How real projects configure their agents

43,786 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 agents7,720Claude Code6,662Data and AI3,665Backend and APIs3,500Languages3,396Planning3,238Git and workflow3,234Code review2,760Testing2,394Memory and context2,365Writing and docs2,333DevOps and cloud2,315Research2,289Frontend2,264Security2,036Project management1,736

All Claude Code31,986 Codex23,463 OpenCode22,407 GitHub Copilot3,565 Gemini CLI1,914 Cursor1,740 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
toomy1992/wealthfolio-mcp MCP Server For Wealthfolio 1 Codex, OpenCode 1 6,726 tok
dsouza-anush/browser-use-heroku Browser-use adapted for Heroku deployment with MCP integration 1 Claude Code 1 1,453 tok
Voxos-ai-Inc/clink-mcp-server-python clink.voxos.ai MCP server implementation for clink-mcp-server PyPI package. 1 Claude Code 1 1,051 tok
theepicsaxguy/opencollective-hetzner-mcp 1 Claude Code, Codex, OpenCode 2 4,832 tok
chrishart0/searchconsole-mcp MCP server for Google Search Console — query keywords, pages, sitemaps, and more from AI a 1 Claude Code 1 331 tok
wmoten/ice-puzzle-mcp 1 Claude Code 1 764 tok
hibukki/minecraft-mcp-server yuniko.software A Minecraft MCP Server powered by Mineflayer API. It allows to control a Minecraft charact 1 Claude Code 1 772 tok
geuneda/geuneda-mcp-unity Unity Editor MCP server — a plugin integrating AI IDEs such as Cursor, Claude Code, Codex, 1 Claude Code, Codex, OpenCode 2 4,202 tok
broisnischal/openapi-mcp dx.lexicon.website 1 Claude Code 1 700 tok
bhf/st-k8s sanjeev.pages.dev View and chat to your K8s cluster & application logs. K9s themed dashboard, REST API+MCP s 1 Claude Code, Codex, GitHub Copilot 5 1,022 tok
voidtype/slsk_mcp 1 Claude Code, Codex, OpenCode 2 581 tok
Mnehmos/mnehmos.open5e.mcp MCP server for Open5e D&D 5e API - query spells, monsters, classes with frontend URLs 1 Claude Code 1 1,027 tok
brainsparker/youdotcom-mcp-server Official You.com MCP Server 1 Claude Code 1 1,931 tok
pace8/mcp-wordpress instawp.com MCP Server for WordPress 1 Claude Code 1 1,688 tok
CodefiLabs/claude-desktop-skills-proxy MCP server that bypasses Claude Desktop sandbox network restrictions. Great to use with Cl 1 Claude Code 1 580 tok
khansabassem/cerebras-multi-mcp Multi-model Cerebras MCP server with per-call model selection for Claude Desktop & Claude 1 Claude Code 1 186 tok
project-nomos/nomos-slack-mcp projectnomos.dev MCP server that lets AI agents read and write Slack as you — not as a bot. No APP badge, n 1 Claude Code 1 897 tok
Mbogdan95/unity-indexer Unity Indexing MCP 1 Claude Code 2 756 tok
Colitify/slay-the-spire-copilot AI copilot for Slay the Spire powered by Claude Code — real-time strategic advice via MCP 1 Claude Code 1 368 tok
MaykeSN/Mochi mochi: CLI + servidor MCP pra rodar SQL em MySQL/MariaDB por apelido — mochi vendas "selec 1 Claude Code 2 —
willbohn/spider-mcp Model Context Protocol server for Spider Cloud web scraping API - LinkedIn profiles, anti- 1 Claude Code 1 846 tok
zhiganov/democracy-without-politicians-mcp Unofficial MCP server based on the Democracy Without Politicians book (Terry Bouricius, 20 1 Claude Code 1 927 tok
mp3wizard/figma-console-mcp Figma Console MCP - forked from southleft 1 Claude Code 3 415 tok
NathanNorman/claude-memory Local MCP server for persistent memory across Claude Code sessions 1 Claude Code 1 4,509 tok
