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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. State Memory MCP ★ 79
    Deterministic, persistent graph server for tracking workflow state, decisions, and blockers.
  2. Visual Memory MCP ★ 61
    Local visual UI cache for AI agents using perceptual hashing + CLIP to cut vision token use.
  3. Image Generation MCP Server ★ 1
    MCP server for AI image generation via OpenAI, Stable Diffusion (SD WebUI), or placeholders.
  4. io.github.pyalwin/codemesh
    Intelligent code knowledge graph for AI coding agents — 71% cheaper, 72% faster
  5. io.github.qmediat/gemini-code-context-mcp
    Gemini 2M context cache for Claude Code — persistent; repeat queries ~8x faster, ~4x cheaper.
  6. io.github.qso-graph/qsp-mcp
    QSP — relay MCP tools to any OpenAI-compatible local LLM (llama.cpp, Ollama, vLLM)
  7. Graqle ★ 32
    Graph-powered codebase reasoning, impact analysis, and governance tools over MCP.
  8. io.github.qwe4559999/scopus-mcp ★ 39
    A Model Context Protocol server for the Elsevier Scopus API
  9. emap — Euskadi hyperlocal mobility
    Basque Country hyperlocal mobility: ES/EU semantic search, routing, open-data POIs, peak-bagging.
  10. Lifestyle Medicine Knowledge
    Semantic search over a 200-chunk ACLM lifestyle medicine knowledge base.
  11. DocPull ★ 25
    Sync public web sources into cited context packs for AI agents, RAG, and MCP clients.
  12. io.github.raisiqueira/django-telescope ★ 111
    A Model Context Protocol (MCP) server for Django applications, inspired by Laravel Boost
  13. CLS++ Memory
    Cross-LLM persistent memory: store context once, recall it from any AI model.
  14. NervaPack ★ 1
    Offline codebase knowledge graph: 91% token reduction vs naive RAG, plus cross-session agent memory.
  15. NeuroStack ★ 47
    Token-efficient MCP memory for Markdown vaults. Tiered search, GraphRAG, AI memories.
  16. io.github.rapozoantonio/memorykit ★ 4
    Cognitive memory for AI coding assistants — persistent memory across sessions
  17. io.github.rarasAI/raras
    Disease Twin — Brazil's rare-disease knowledge graph (10,468) over MCP. Source-grounded, PT-BR.
  18. Adaptive Memory Graph
    Persistent memory for Claude via weighted, interconnected knowledge nodes.
  19. io.github.rastogivaibhav/llm-kosh ★ 1
    Local-first AI memory cartridge with persistent MCP memory for Claude via SQLite FTS5.
  20. io.github.ravi-labs/mindmap-mcp-server ★ 4
    Local-first memory & context-handoff across AI tools — capture in one, resume in another. No cloud.
  21. state-trace
    Bounded working memory for coding agents — typed nodes, current-vs-stale state, MCP-mountable.
  22. io.github.rbonestell/ap-mcp-server ★ 2
    Model Context Protocol (MCP) server for the Associated Press Media API
  23. io.github.rccola990-cloud/mcp-token-optimizer
    Cut LLM token costs: count tokens, estimate cost, slim prompts, and pick the cheapest capable model.
  24. io.github.rcgalbo/aichat
    Inter-agent communication for multi-agent Claude Code workflows.
  25. Tentra — Memory for AI Coding Agents ★ 5
    Memory for AI coding agents. Call graphs + refactor safety + persistent code context. 35 MCP tools.
  26. io.github.refgrow/mcp ★ 2
    Model Context Protocol server for Refgrow affiliate program management API
  27. Remembra — AI Memory Layer ★ 15
    Persistent AI memory with entity resolution, temporal knowledge graph & 11 MCP tools.
  28. Agentic Task System (ATS) ★ 11
    MCP server giving AI agents persistent task memory across TickTick, Notion, GitHub, Linear & Beads
  29. io.github.renl/meshimize-mcp ★ 1
    Meshimize: Q&A groups, messaging, group discovery, and agent-to-agent delegation
  30. io.github.replynodes/mcp ★ 3
    Connect AI agents to Replynodes over the Model Context Protocol.
  31. TMCRA Agent Memory
    Role-aware Agent memory with cross-session recall, durable writes, and multi-Agent project scope.
  32. io.github.retain-so/mcp-server ★ 1
    Model Context Protocol server for Retain: let AI agents query churn risk and act on retention.
  33. statlyte — live LLM pricing
    Live LLM pricing, context windows and model ids, read from each vendor's own page every 3 hours.
  34. Yaps Local Memory
    Search and safely manage your private local Yaps Markdown vault from MCP clients.
  35. io.github.rigour-labs/rigour ★ 26
    Quality gates for AI agents. Lint, test, build checks with memory persistence.
  36. io.github.riponcm/projectmem ★ 802
    Coding agent memory — one local MCP server for every project. Warns before repeating failed fixes.
  37. Audio Sonic MCP ★ 4
    Local-first audio analysis: BPM, musical key, production profile, and CLAP vibe embeddings.
  38. io.github.rishiatlan/claude-prompt-optimizer ★ 2
    Scores, compiles & optimizes prompts for any LLM. Zero AI calls inside. Freemium.
  39. Recite MCP
    Local MCP server for Recite receipt processing with ledger and memory tools.
  40. io.github.rjandino/zopaf
    Negotiation math engine. Pareto frontier, counteroffer generation, zero LLM tokens.
  41. io.github.rlawogh1005/green-mcp
    Measure a program's CPU energy and LLM tokens, then refactor it cheaper. Measure, never estimate.
  42. robo-cortex ★ 1
    Git-aware memory store for AI coding agents; memories are anchored to git blob hashes.
  43. Best AI Image Prompt MCP
    The best AI image prompt library online. Latest trending prompts copy & paste for GPT image 2,
  44. DeepSeek FR MCP
    Independent French workspace for evaluating DeepSeek-V3-class chat and DeepSeek-R1 reasoning.
  45. EarScribe MCP
    EarScribe is a browser-based transcription tool that converts audio to text on-device using OpenAI
  46. Flux-2 Online MCP
    Flux-2 Online is an online interface for the Flux 2 image generation model with prompt tuning and
  47. Gemini 3 Online MCP
    Gemini 3 Online is an online chat interface that lets users interact with the Gemini 3 model for
  48. Meigen AI MCP
    Meigen AI is a curated meigen ai image prompt library.
  49. Nano Banana 2 MCP ★ 1
    Nano Banana 2 exposes the Nano Banana 2 image generation model online with prompt presets and quick
  50. Nano Banana Pro AI MCP
    Nano Banana Pro AI image editor free online. Create, edit, and enhance images by Google Gemini AI