How real projects configure their agents

45,012 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.

Building agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977

All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
kiseki-technologies/kiseki-labs-readwise-mcp A simple MCP server for Readwise 9 Claude Code 1 794 tok
yuji-hatakeyama/claude-code-perlnavigator Claude Code plugin for Perl language support via PerlNavigator LSP 9 Claude Code, Codex, OpenCode 1 354 tok
choi88andys/skills Claude Code skills and plugins collection 9 Claude Code 1 894 tok
choplin/jira-cli-mcp MCP server that wraps jira-cli to enable AI assistants to interact with Jira 9 Claude Code 1 1,138 tok
ChangooLee/mcp-kr-legislation A Model Context Protocol (MCP) server integrating the Korean Ministry of Government Legisl 9 Codex, Cursor, OpenCode 2 7,528 tok
Pearch-ai/mcp_pearch pearch.ai The most accurate people search API/MCP. Natural language in, high-quality candidates out. 9 Codex, OpenCode 1 88 tok
3KniGHtcZ/codebeamer-mcp 9 Claude Code 1 732 tok
j3k0/speech.sh Simple curl script to play aloud what you type, useful if your voice is suddenly broken. 9 Claude Code 1 514 tok
ZENG3LD/gate4agent Universal Rust wrapper for CLI AI agents (Claude Code, Codex, Gemini). PTY mirror and pipe 9 Claude Code 1 1,471 tok
xano-inc/xano-developer-mcp 9 Claude Code 2 —
0xHashy/fathom-fyi fathom.fyi Financial Reality for AI Agents — The FYI your agent needs before it acts. 9 Claude Code 4 605 tok
AbdumajidRashidov/mycop abdumajidrashidov.github.io 9 Claude Code 1 1,383 tok
vlad-ds/maccy-clipboard-mcp MCP server for accessing Maccy clipboard history on macOS. Search, retrieve, and manage yo 9 Claude Code 1 731 tok
florinel-chis/magento-graphql-docs-mcp A local STDIO MCP server that provides tools to search and retrieve Magento 2 GraphQL API 9 Claude Code 1 3,599 tok
grafana/grafana-ui-mcp-server An mcp server to allow LLMS gain context about grafana-ui component structure, usage and 9 Claude Code 1 34 tok
mrgoonie/vidcap-mcp-server An MCP server to extract Youtube captions and summarize videos 9 Claude Code, Codex, OpenCode 24 632 tok
sv/mcp-paradex-py app.paradex.trade Connect AI agents to the Paradex trading platform. Retrieve market data, manage accounts, 9 Claude Code 1 857 tok
serifcolakel/swagger-mcp-adapter TypeScript-based MCP server that integrates with Swagger/OpenAPI specifications to expose 9 GitHub Copilot 1 2,789 tok
nanobot-ai/blackjack blackjack.nanobot.ai Blackjack MCP Server 9 Claude Code 1 551 tok
snowild/redmine-mcp MCP (Model Context Protocol) server for Redmine integration 9 Claude Code 1 2,822 tok
j-shelfwood/obsidian-local-rest-api-mcp 9 GitHub Copilot 1 505 tok
hongsw/claude-agents-power-mcp-server npmjs.com MCP server for recommending and installing project-specific pair programming roles 9 Claude Code 7 205 tok
jiweiqi/fluent-mcp-server Ansys Fluent MCP server in python 9 Claude Code 1 19 tok
italia/dati-semantic-mcp italia.github.io MCP server per interagire con schema.gov.it 9 Claude Code 1 1,355 tok
bacoco/prompt-plus-plus-mcp 9 Claude Code 1 1,910 tok
WazzaMo/vecfs A local MCP server that provides a vector file store to give AI agents a long-term memory. 9 Codex, OpenCode 1 555 tok
qpiai/zoho-projects-mcp This is an mcp server for Zoho projects 9 Claude Code 1 1,251 tok
livetap/livetap Push live data streams into your AI coding agent. MQTT, WebSocket, file tailing → expressi 9 Claude Code 2 1,089 tok
et-do/myelin brain-inspired MCP for persistent efficient context across AI agents 9 GitHub Copilot 1 401 tok
qlitre/japan-tariff-mcp An MCP (Model Context Protocol) server for searching Japanese tariff rates by keyword. 9 Claude Code 1 454 tok
tomconte/codebox-ai A secure Python code execution service designed to integrate with LLMs like GPT and Claude 9 GitHub Copilot 1 911 tok
docentovich/chrometools-mcp MCP (Model Context Protocol) server for Chrome automation using Puppeteer. Persistent brow 9 Claude Code 1 2,168 tok
bun913/playwright-min-network-mcp A minimal network monitoring MCP tool for Playwright browser automation. **Just 3 simple t 9 Claude Code 1 703 tok
FujishigeTemma/typst-mcp 9 Claude Code 2 646 tok
rryan/tiddly-mcp Model Context Protocol (MCP) server for TiddlyWiki - enables AI agents to interact with yo 9 Codex, OpenCode 1 119 tok
lauragift21/mcp-server-workshop Cloudflare MCP Server Workshop 9 Claude Code 1 596 tok
moha-abdi/mitmproxy-mcp MCP server for mitmproxy -- analyze, intercept, and replay HTTP/HTTPS traffic through any 9 Codex, OpenCode 1 2,436 tok
backant-io/jerrycan jerrycan — the AI-native Rust backend platform: framework, CLI, and MCP server. https://je 9 Claude Code 1 —
AkbarDizaji/AgentRecall The initial .NET solution skeleton for a local-first memory and learning system for AI cod 9 Claude Code 5 4,662 tok
ascript-cn/ascript-mcp MCP server for Android/iOS/Windows automation — control real devices from Claude, Cursor, 9 Cursor 1 189 tok
linancn/tiangong-lca-mcp tiangong-lca-mcp 9 Codex, OpenCode 1 2,749 tok
yumeminami/git_mcp 9 Claude Code 2 3,013 tok
ABIvan-Tech/zvec-mcp 9 Codex, OpenCode 1 1,264 tok
blindpaylabs/blindpay-mcp blindpay.com Official BlindPay MCP server: stablecoin payouts, payins, quotes and receivers for global 9 Claude Code 1 4,016 tok
deejay-hub/salesforce-ada-agent-skills Salesforce agent skills to learn and make decisions 9 Claude Code, Codex, Gemini CLI, OpenCode 5 6,357 tok
kpritam/gremlin-mcp MCP server for Gremlin graph databases - Connect AI agents like Claude to TinkerPop, Nept 9 Codex, OpenCode 1 2,848 tok
Parsa-29/rs-mcp 9 Claude Code 1 1,823 tok
UvRoxx/midnight-agent-skills 9 Claude Code, Codex, OpenCode 2 947 tok
matheuswidder/Acervo-Agents-n-Skills 9 Codex, OpenCode 1 7,217 tok
lvcoi/solidJSkills A repo intended to be an mcp server for SolidJS Agentic Skills 9 Codex, Gemini CLI, OpenCode 2 534 tok