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Awesome Mcp Servers

A collection of MCP servers.

punkpeye/awesome-mcp-servers #ai #mcp

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List stars: 93,925
README repos: 3,492
Indexed repos: 840
List commits: 6,630
Forks: 15,540
Open issues: 3,787

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Latest scan 2026-09-03 10:49

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15 repos matching these filters.

Topic: rag

Latest repo push 2026-09-04

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devflowinc/trieve

All-in-one platform for search, recommendations, RAG, and analytics offered via API

Stack

Rust Actix Web Astro Axum Express Cargo Go modules npm

GitHub topics

#actix #actix-web #ai #artificial-intelligence #diesel #embedding

Updated: 2026-01-25
Lists: 2 list mentions
First commit: 2023-03-26
License: MIT
Issues: 3 open

2,712

stars

Forks: 251
Commits: 5,608 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

doobidoo/mcp-memory-service

Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.

AI dev

Stack

Python FastAPI pytest React npm PEP 517 uv

GitHub topics

#agent-memory #agentic-ai #ai-agents #autogen #claude #crewai

Updated: 2026-05-30
Lists: 2 list mentions
First commit: 2024-12-26
License: Apache-2.0
Issues: 13 open

1,902

stars

Forks: 288
Commits: 2,799 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

GitHub

agentic-box/memora

Give your AI agents persistent, collective memory — with deduplicating absorb, supersession lineage, semantic search, and a graph UI. Speaks MCP.

AI dev

Stack

Python pytest Starlette npm PEP 517

GitHub topics

#agent-memory #ai-agent #claude #claude-code #cloudflare-d1 #codex

Updated: 2026-08-22
Lists: 1 list mention
First commit: 2025-09-19
License: MIT
Issues: 2 open

695

stars

Forks: 74
Commits: 419 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

GitHub

Govcraft/rust-docs-mcp-server

🦀 Prevents outdated Rust code suggestions from AI assistants. This MCP server fetches current crate docs, uses embeddings/LLMs, and provides accurate context via a tool call.

Stack

Rust Axum Cargo

GitHub topics

#ai #ai-safety #caching #cargo #coding-assistant #context-aware

Updated: 2025-11-24
Lists: 1 list mention
First commit: 2025-03-26
License: MIT
Issues: 13 open

291

stars

Forks: 37
Commits: 78 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

GitHub

hannesrudolph/mcp-ragdocs

An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.

Stack

TypeScript npm

GitHub topics

#llm #mcp #mcp-servers #rag #vector-database

Updated: 2025-07-18
Lists: 1 list mention
First commit: 2024-12-12
License: MIT
Issues: Disabled

265

stars

Forks: 24
Commits: 16 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

GitHub

alibaizhanov/mengram

Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.

Stack

Python FastAPI pytest npm PEP 517 pip

GitHub topics

#agent-memory #ai-agents #ai-memory #claude-desktop #cognitive-architecture #cohere

Updated: 2026-07-30
Lists: 1 list mention
First commit: 2026-02-10
License: Apache-2.0
Issues: 27 open

185

stars

Forks: 27
Commits: 633 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

arthurpanhku/DocSentinel

MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks, compliance gaps, remediations.

Stack

Python FastAPI pytest React Tailwind CSS npm PEP 517 pip

GitHub topics

#ai-agent #compliance #document-parsing #fastapi #llm #mcp

Updated: 2026-08-19
Lists: 1 list mention
First commit: 2026-03-06
License: MIT
Issues: 10 open

stars

Forks: 9
Commits: 148 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

GitHub

decisionnode/DecisionNode

CLI + Local MCP - A shared structured memory store across Claude Code, Cursor, Windsurf, Antigravity, and every MCP client. Semantically queryable.

Stack

TypeScript Express React Tailwind CSS Vite npm

GitHub topics

#agentic-workflow #ai #anti-gravity #architectural-decisions #claude #claude-code

Updated: 2026-04-15
Lists: 1 list mention
First commit: 2026-04-05
License: MIT
Issues: 1 open

stars

Forks: 12
Commits: 42 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

connerlambden/bgpt-mcp

Scientific paper evidence search for ChatGPT, MCP, REST, Python, and AI agents.