the-single-gentlemans-club/storybook-mcp A Model Context Protocol (MCP) server for Storybook story generation, component analysis, 1 Claude Code, Codex, GitHub Copilot 5 2,141 tok
akopper/ollama-websearch-mcp MCP server for Ollama web search and web fetch APIs. Enables AI assistants like Claude Des 1 Codex, OpenCode 1 1,211 tok
thekingoffamily/Cursor-MCP-server-for-track-ai-agents-works 1 Cursor 1 814 tok
sapientsai/openfda-mcp-server 1 Claude Code 1 905 tok
feedback-loop-ai/mcp-ory-kratos An MCP server for Ory Kratos 1 Claude Code 1 2,340 tok
danduh/mcp-security 1 Claude Code, GitHub Copilot 2 418 tok
chunlea/screenshot-mcp A cross-platform MCP server for capturing screenshots. Designed for agent-based native app 1 Claude Code 1 602 tok
tjun1/mcp-confluence MCP for retrieving Confluence documents 1 Claude Code 1 770 tok
CheswickDEV/cairn Cairn - AI Context Continuity Engine. Local-private MCP server: context-zone warnings, fai 1 Claude Code 4 —
l4b4r4b4b4/portfolio-mcp Portfolio analysis MCP server powered by mcp-refcache - Comprehensive portfolio metrics, o 1 GitHub Copilot 1 709 tok
Navoren/leetcode-helper MCP server for Claude Desktop & Claude Code that provides LeetCode/DSA guidance, hints, co 1 Claude Code 1 266 tok
patrickdeanfox/zuar-portal-mcp MCP server that lets Claude create and manage Zuar Portal HTML blocks 1 Claude Code 26 416 tok
zarfld/presonus-studiolive-mcp MCP server using featherbear / presonus-studiolive-ap 1 Claude Code, Codex, GitHub Copilot, OpenCode 67 61,377 tok
skycaier/sky-windows-remote-executor MCP-native Windows remote execution service with Web UI and FastAPI 1 Claude Code, Codex, OpenCode 2 724 tok
lamenting-hawthorn/supermem Persistent AI memory: four-tier retrieval (SQLite FTS5 → graph → vectors → LLM agent) 1 Claude Code 1 1,952 tok
jordanburke/dakboard-mcp-server 1 Claude Code 2 1,159 tok
gian-reto/print-blocks gian-reto.github.io Print on ESC/POS thermal printers over HTTP or MCP. 1 Codex, OpenCode 1 1,654 tok
Iziedking/Agent-QA agentsqa.xyz A private, portable memory for AI agents. 1 Claude Code, Codex 17 —
mohsen-ahmed-pm/cdu-climate-peer-comparison-mcp Claude Skill + MCP server that generates climate peer comparison reports — emissions trend 1 Claude Code 1 1,146 tok
l4b4r4b4b4/yt-api-mcp YouTube MCP Server - FastMCP server for YouTube integration with intelligent caching via m 1 GitHub Copilot 1 708 tok
SilenceEchoLab/PhantomHand An extremely simple and lightweight browser-control engine designed for large language mod 1 Claude Code, Codex, OpenCode 2 1,517 tok
Kayforkind/book-guide-mcp Book Guide MCP — Ship improvements with books your agents can run. Playbooks, citations, S 1 Codex, OpenCode 1 585 tok
lefcgis/qgis-mcp QGIS MCP: bridge Claude AI and QGIS Desktop over the Model Context Protocol. Fork of nkara 1 Claude Code, Gemini CLI 2 5,925 tok
rrizwan98/lara-marketing-connector Lara Marketing Connector - remote MCP server (45 marketing skills + orchestration logic) f 1 Claude Code, Codex, OpenCode 2 35 tok
budhasantosh010/san-tech-yt-research-titles-scripts SanTech YouTube research, titles, and scripts MCP engine 1 Codex, OpenCode 1 848 tok
someshwarpatil/gemini-image-mcp Claude Code MCP server for generating & editing images with Google Gemini (Nano Banana / N 1 Claude Code 1 750 tok