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MCP servers · AI, RAG & memory

50 listings on this page, in order of arrival. Each one has its own page with README, repository facts and source links.

  1. Codebase Memory ★ 43,062
    Codebase knowledge graph for AI agents — 159 languages, sub-ms queries, 99% fewer tokens.
  2. io.github.Dhevenddra/forensic-deepdive ★ 2
    Persistent code knowledge graph + 9 composite MCP tools for AI coding agents.
  3. io.github.DiaaAj/a-mem-mcp ★ 35
    Self-evolving memory system for AI agents
  4. Colour Memory
    Cultural color intelligence. Every colour anchored to a person, a year, and a consequence.
  5. io.github.DigitalCurrensy/aio-geo
    AIO.GEO: audit, dry-run fixes, rescore, doctor. Remote + stdio. Not LLM rankings.
  6. mcp-memory-rs ★ 2
    Local-first agent memory: versioned JSON categories, BM25 search, per-device ACL, fleet sync.
  7. mcp-vl-msa-rs ★ 1
    Searchable agent memory: BM25 corpus recall, original-text injection, remember/forget capsules.
  8. ContextLayer
    Intelligent context infrastructure for AI teams: knowledge graph, sessions, tasks, documents.
  9. mcp-anything ★ 3
    Meta-MCP gateway: search, inspect and call any MCP server from the public registries.
  10. io.github.DunkelCloud/toolmesh ★ 6
    Self-hosted MCP gateway. Turn any REST API into MCP tools via YAML (DADL). Authz, audit, policies.
  11. io.github.Dw-Dwain/ace-context-mcp
    Local-first memory for AI chats: save context in one chat, load it in any other via MCP.
  12. io.github.EDKarlsson/locus
    Hierarchical markdown memory palace for AI agents — structured palace navigation via MCP tools.
  13. SSH LICCO MCP Server ★ 3
    SSH Model Context Protocol Server - Enable SSH functionality for AI models
  14. OmniClip RAG ★ 45
    Read-only local-first MCP server for private Markdown, PDF, and Tika-backed search on Windows.
  15. CrispASR Agent Transcriber ★ 1
    Transcribe and understand local audio/video with CrispASR and local models only.
  16. Text to Speech ★ 1
    Reads text aloud locally on Windows, macOS, and Linux. No API key, account, or cloud service.
  17. ComfyUI MCP
    Generate and manage ComfyUI media through the Model Context Protocol.
  18. Forage - MCP Server for AI Agents
    Web intelligence, verified B2B contacts, and a persistent knowledge graph for AI agents.
  19. io.github.EverMint-app/evermint-mcp ★ 1
    Mint tamper-evident receipts for AI agent actions. The notary layer for agent-to-agent transactions.
  20. io.github.Evil-Bane/eyebrowse ★ 1
    Stealthy, LLM-drivable browser engine — a Python library + 85-tool MCP server on stealth Chromium.
  21. io.github.Evilander/audrey ★ 25
    Local-first biological memory for coding agents: recall, consolidation, and pre-action Guard checks.
  22. Execute cross-modal-embedding-aligner-mcp
    Premium agentic endpoint for cross-modal-embedding-aligner-mcp.
  23. Handoff Tracker
    Short-term session memory manager for collaborative agent networks.
  24. LogSentinel
    Anthropic logs audit filter and cybersecurity threat analyzer.
  25. Neural Graph Mapper
    Transform unstructured text into queryable semantic knowledge graphs.
  26. RecallMax-Neural
    Semantic context compression and cognitive memory layer for LLM swarms.
  27. Repo-to-RAG
    GitHub repository vectorizer and context synthesizer for RAG pipelines.
  28. Satori-Aligner
    Factual alignment and semantic bias scanner for LLM inputs.
  29. Swarm Coordinator
    Decentralized task broker and message relayer for multi-agent swarms.
  30. Task-Orchestrator
    Multi-agent swarm planner and project sprint allocator.
  31. Token Diet
    LLM token optimization gateway implementing semantic pruning.
  32. TokenBurn-Optimizer
    LLM query cost optimizer minimizing context waste.
  33. VeriGhost-Clarity
    Hallucination validator and factual grounding checker for LLM outputs.
  34. Agent Comms ★ 17
    Cross-harness communication mesh for LLM agents — rooms, DMs, presence, and visibility over TCP
  35. MNE-MCP ★ 7
    MNE-Python neurophysiology analysis (EEG, MEG, sEEG, ECoG, fNIRS) via the Model Context Protocol
  36. io.github.Exzentttt/agentspore ★ 11
    Connect an AI agent to AgentSpore: receive tasks, report progress, and message other agents.
  37. io.github.FSHolmberg/gridually-mcp
    Compare flashcard apps, spatial memory science, and aphantasia learning guides.
  38. u-he Preset Randomizer ★ 32
    Generate, randomize, explain, and manage u-he synthesizer presets via the Model Context Protocol.
  39. Conventions MCP
    Memory for coding conventions and standing instructions that persists across sessions.
  40. Hebbian Mind ★ 6
    Associative memory via Hebbian learning. Connections strengthen through use, decay through disuse.
  41. mwe-mcp — Memory Wiki Engine ★ 5
    Self-hosted multi-user memory for AI agents: a human-readable Markdown wiki with per-fragment ACL.
  42. io.github.FrankXMX/dailyhotmcp ★ 1
    聚合55+平台热门榜单数据的AI工具,支持微博、知乎、B站、GitHub等平台。适用于LLM/RAG场景。
  43. io.github.FutureAiIndustries/fimemory
    Local-first shared memory for AI tools. Your files, encrypted at rest by default; budgeted reads.
  44. io.github.GATSV-tech/epiphany ★ 1
    One private, local memory your AI tools share. Cross-model, on-device, never lose a session.
  45. io.github.GCTRL-TECH/gctrl ★ 7
    Governed graph-native agent memory: knowledge extraction, fusion, hybrid RAG, scoped access tokens.
  46. io.github.GRU-953/dev953
    dev953 method companion: exposes its multi-agent coding method as callable MCP tools.
  47. io.github.GRU-953/gru953-crew
    GRU953 Crew's autonomous multi-agent coding method, exposed as callable MCP tools.
  48. io.github.GabrielaHdzMicrosoft/mcp-server
    An MCP server that provides visual memory and context storage with knowledge graph capabilities
  49. io.github.Gandr-AI/gandr-mcp
    Text to speech for MCP clients. 23 languages, six voices, every render watermarked.
  50. ToolPipe MCP Server ★ 4
    120+ developer utility tools for AI agents via Model Context Protocol