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.
- Lore Context ★ 4
Governed AI-agent memory, Evidence Ledger traces, evals, and portable context tools. - Dense Knowledge ★ 1
Local-first MCP memory server for persistent LLM knowledge with BM25 retrieval. - Toon Memory ★ 11
Offline persistent memory for AI coding agents — 35 tools, 80% fewer calls, no LLM - io.github.LuizEduPP/rememb ★ 4
Persistent memory for AI agents — local JSON, zero config, no server required. - io.github.LuuOW/meridian-skills
Routes AI tasks to dynamic LLM-generated skills via an orbital classifier. - io.github.Lyellr88/marm-mcp-server ★ 354
Universal MCP Server with advanced AI memory capabilities and semantic search. - io.github.Lykhoyda/ask-claude ★ 17
Bridge Codex and other MCP clients with Anthropic Claude Code CLI for read-only second opinions - io.github.Lykhoyda/ask-llm ★ 17
Unified MCP server for Gemini, Codex, Claude, Grok, Ollama, and Antigravity - io.github.Lykhoyda/ask-ollama ★ 17
Bridge Claude with local Ollama LLMs for private AI-to-AI collaboration — no API keys, fully local - io.github.MGM-FALCON/quelllm-mcp
MCP server for quelllm.fr: 190+ open-weights LLM catalog - list, compare, VRAM and cost estimates - OpenClaw Consensus
9-LLM consensus + disagreement scoring + cheapest-route picks to fight hallucinations. - ComfyUI Builder ★ 3
ComfyUI MCP server: knowledge base, workflow builder, real-time execution, models, plugins. - Pipe (SPR) MCP Server ★ 2
AI-native runtime with built-in MCP server. 232 builtins, AI pipelines, RAG, single ~8 MB binary. - Pipe Docs (SPR) MCP Server ★ 2
Docs + source RAG for Pipe language: semantic search, cited answers, code symbol lookup. - io.github.MagneticDogSon/fixflow
Collective memory for AI agents. One agent solves a bug — every agent gets the fix instantly. - fish-bridge — Session Knowledge Graph ★ 2
Compresses AI chat sessions into a typed knowledge graph. Local/offline via Ollama. - io.github.MarcelRoozekrans/memorylens-mcp ★ 10
MCP server for .NET memory profiling — in-process heap snapshots via EventPipe with leak heuristics - io.github.MarcellM01/tinysearch ★ 226
Self-hosted web research for MCP agents. - MarsNMe ★ 7
Agent-agnostic memory backend that preserves continuity between humans and AI over time. - io.github.MastadoonPrime/agent-memory
Persistent, agent-owned memory with encrypted storage and shared knowledge commons. - Yagami AI Context Firewall ★ 1
Govern model, retrieval, memory, and tool access for AI applications and agents. - io.github.MauriceIsrael/SmartMemory ★ 3
Neuro-symbolic memory for LLMs (POC) - Compartment ★ 586
Durable agentic memory, encrypted at rest. Fully offline: no network, no API key, no cloud. - io.github.MemoriLabs/memori-mcp ★ 2
Memori MCP server — persistent AI memory with recall and augmentation tools - Memphora ★ 3
Add persistent memory to AI assistants. Store and recall info across conversations. - PraisonAI ★ 9,051
AI Agents Framework with Self Reflection and MCP support - io.github.MetriLLM/metrillm ★ 7
Benchmark local LLM models — speed, quality & hardware fitness verdict from any MCP client - io.github.Mibayy/token-savior ★ 1,154
Structural codebase MCP server with persistent memory: navigate by symbol, recall across sessions. - io.github.Mibayy/token-savior-recall ★ 1,154
Structural codebase MCP server with persistent memory: navigate by symbol, recall across sessions. - io.github.Michael-WhiteCapData/ollama-handoff ★ 3
Offload cheap work from your AI agent to a local Ollama model, at zero cloud cost. - MidOS - MCP Community Library ★ 8
Curated knowledge for AI agents — 19K chunks, 121 skills, semantic search via MCP - MidOS - MCP Community Library ★ 8
Curated knowledge API for AI agents - skill packs, semantic search, validated patterns. - Memory Vault ★ 62
Local-first AI memory layer with hybrid search. Postgres + pgvector. Self-hosted, MIT. - io.github.Mikerichardmail/clarik-mcp-server ★ 1
Clarity and memory persistent workspace context manager for Claude. - MCP Gateway ★ 60
Universal MCP gateway with Meta-MCP discovery, routing, and REST API capabilities. - temporal-mcp ★ 3
Wall-clock awareness for LLM agents. Two tools: elapsed-time-between-turns + day rollover detection. - ChangePacket
Web and MCP change memory with native diff UI; later calls return only what changed. - GHOSBC Safety Gate
Agent governance with A2A/Shopify/MCP trust audits, action screening, and decision UI. - NodeRooms Discovery
Read-only NodeRooms Agent discovery, safety policy, public indexes, and arrival contract. - io.github.MkTurner74/botverse ★ 1
Transcode/conform/splice video, convert docs, transcribe audio for AI agents. Free $1 trial. - Mnemosyne OS ★ 13
Memory the human governs, on their own machine, plus what other coding agents here wrote. - Modellix Agent Canvas
Local MCP canvas for Modellix image generation, editing, task recovery, and visual project work. - CommitLore ★ 9
Git-native decision memory for coding agents: only the decisions still in force for the edited path - MemoCat — Shared AI Memory ★ 39
One shared, persistent memory across AI agents and systems, with semantic recall and live updates. - io.github.Morous-Dev/engram-cc ★ 1
Universal AI coding assistant memory — session handoff, SLM compression, and semantic retrieval. - io.github.MukundaKatta/agentcast ★ 1
Structured-output enforcer: extract and validate JSON from messy LLM text. - io.github.MukundaKatta/agentvet ★ 1
Validate tool-call args before execution. Returns LLM-friendly retry hints. - io.github.MukundaKatta/citecite-mcp
Inject, parse, and strip [N] citation markers in RAG outputs. - io.github.MukundaKatta/promptbudget-mcp
Token-budget-aware text handling: count, truncate, and chunk for LLM prompts. - io.github.MukundaKatta/ragdrift-mcp
Diagnose RAG drift: interpret scores, recommend thresholds, explain dimensions.