Knowledge & Memory MCP Servers
RAG, knowledge bases, documentation retrieval, memory, semantic search, and contextual recall.
Open Registry Poc
io.github.NOTTIBOY137
PoC: Open Registry supply chain — unvetted server listing (security research)
Lossless Context Mcp
io.github.NORTHTEKDevs
Agent context flight recorder: restore after compaction, fan-out packs, signed git-bound receipts.
Genome
io.github.NORTHTEKDevs
Fully local memory for AI agents: zero-LLM ingest, semantic recall, air-gapped, auditable.
Dubstrata
io.github.MuzikayiseKhuzwayo
Dubstrata: Causal Financial & Narrative CDN providing Graph RAG & Deep Research Reports
Octocode
io.github.Muvon
AI-powered code indexer with semantic search and knowledge graphs
Octobrain
io.github.Muvon
Persistent memory for AI assistants with semantic search and knowledge graph relationships.
Sentinal Mcp
io.github.Musaraf-M
Redis health, BullMQ queue monitoring, memory analysis, and slow query diagnostics
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.
Clausely
io.github.MissPris2023
UK compliance documentation for the EU AI Act, Worker Protection Act 2024, and UK GDPR.