AI dev

Stack

JavaScript Express npm

GitHub topics

#ai #ai-agents #arxiv #bioinformatics #evidence-synthesis #literature-review

Updated: 2026-07-06
Lists: 1 list mention
First commit: 2026-02-17
License: MIT
Issues: 4 open

stars

Forks: 9
Commits: 22 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

AliceLJY/recallnest

One memory, three terminals. Shared memory layer for Claude Code, Codex, and Gemini CLI — hybrid retrieval, session continuity, 43 MCP tools. Local-first, LanceDB-backed.

AI dev

Stack

TypeScript Express Bun npm

GitHub topics

#ai-agent #ai-memory #claude-code #codex #gemini #hybrid-retrieval

Updated: 2026-08-02
Lists: 1 list mention
First commit: 2026-03-03
License: MIT
Issues: 3 open

stars

Forks: 2
Commits: 363 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

GitHub

Destrayon/Connapse

Open-source, self-hosted knowledge backend for AI agents — hybrid search (vector + keyword), MCP server, 5 connectors, Docker-ready

AI dev

Stack

C# ASP.NET Core Entity Framework .NET SDK

GitHub topics

#ai #ai-agents #blazor #docker #document-management #dotnet

Updated: 2026-07-21
Lists: 1 list mention
First commit: 2026-02-04
License: MIT
Issues: 45 open

stars

Forks: 4
Commits: 424 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

GitHub

disco-trooper/apple-notes-mcp

MCP server for Apple Notes. Semantic search, full CRUD, works with MCP clients.

AI dev

Stack

TypeScript Bun npm

GitHub topics

#apple-notes #macos #mcp #rag #semantic-search

Updated: 2026-02-07
Lists: 1 list mention
First commit: 2026-01-08
License: MIT
Issues: 0 open

stars

Forks: 4
Commits: 112 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

GitHub

hanselhansel/context-cli

LLM readiness linter for websites. Audits robots.txt, llms.txt, Schema.org, and content density on a 0-100 scale. Includes MCP server. Published on PyPI: pip install context-cli.

AI dev

Stack

Python pytest Starlette PEP 517

GitHub topics

#agent-readiness #ai #cli #linter #llm #llms-txt

Updated: 2026-03-17
Lists: 1 list mention
First commit: 2026-02-18
License: MIT
Issues: 0 open

stars

Forks: 2
Commits: 330 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

GitHub

AIMLPM/markcrawl

Fast Python web crawler for RAG and AI ingestion. Extracts clean Markdown from any site for LLMs and vector stores.

AI dev

Stack

Python PEP 517 pip uv

GitHub topics

#ai-agents #anthropic-claude #data-extraction #gemini #ingestion-pipeline #llm

Updated: 2026-07-20
Lists: 1 list mention
First commit: 2026-04-04
License: MIT
Issues: 9 open

stars

Forks: 0
Commits: 234 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

GitHub

gogabrielordonez/mcp-ragchat

MCP server that adds RAG-powered AI chat to any website. One command from Claude Code. Local vector store, multi-provider LLM (OpenAI/Anthropic/Gemini). Zero cloud dependency.

Stack

TypeScript Express npm

GitHub topics

#ai #anthropic #chatbot #claude-code #cursor #embeddings

Updated: 2026-02-20
Lists: 1 list mention
First commit: 2026-02-20
License: Unknown
Issues: 0 open

stars

Forks: 3
Commits: 4 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

Activity

Default branch: main
Last pushed: 2026-09-01
GitHub updated: 2026-09-03
Created: 2024-11-30
First commit: -
Last scanned: 2026-09-03 10:49
Watchers: 44

Indexed repo mix

Repo stars: 1,449,010
Repo forks: 196,648
Active: 830
Archived: 10

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TypeScript (305) Python (295) JavaScript (110) Go (59) Rust (27) Java (9) C# (8) HTML (5) Kotlin (4) C (2) Shell (2) Dockerfile (1)

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