Knowledge & Memory MCP 服務
RAG, knowledge bases, documentation retrieval, memory, semantic search, and contextual recall.

Outflow Mcp
io.github.laurells
MCP server exposing an Outflow workspace's live architecture graph as context for AI coding agents

Memharness
io.github.las7
Bi-temporal, provenance-carrying long-term memory for AI agents, in one SQLite file.

Unlinked
io.github.larsbaunwall
MCP server that brings your LinkedIn professional profile and experience into your context.

Deadzone
io.github.laradji
Local-first MCP server: semantic search over library docs. No cloud, no API key, no telemetry.

Banyan Memory
io.github.labacacia
Persistent, governed local memory for MCP-compatible AI clients.

Sage
io.github.l33tdawg
Persistent, consensus-validated institutional memory for AI agents. Runs locally.

Agence
io.github.l-agence
AI governance MCP server — policy enforcement, skills, memory, multi-LLM consensus

True Memory Fragments
io.github.kyle641320
Detect stale source context and retain traceable code-chain understanding for AI coding agents.

Claudex
io.github.kunwar-shah
Persistent memory + FTS5 search MCP server for Claude Code conversation history.

Kubeleash
io.github.kubeleash
Kubernetes MCP server with RBAC-style, context-scoped guardrails for AI agents.

Echocache
io.github.kskurtveit
MCP server caching expensive LLM responses: HTTP-style freshness plus semantic recall.

Agentpedia Mcp Server
io.github.ksaslam311
Search, discover, and contribute to AgentPedia - the knowledge base for AI agents.

Fetchmux
io.github.krutftw
Self-hosted retrieval router for AI agents: budgets, provider routing, route receipts.

tokencast
io.github.krulewis
Pre-execution cost estimation for LLM agent workflows with calibration learning

Mini Data Engine Runtime Copilot
io.github.kroq86
MCP runtime copilot for health checks, regressions, explainability, and operational memory.

Krimto
io.github.krimto-labs
Memory for AI coding agents — markdown in your own git, not a vendor database. Apache-2.0.

Ragalgo
io.github.kokogo100
Dynamic RAG Engine preventing AI hallucinations in Korean Finance and Crypto markets.

Esa Mcp Server
io.github.koki-develop
A Model Context Protocol (MCP) server for esa.io

Reverie
io.github.knowall-ai
Graph memory that dreams: Neo4j knowledge-graph memory for AI agents with hybrid search

Silica Core
io.github.kiycoh
Retrieval over the folder the session opened: files, search, read, code_pack, write_note.

Handoff
io.github.kirill-sviridov
Cross-session memory for Claude over MCP — prioritised briefs, supersession, cross-project recall.

Context Proxy
io.github.kira-autonoma
MCP proxy that lazy-loads tool schemas to cut context token overhead by 6-7x

Agent Memory Mcp
io.github.kira-autonoma
Agent memory MCP server with provenance tracking, decay-weighted recall, and feedback loops.

memex
io.github.kioie
Local MCP memory for coding agents. SQLite on your machine — preferences persist across chats.