Back to the catalog

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. contextweaver ★ 9
    MCP gateway: bounded tool shortlists + artifact-backed result firewall. Deterministic, no model.
  2. io.github.dhnpmp-tech/dcp-mcp
    Saudi sovereign AI compute: OpenAI-compatible inference, rent GPU pods, manage storage.
  3. io.github.digitamaz/clarvia
    AI agent tool discovery and scoring. Search 15,400+ MCP servers, APIs, and CLIs.
  4. kbdb
    A searchable second brain for AI agents: ranked keyword and semantic search over your Markdown.
  5. io.github.dioniipereyraa/memex ★ 6
    One searchable memory of your Claude.ai chats and Claude Code sessions, served over MCP.
  6. SearchForge ★ 2
    Free open-source web search and page reading for LLMs, AI agents, and RAG.
  7. io.github.dl-eigenart/agentshield-mcp
    Detect prompt injection, jailbreak, and social-engineering attacks in LLM agents.
  8. io.github.dnotitia/akb ★ 160
    Git-backed org memory for AI agents — hybrid search, tables, files & a URI graph over MCP.
  9. io.github.docdyhr/macwhisper-mcp-server ★ 2
    MacWhisper transcription for Claude Desktop. Fully local, no cloud, audio stays on your Mac.
  10. io.github.dohertykariann-code/kariops-pulse
    Track your brand's visibility in AI search across Claude, ChatGPT, Perplexity, and Gemini.
  11. io.github.dominiclachance/neurakeep ★ 6
    Local-first, source-cited memory for AI agents with proposal review, failure memory, and MCP tools.
  12. io.github.donggyun112/keymem ★ 3
    Associative key-graph memory for LLM agents — recall by association, not vector similarity.
  13. Mitos ★ 4
    Architectural decision memory for LLM-native workflows — markdown for humans, a graph for agents.
  14. io.github.dr12hes/engrm
    Shared memory across devices, sessions, and agents for OpenClaw, Claude Code, and Codex.
  15. io.github.drQedwards/pmll-memory-mcp ★ 15
    PMLL Memory MCP — persistent KV context memory and Q-promise deduplication.
  16. io.github.droidrun/mobilerun ★ 9,363
    Control real Android and iOS devices with LLM agents — tap, swipe, type, automate flows.
  17. io.github.dth0108/bies-guardian
    Deterministic sealed verdicts on public claims and startup ideas (0-LLM claim-safety guardian).
  18. io.github.dubuqingfeng/gitlab-mcp-server ★ 9
    GitLab MCP (Model Context Protocol) server for AI agents
  19. io.github.dumbspacecookie/openeye ★ 2
    Procedure verification for AR/XR with memory, visual sessions, and DPO trajectory export.
  20. Lians Agent Memory ★ 10
    Bitemporal memory for AI agents with point-in-time recall and tamper-evident audit history.
  21. io.github.ebenezer-isaac/llmconveyors ★ 1
    53 tools for LLM Conveyors: job hunting, B2B sales, ATS scoring, resume tools.
  22. Decompose ★ 10
    Decompose text into classified semantic units. Authority, risk, attention. No LLM.
  23. agenthold ★ 2
    Shared versioned state for multi-agent AI workflows
  24. io.github.egoughnour/massive-context-mcp ★ 1
    Handles 10M+ token contexts with chunking, sub-queries, and local Ollama inference.
  25. io.github.eidetic-works/nucleus
    Sovereign Agent OS — Persistent Memory, Governance & Compliance for AI Agents.
  26. JProfiler ★ 2
    Java profiling with AI agent integration. Profile CPU, memory, JDBC, HTTP and more.
  27. io.github.ejentum/ejentum-mcp ★ 16
    Reasoning, code, anti-deception, memory harness MCP tools. Stdio or HTTPS api.ejentum.com/mcp
  28. Memory Fabric ★ 2
    File-first, local-first MCP memory for AI coding assistants: Markdown + YAML, no vector DB.
  29. io.github.elephia/elephia
    Git for your AI's context: local-first, deterministic memory over MCP. An elephant never forgets.
  30. ellmos Homebase ★ 1
    Local-first LLM orchestration: memory, knowledge, state, routing, swarm, API discovery, plugins.
  31. URL to Clean Markdown for LLMs & RAG
    Fetch URLs and return clean Markdown for RAG — nav, ads and boilerplate stripped.
  32. io.github.elyngved/failmodes
    MCP server for the Fail Modes taxonomy — a knowledge base of AI system failure modes
  33. nb-mcp-server ★ 1
    MCP server wrapping the nb CLI for LLM-friendly note-taking
  34. io.github.eralpozcan/vision-squeezer ★ 2
    Cut vision-LLM token costs by snapping images to tile boundaries — Claude, GPT, Gemini, Llama, Qwen
  35. SkillFM LLM Cost Optimizer
    LLM cost optimizer for OpenAI, Anthropic, token usage, BYOK, and SkillFM Beacon audits.
  36. io.github.es617/dbgprobe-mcp-server ★ 10
    Let AI agents interact with debug probes — connect, flash, read/write memory, and reset.
  37. io.github.evan-moon/memex ★ 3
    Local-first second brain with semantic search. Markdown notes indexed by a local ML model.
  38. Preflight
    Check if your MCP server is ready to publish on the MCP Registry, Smithery, or npm.
  39. Agentic Commerce Tools
    7 free tools: MCP health scans, AI-readiness scores, llms.txt generator, glossary, indexes.
  40. Nuzo Memory ★ 2
    Local-first, auditable memory for MCP-compatible AI agents with explicit writes and SQLite storage.
  41. Speech AI - Pronunciation, STT & TTS ★ 2
    Pronunciation scoring, speech-to-text, and text-to-speech for language learning
  42. io.github.faulkj/legion ★ 1
    MCP-native LLM councils for debates, juries, blind panels, refinement, and custom deliberation.
  43. io.github.felixAnhalt/Figma-Context-MCP ★ 5
    LLM-optimized Figma MCP server.
  44. io.github.felixAnhalt/figma-to-code-mcp ★ 5
    LLM-optimized Figma MCP server.
  45. Alchemy ★ 1
    Serves the Alchemy writing ruleset to any agent, so its prose loses the usual LLM tells.
  46. Agentverse Memory
    Graph-native persistent memory for AI agents — 33 MCP tools, zero-LLM writes.
  47. Voice Transcriber MCP Server
    MCP server for transcribing Google Chat voice messages using Groq Whisper API
  48. io.github.fieldcure/assiststudio-runner ★ 1
    Windows-only headless LLM task automation engine with scheduling via Windows Task Scheduler.
  49. io.github.fieldcure/essentials
    Essential MCP server: HTTP, web search, downloads, Wolfram|Alpha, shell, JS, file I/O, memory.
  50. io.github.fieldcure/rag
    MCP RAG server with hybrid search, multi-KB support, and AI-powered chunk contextualization.