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John Williams edited this page Mar 9, 2026 · 1 revision

Roadmap

ContextOS is built in three phases. Each phase is designed to compound on the previous one.

Phase 1 — Absorb

Unify all six source repos into one coherent package.

  • Unified MCP tool schema (47 tools across 5 layers)
  • Memory layer architecture with hot/warm/cold tiering
  • Cross-session memory persistence (extending claude-mem)
  • Hybrid retrieval engine (extending ragflow)
  • Multi-corpus routing (internal + web + code + API)
  • Tool DAG execution (extending composio)
  • Spec-driven planning engine (extending GSD)
  • Pre-Response Sparring Hook (entirely new)
  • Orchestration Core with intent router (entirely new)
  • Cost Ledger (entirely new)
  • Request tracing (entirely new)
  • Full composio integration (pass-through to 1000+ tools)
  • ragflow integration (use existing ragflow instance)
  • context7 live doc integration
  • PyPI package publish (pip install contextos)
  • Full test suite

Phase 2 — Compound

Build the feedback loops that make ContextOS self-improving.

  • Retrieval feedback loop (track which chunks were used, improve routing)
  • Entity graph with relationship queries (NER + knowledge graph)
  • Memory conflict resolution engine (timestamp + confidence scoring)
  • Tool output caching layer (Redis-backed for distributed deployments)
  • Outcome evaluation + spec scoring (measure plan success rate)
  • Constraint propagation in planning (when step fails, update dependents)
  • Spec versioning + diff UI
  • TypeScript adapter for MCP clients
  • Docker image + docker-compose for production deployment
  • PostgreSQL + pgvector backend for scale

Phase 3 — Platform

Make ContextOS a platform others build on.

  • ContextOS Cloud (hosted, multi-tenant, no self-hosting required)
  • Visual workflow builder for DAG pipelines
  • Tool schema marketplace (publish + discover schemas)
  • Enterprise SSO + workspace audit logs
  • LangGraph integration
  • CrewAI integration
  • AutoGen integration
  • Billing dashboard with per-workspace cost breakdowns
  • ContextOS Pro: managed retrieval corpus hosting
  • ContextOS Enterprise: on-premise deployment with SLA

Version History

v0.1.0 (current)

  • Initial architecture and all five layers
  • 47 MCP tools defined with full schema
  • Pre-Response Sparring Hook
  • Orchestration Core
  • Full wiki and documentation
  • MIT license

Want to influence the roadmap? Open a Discussion on GitHub.

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