Knowledge & Memory MCP Servers
RAG, knowledge bases, documentation retrieval, memory, semantic search, and contextual recall.
Rpg Encoder
Published by GitHub account userFRM
Builds a semantic graph of a local codebase so an assistant can search, explore, and plan changes by intent instead of grepping files.
UseMyContext.ai
Published by GitHub account usemycontext
Remote MCP server that gives an AI assistant a user-curated personal profile and their own files, with meaning-based document search and exact table queries.
Kaval
Published by GitHub account usekaval
Kaval checks the facts an AI agent's action depends on and returns ALLOW, REVIEW or BLOCK with a signed receipt, via a thin client over the hosted Kaval API.
fastCRW
Published by GitHub account us
Remote web scraping and search service for AI agents: turn URLs into markdown or structured JSON, crawl sites, map URLs and run web searches.
CRW Web Scraper
Published by GitHub account us
Open-source web scraper that gives an AI assistant tools to scrape, crawl, map, search and extract content from websites as markdown or structured JSON.
Openmetadata
Published by GitHub account us-all
An MCP server for OpenMetadata that lets an assistant search, read, create and update metadata, lineage, glossaries, data quality and data contracts.
Irrational
Published by GitHub account urbanmorph
A remote MCP server that gives an assistant a 22-bias catalogue and an adversarial prompt for auditing decisions for cognitive biases.
Redis Mcp
Published by GitHub account upstash
A local MCP server that lets an assistant run Redis commands on Upstash Redis over HTTP or TCP and look up Upstash Redis documentation.
Context7
Published by GitHub account upstash
Fetches current, version-specific documentation and code examples for libraries, frameworks and APIs into the assistant's context.
mail-index
Published by GitHub account unsoldgroup
Local-first, read-only MCP server that indexes your Gmail so an assistant can search, summarize and recall across your whole mailbox.
Vessel Browser
Published by GitHub account unmodeled-tyler
A local, human-visible Chromium browser that exposes MCP tools so an assistant can read pages, fill forms, extract data and run supervised browsing tasks.
unerr
Published by GitHub account unerr-ai
A local MCP server that gives AI agents operational memory: a code graph, session memory and guardrails, aimed at keeping context from degrading.
KMP
Published by GitHub account underpass-ai
Local-first memory for coding agents that stores decisions, their evidence and when they happened, so a later session can ask why instead of re-deriving it.
Mindpm
Published by GitHub account umitkavala
Local MCP server that gives AI coding agents a SQLite-backed project memory for tasks, decisions, notes and sessions, plus a Kanban board.
Agent Commons
Published by GitHub account ukmgranger
A public, machine-first commons where an assistant can search, read and contribute structured findings and open research questions.
AGZ Rust MCP
Published by GitHub account ugur-murat-alt
Local MCP server for Rust development: inspect Cargo workspaces, search source, run checks, tests and binaries, and get compiler-grounded diagnostics.
AGZ Rust Coder
Published by GitHub account ugur-murat-alt
A local stdio MCP server that gives an assistant bounded Rust correctness tools built on Cargo, rustc and Rust Analyzer, without writing workspace source.
Review Assist Mcp
Published by GitHub account uditk2
Turns an AI coding session into a validated Intent Document: reads the diff and transcript, runs a two-role author/reviewer interview, and writes .intent/…
Mcp Regulated Ai Compliance
Published by GitHub account uchit
A local MCP server that gives an assistant an embedded knowledge base of AI compliance controls, anti-patterns, playbooks and framework crosswalks across 28 AI,
Aipatterns Mcp Server
Published by GitHub account uchit
A local MCP server that gives assistants searchable access to a library of Australian enterprise AI patterns, incidents, sector benchmarks and regulatory notes.
Mkdocs Mcp
Published by GitHub account ubaumann
An experimental MkDocs plugin that runs a local MCP server exposing a MkDocs project's documentation pages as resources for an assistant.
Testrail Mcp Server
Published by GitHub account uarlouski
Local MCP server that connects an AI assistant to TestRail so it can browse projects, manage test cases, run tests, record results and upload attachments.
Agentic.ai Directory
Published by GitHub account u00dxk2
A read-only remote MCP server for an independent directory of agentic AI tools, letting an assistant search, browse, compare and get recommendations.
Obsidian MCP Server
Published by GitHub account tylern91
Lets an assistant read, search, edit, and organize notes in a local Obsidian vault directly on the filesystem, without Obsidian running.