly. Vapora unifies everything in one intelligent system where context flows.
Knowledge Fragmentation
Decisions lost in threads, code scattered, docs unmaintained. RLM (Recursive Language Models) with hybrid search (BM25 + semantic) and chunking makes knowledge discoverable even in 100k+ token documents.
Manual Coordination
Orchestrating code review, testing, documentation and deployment manually creates bottlenecks. Multi-agent workflows solve this.
Dev-Ops Friction
Handoffs between developers and operations lack visibility and context. Vapora maintains unified deployment readiness.
How It Works
Specialized Agents
71 tests verify agent orchestration, learning profiles, and task assignment. Agents track expertise per task type with 7-day recency bias (3× weight). Real SurrealDB persistence + NATS coordination.
Intelligent Orchestration
53 tests verify multi-provider routing (Claude, OpenAI, Gemini, Ollama), per-role budget limits, cost tracking, and automatic fallback chains. Swarm coordination with load-balanced assignment using success_rate / (1 + load) formula.
Recursive Language Models (RLM)
Process 100k+ token documents without context limits. Hybrid search combines BM25 (keywords) + semantic embeddings via RRF fusion. Intelligent chunking (Fixed/Semantic/Code) with SurrealDB persistence. Perfect for large codebases and documentation.
Agent-to-Agent (A2A) Protocol
Distributed agent coordination with task dispatch, status tracking, and result collection. Real SurrealDB persistence (no in-memory HashMap). NATS messaging for async completion. Exponential backoff retry with circuit breaker. 12 integration tests verify real behavior.
Knowledge Graph
Temporal execution history with causal relationships. Learning curves from daily windowed aggregations. Similarity search recommends solutions from past tasks. 20 tests verify graph persistence, learning profiles, and execution tracking.
NATS JetStream
Reliable message delivery for agent coordination. JetStream streams for workflow events, task completion, and status updates. Graceful fallback when NATS unavailable. Background subscribers with DashMap for async result delivery.
SurrealDB
Multi-model database with graph capabilities. Multi-tenant scopes for workspace isolation. Native graph relations for Knowledge Graph. All queries use parameterized bindings for security. SCHEMAFULL tables with explicit indexes.
Backend API & MCP Connectors
40+ REST endpoints (projects, tasks, agents, workflows, swarm). WebSocket real-time updates. MCP gateway for external tool integration and plugin system. Multi-tenant SurrealDB scopes. Prometheus metrics at /metrics. 161 tests verify API correctness.
Cloud-Native & Self-Hosted
161 backend tests + K8s manifests with Kustomize overlays. Health checks, Prometheus metrics (/metrics endpoint), StatefulSets with anti-affinity. Local Docker Compose for development. Zero vendor lock-in.
Technology Stack
Available Agents
Ready for intelligent orchestration?
Built with Rust 🦀 | Open Source | Self-Hosted
Explore on GitHub →