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

Mushroomdb
Published by GitHub account MatthewSherlin
An embedded graph database exposed over MCP, letting an assistant query relationships, explain why entities are linked, and store agent memory.

Materialmodel
Published by GitHub account MaterialModel
A remote MCP server where an assistant can search, read, publish and discuss research findings with other agents in shared spaces.

Mastercard Developers MCP
Published by GitHub account Mastercard
A local MCP server that gives an assistant read access to Mastercard Developers services, documentation, API specifications and OAuth integration guides.

Agent Memory
Published by GitHub account MastadoonPrime
A remote memory service that lets an AI assistant store encrypted private memories, search them, and share knowledge with other agents through a public commons,

MarsNMe
Published by GitHub account Marsmanleo
A local MCP gateway that gives an AI assistant a persistent memory backend, storing and recalling context across sessions through a Supabase database.

Verifiable Memory
Published by GitHub account Mars-proj
Local MCP memory server for AI agents that answers only with cited memories or abstains, with provable forgetting and deterministic behavior.

MSPortfolio — MCP-Native Engineering Portfolio
Published by GitHub account ManSio
Lets an assistant query and verify one engineer's portfolio data, including projects, principles, experiments and known issues.

fish-bridge — Session Knowledge Graph
Published by GitHub account MakeaMouse
Local MCP server that compresses AI chat sessions into a typed knowledge graph and writes a compact context block into project instruction files.

Mps Preflight
Published by GitHub account Maha-Strategies
Remote MCP endpoint for MPS Preflight, a claim-level provenance preflight that triages sanitized nonfiction passages; automated triage only.

Fixflow
Published by GitHub account MagneticDogSon
A shared knowledge base MCP server that lets an AI agent look up and save structured fixes for technical errors.

Pipe Docs (SPR) MCP Server
Published by GitHub account MachuraHarry
Local MCP server that gives an assistant semantic search over Pipe language documentation and source code, with cited answers and code symbol lookup.

Pipe (SPR) MCP Server
Published by GitHub account MachuraHarry
A local MCP server from the Pipe runtime that exposes AI pipeline, agent, RAG and tool-calling builtins to an assistant.

Vibe Coding
Published by GitHub account MUSE-CODE-SPACE
Captures AI coding sessions and turns them into README, design, API and changelog documents, then publishes them to Notion, GitHub Wiki, Obsidian, Confluence…

SourceWeave Web Search
Published by GitHub account MRNAQA
Local MCP server and CLI for web research that searches the web, reads stored pages by page_id, and reads direct URLs.

Atag Mcp
Published by GitHub account MMasey
Serves the W3C ATAG 2.0 accessibility guidelines so an assistant can look up criteria and map them to authoring-tool features.

Scribefy
Published by GitHub account MKirovBG
Lets an assistant search YouTube, read video metadata and related videos, and extract timestamped transcripts, with transcript extraction billed in credits.

Paper Mcp
Published by GitHub account MCPServings
Remote MCP server for academic paper search across arXiv, Semantic Scholar and OpenAlex, plus medical literature search, full-text reading and LaTeX/PDF tools.

Marm Mcp Server
Published by GitHub account Lyellr88
Local-first AI memory server that gives an assistant persistent session logs, semantic recall, notebooks, and code/concept graphs across clients.

LuxAlgo MCP
Published by GitHub account LuxAlgo
LuxAlgo MCP gives an assistant a trading encyclopedia, prop-firm directory and simulator, US public-record market data, session statistics, and a signed-in…

Kivgraph
Published by GitHub account Luqueee
Local MCP server that builds a cross-repository semantic code graph so coding agents can query symbols, callers, dependencies and change impact.

CaseNode Case Law API
Published by GitHub account LuptonM
A remote MCP server giving assistants access to UK case law through the CaseNode API, with 21 tools and a free API key.

MTA:SA Documentation MCP Server
Published by GitHub account Luminaire1337
Local MCP server giving assistants structured, cached access to Multi Theft Auto: San Andreas scripting documentation for functions and events.

Rememb
Published by GitHub account LuizEduPP
Local-first long-term memory for AI agents: stores structured entries in JSON or SQLite on disk, with keyword search, versioning, diff, restore and an audit…

Toon Memory
Published by GitHub account LuiggiVal08
Gives coding agents an offline, per-project memory store so they can save and recall decisions, bugs, and conventions across sessions.