Knowledge & Memory MCP 服务
RAG, knowledge bases, documentation retrieval, memory, semantic search, and contextual recall.
Unifi
io.github.us-all
UniFi semantic-analysis MCP — fleet health, anomaly detection, cross-site analytics
Google Drive
io.github.us-all
Google Drive + Workspace MCP — Docs, Sheets, Slides, Shared Drives, Labels, Approvals, DWD
Redis Mcp
io.github.upstash
Run Redis commands and look up Upstash Redis Search docs against Upstash Redis over HTTP or TCP.
unerr
io.github.unerr-ai
Operational memory for AI agents: code graph, session memory & guardrails. No context rot.
KMP
io.github.underpass-ai
Local-first agent memory that preserves what happened, when and why
Mindpm
io.github.umitkavala
Persistent project memory for LLMs via SQLite. Never re-explain your project again.
Umbraco CMS MCP Dev
io.github.umbraco
A developer focused model context protocol (MCP) server for Umbraco CMS
Chirak Mcp
io.github.ufhouck
Model Context Protocol (MCP) Server for Chirak Sales & Inventory Assistant
Mem Context
io.github.turbyho
Temporal memory MCP server with LanceDB vector search, weight-decay scoring, and LLM consolidation
Partner Center Mcp
io.github.tunahanaliozturk
Unofficial Partner Center REST API knowledge & codegen assistant (scenarios, auth, errors).
Engram
io.github.tstockham96
Intelligent agent memory with automatic extraction, consolidation, and bi-temporal recall.
OMEM
io.github.troybrandonc-bit
Memory for AI agents that tracks beliefs over time and surfaces contradictions
Tribal
io.github.tribal-memory
Self-hosted semantic memory over MCP for an engineering team's tacit knowledge. Needs Postgres.
Apple TV MCP
io.github.trevor-nichols
Local MCP server for semantic Apple TV control with optional screenshots.
Total CMS
io.github.totalcms
Connect Claude to a self-hosted Total CMS site: search content, read docs, manage with an API key.
Mcp Adr Analysis Server
io.github.tosin2013
ADR drift detection, content safety, and decision memory for architectural decisions
Mnemoscope
io.github.toonight
Predict context rot, sign every agent write, tier reads. Markdown-native, 100% local.
Devrag
io.github.tomohiro-owada
Lightweight local RAG MCP server. 40x token reduction.
Cozo Memory
io.github.tobs-code
Local-first memory system for AI agents with hybrid search and graph reasoning
Mnemograph
io.github.tm42
Event-sourced knowledge graph memory for AI coding agents with semantic search
NeuroDock Cognitive Graph
io.github.tlennon-ie
A local typed-edge graph of people, projects, and decisions that externalises memory.
agentdocs
io.github.titov-d
Fresh, source-verified docs for building MCP servers and Claude agents, for AI coding agents.
Lacuna Research MCP
io.github.tiptreesystems
Search Lacuna's ML research graph for papers, directions, authors, venues, and hypotheses.
Tdai Memory Mcp
io.github.tinhien11
Local-first MCP memory server for coding agents. No API key, no cloud. SQLite + FTS5 + sqlite-vec.