{"id":"itallstartedwithaidea-contextos","name":"ContextOS","homepage":"https://github.com/itallstartedwithaidea/ContextOS","repo_url":"https://github.com/itallstartedwithaidea/ContextOS","category":"ai-ml","subcategories":[],"tags":["ai-agents","mcp","context-engineering","cli","memory","rag","python","orchestration","retrieval"],"what_it_does":"ContextOS is a Python-based “context intelligence” platform that provides a unified MCP (Model Context Protocol) server and a CLI, aiming to orchestrate retrieval, memory, and reasoning layers for AI agents (e.g., cognition primitives, churn-aware retrieval routing, and index lifecycle management).","use_cases":["Building AI agents that need unified context retrieval across multiple MCP tool/data sources","Implementing RAG + memory orchestration with staleness/index freshness handling","Agent workflows that benefit from reasoning/routing steps between retrieval and generation","Local/CLI-driven agent context management and tool orchestration"],"not_for":["Production deployments where strict, verified security/compliance controls and documented auth/rate-limit semantics are required (not provided in the supplied materials)","Teams needing a well-specified public REST/GraphQL API contract or OpenAPI documentation","Use cases that require an established/verified operational SLA or long track record of stability (insufficient evidence provided)"],"best_when":"Prototyping or experimenting with MCP-based agent tool ecosystems and context management patterns, especially when you want a single orchestration layer rather than stitching together multiple components.","avoid_when":"When you need clear guarantees about authentication, authorization scopes, rate limiting, error codes, and operational reliability—none of which are evidenced in the provided README/manifest excerpts.","alternatives":["MCP server ecosystems (modelcontextprotocol/servers)","RAG frameworks/servers such as RAGFlow","Agent tool integration platforms such as Composio","Other context/doc stores and RAG stacks (e.g., context7 patterns)","General orchestration/memory solutions built directly on top of your chosen MCP servers"],"af_score":34.8,"security_score":29.8,"reliability_score":17.5,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T15:33:55.219254+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":[],"oauth":false,"scopes":false,"notes":"The provided materials mention “multi-workspace auth” conceptually, but do not include concrete authentication methods, token formats, or scope definitions."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing information found in the supplied excerpts."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":34.8,"security_score":29.8,"reliability_score":17.5,"mcp_server_quality":55.0,"documentation_accuracy":35.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":55.0,"rate_limit_clarity":10.0,"tls_enforcement":30.0,"auth_strength":25.0,"scope_granularity":20.0,"dependency_hygiene":50.0,"secret_handling":30.0,"security_notes":"From the provided manifest/README excerpts: TLS requirement, auth scheme details, and secret-handling practices are not documented. Dependencies are typical for a Python service/SDK stack, but no vulnerability/SBOM/CVE hygiene evidence is present in the supplied data. Treat auth and transport security as unverified until inspected in code and deployment docs.","uptime_documented":0.0,"version_stability":30.0,"breaking_changes_history":0.0,"error_recovery":40.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["README excerpt does not show formal MCP tool schemas, response formats, or error-code guidance; agent implementers may need to inspect source code/tests or additional docs.","Operational behaviors like retry/backoff, idempotency for writes, and rate-limit headers are not evidenced in the provided content.","“Circuit breakers,” “degrade to live pull,” and “alerts fire” are described conceptually, but mechanisms/telemetry endpoints are not shown."]}}