Knowledge & Memory MCP 服务
RAG, knowledge bases, documentation retrieval, memory, semantic search, and contextual recall.
Aurora Agent
io.github.MurariAmbati
FIBER decision-context compiler with honest omission accounting: 259 evidence-bearing MCP tools.
Ragmetric Mcp
io.github.MukundaKatta
RAG retrieval IR metrics: recall@k, hit@k, MRR, NDCG@k, evaluate_batch.
Ragdrift Mcp
io.github.MukundaKatta
Diagnose RAG drift: interpret scores, recommend thresholds, explain dimensions.
Citecite Mcp
io.github.MukundaKatta
Inject, parse, and strip [N] citation markers in RAG outputs.
Agentfit
io.github.MukundaKatta
Token-aware message truncation: fit a chat history into your model's context budget.
Engram Cc
io.github.Morous-Dev
Universal AI coding assistant memory — session handoff, SLM compression, and semantic retrieval.
Montycat MCP - Shared Memory for AI Agents
io.github.MontyGovernance
Shared, persistent memory for AI agents, with semantic recall and live updates.
MemoCat — Shared AI Memory
io.github.MontyGovernance
One shared, persistent memory across AI agents and systems, with semantic recall and live updates.
CommitLore
io.github.MongLong0214
Git-native decision memory for coding agents: only the decisions still in force for the edited path
Molecare Mcp
io.github.MoleCare
Educational dermatology knowledge and mole tracking. No credentials needed. Not a medical device.
karst
io.github.Moin105
Code context for AI dev tools: pack-scoped, cited code retrieval over MCP.
TinyFish Guided Research
io.github.MohdSaleh
Auditable deep-research MCP server powered by TinyFish Search and Fetch.
Linux MCP
io.github.Mohabdo21
Linux MCP server for real-time system monitoring - CPU, memory, disk, network, processes, Docker.
Mdma
io.github.MobileReality
MCP server for MDMA — exposes spec, prompts, docs, and package metadata to AI assistants.
Mnemosyne OS
io.github.Mnemosyne-OS
Memory the human governs, on their own machine, plus what other coding agents here wrote.
Botverse
io.github.MkTurner74
Transcode/conform/splice video, convert docs, transcribe audio for AI agents. Free $1 trial.
Kilonova MCP
io.github.MilnaOS
Persistent local knowledge for AI coding agents with structured records, search, and DOT context.
Clarik Mcp Server
io.github.Mikerichardmail
Clarity and memory persistent workspace context manager for Claude.
Memory Vault
io.github.MihaiBuilds
Local-first AI memory layer with hybrid search. Postgres + pgvector. Self-hosted, MIT.
MidOS - MCP Community Library
io.github.MidOSresearch
Curated knowledge for AI agents — 19K chunks, 121 skills, semantic search via MCP
Token Savior Recall
io.github.Mibayy
Structural codebase MCP server with persistent memory: navigate by symbol, recall across sessions.
Token Savior
io.github.Mibayy
Structural codebase MCP server with persistent memory: navigate by symbol, recall across sessions.
Memphora
io.github.Memphora
Add persistent memory to AI assistants. Store and recall info across conversations.
Memori Mcp
io.github.MemoriLabs
Memori MCP server — persistent AI memory with recall and augmentation tools