Ontos-AI/
knowhere
Ontos-AI/knowhereTools
Knowhere extracts, parses, and outputs structured chunks ready for AI Agents and RAG.
3.1k
zilliztech/claude-contextConnectors
Code search MCP for Claude Code. Make entire codebase the context for any coding agent.
13k
qdrant/
skills
qdrant/skillsSkills
Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java
231
hanyeol/
model-compose
hanyeol/model-composeFrameworks & SDKs
Deploy production-ready AI services in minutes. One YAML file for agents, RAG pipelines, and MCP servers — run anywhere. Inspired by docker-compose.
88
doobidoo/mcp-memory-serviceConnectors
Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.
1.9k
MaxFreedomPollard/
Compartment
MaxFreedomPollard/CompartmentConnectors
Encrypted, fully offline agentic memory. One click install, GUI w/ memory map, all OS and agents. Superior memory creation, storage and retrieval.
586
MontyGovernance/montycat-mcpConnectors
Shared, persistent memory for AI agents. Self-hosted MCP server with semantic search, vector RAG, and live updates. Works with Claude, Cursor, Codex, and any MCP client.
48
topoteretes/cogneeFrameworks & SDKs
Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.
31k
lyonzin/
knowledge-rag
lyonzin/knowledge-ragConnectors
Local RAG MCP server for Claude Code — hybrid search (semantic + BM25), cross-encoder reranking, 13 MCP tools, 20 format parsers. Zero external servers, zero API keys.
278