The AI movement's repository database

The best AI repositories

224 living projects — from agent frameworks to prompt-injection defense. Each comes with our own note: why it matters, who it is for and how to start in three steps.

Stars, forks and activity refresh daily via the GitHub API · updated October 6, 2026

repositories
224
categories
11
stars in total
11M
new stars in 30 days
+235K

Last 30 days

Growing fastest

The most new stars over the last 30 days.

Full growth ranking
Growing fastestRookie of the month

A skills set and methodology for coding agents: clarify the task, plan, write tests, then code. The agent works with more discipline.

296Kstars+15K in 30 dShell

firecrawl

firecrawl

Growing fastest

A service that turns any website into clean Markdown or structured data for models. It can search, scrape, crawl a whole site and even click through a page.

189Kstars+12K in 30 dTypeScript

microsoft

markitdown

Growing fastest

A small Microsoft utility that converts PDF, Word, PowerPoint, Excel and other files into Markdown that is easy to hand to a language model.

189Kstars+11K in 30 dPython

anomalyco

opencode

Growing fastest

An open coding agent for the terminal with a desktop app. It is not tied to one provider: plug in whichever models you have.

212Kstars+7.6K in 30 dTypeScript

github

spec-kit

Growing fastest

A toolkit for spec-driven development: principles and a spec first, then a plan and tasks, and only then code. Works with several coding agents.

140Kstars+7.1K in 30 dPython

openai

codex

Growing fastest

OpenAI's lightweight coding agent that runs in the terminal and works on your project's code. Written in Rust.

128Kstars+6.8K in 30 dRust

Categories

Agent frameworksFrameworks and orchestration: what agents and multi-agent systems are built from.23 repositoriesCoding agents & CLIAgents that write code in the terminal and editor, and the methods for working with them.21 repositoriesMCPThe Model Context Protocol spec, official SDKs and the best servers.20 repositoriesOpen models & inferenceOpen weights, local runs, fast inference and fine-tuning.38 repositoriesRAG & vector DBsSearch over your own data: document parsing, crawlers, vector databases, knowledge graphs.19 repositoriesEvals & observabilityHow to measure a model or agent and see what happens inside it.17 repositoriesPrompting & contextPrompts, structured output, skills and context engineering.16 repositoriesVoice, video, multimodalSpeech recognition and synthesis, voice agents, images and video.19 repositoriesAutomationNo-code workflows, browser and computer-use agents.15 repositoriesAwesome lists & learningCourses, books and awesome lists worth starting with.21 repositoriesSecurityPrompt injection, guardrails, red teaming and agent scanners.15 repositoriesMissing your favorite?Suggest a repository — we will review it and add it if it earns a spot.Suggest a repo →

Catalog

20 repositories

The largest community-curated list of MCP servers, sorted by category from databases to browsers. The place to look for an existing server before writing your own.

96Kstars+1.6K in 30 d17KCommit 9 days ago

modelcontextprotocol

servers

Reference MCP servers from the protocol team: memory, git, filesystem and more. A solid pattern for how a server is built and a ready set to start with.

91Kstars+1.1K in 30 d12KTypeScriptCommit 1 day ago

upstash

context7

Feeds fresh, version-specific library docs into the prompt so the model stops inventing outdated APIs. Works as an MCP server or through a CLI with a skill.

63Kstars+1.2K in 30 d3.1KTypeScriptCommit today

ChromeDevTools

chrome-devtools-mcp

Hands Chrome DevTools to an agent: network, console, performance, screenshots. The agent does not just click, it sees why a page is slow or broken.

53Kstars+2K in 30 d5.7KTypeScriptCommit today

A Playwright-based MCP server that lets an agent drive a browser through page structure rather than screenshots. Good for testing sites and automating web actions.

38Kstars+1.1K in 30 d3.2KTypeScriptCommit 7 days ago

GitHub's official MCP server: an agent reads repositories, issues and pull requests and works with them. Comes as a hosted version from GitHub and a local one in Docker.

33Kstars+743 in 30 d5.1KGoCommit today

oraios

serena

A toolkit for coding agents that works with code semantically: finds symbols and references and edits through language servers instead of rereading whole files. Saves context on large projects.

30Kstars+1.2K in 30 d2KPythonCommit today

PrefectHQ

fastmcp

A Python framework that hides the protocol plumbing: a decorated function becomes an MCP tool. The shortest path from idea to a working server.

28Kstars+494 in 30 d2.4KPythonCommit today

modelcontextprotocol

python-sdk

The official Python SDK for MCP, used to write both servers and clients. A server with a single tool fits in a couple dozen lines.

24Kstars+318 in 30 d4KPythonCommit 3 days ago

A free MCP course from Microsoft: from basics and security to first servers, with examples in C#, Java, JavaScript, Rust, Python and TypeScript.

17Kstars+274 in 30 d5.6KJupyter NotebookCommit 5 days ago

Gives a coding agent the structure of a Figma design: layers, spacing, colors. The code ends up closer to the design than it would from a screenshot.

16Kstars+216 in 30 d1.3KTypeScriptCommit 3 days ago

modelcontextprotocol

typescript-sdk

The official TypeScript SDK for MCP, split into server and client packages with optional adapters for Node, Express and Fastify.

14Kstars+203 in 30 d2.3KTypeScriptCommit today

modelcontextprotocol

inspector

A visual debugger for MCP servers: connect your server, browse its tools and call them by hand. Comes as a web UI, a CLI and a TUI.

11Kstars+214 in 30 d1.5KTypeScriptCommit today

mcp-use

mcp-use

A full-stack MCP framework: server, built-in inspector and deploy in one project. Can build UI views for tools that open inside ChatGPT and Claude.

11Kstars+164 in 30 d1.5KTypeScriptCommit 1 day ago

awslabs

mcp

A collection of open-source MCP servers for AWS: infrastructure, docs, data, AI services. Lets an agent work with Amazon's cloud in a controlled way.

9.8Kstars+116 in 30 d1.8KPythonCommit today

modelcontextprotocol

modelcontextprotocol

The source of truth for MCP: the specification, protocol schema and official docs. This is where the way models connect to tools and data gets defined.

9.4Kstars+270 in 30 d1.9KTypeScriptCommit today

Firecrawl's official MCP server: scraping, search and site crawling for an agent. Offers a hosted keyless free tier or a local run through npx.

7.6Kstars+170 in 30 d900JavaScriptCommit today

modelcontextprotocol

go-sdk

The official Go SDK for MCP, maintained together with Google. A server is built from `mcp.Server`, tools and a transport.

5.2Kstars+135 in 30 d569GoCommit 1 day ago

Notion's official MCP server: an agent searches, reads and edits pages and databases. Access follows the integration's permissions, so you can grant read-only.

4.7Kstars+56 in 30 d636TypeScriptCommit 15 days ago

supabase

mcp

Supabase's official MCP server: an agent manages projects, tables and SQL right from chat. Runs as a hosted server with login through your Supabase account.

2.9Kstars+51 in 30 d417TypeScriptCommit today

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