How real projects configure their agents

31,986 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 agents7,699Claude Code6,660Data and AI3,668Backend and APIs3,501Languages3,399Planning3,231Git and workflow3,226Code review2,759Testing2,389Memory and context2,368Writing and docs2,333DevOps and cloud2,313Research2,290Frontend2,267Security2,038Project management1,731

All Claude Code31,986 Codex23,430 OpenCode22,372 GitHub Copilot3,564 Gemini CLI1,915 Cursor1,742 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
gaowenting0303/agent-resume An AI Agent engineering project for quickly reusing resumes for “one position, one resume” 1 Claude Code 1
Sho0pi/doomscroll-mcp 1 Claude Code 1 1,423 tok
spenserhale/atlassian-ai-toolkit AI-first SDK, CLI, and MCP server for Atlassian Jira and Confluence 1 Claude Code, Codex, OpenCode 2 513 tok
HelloThisWorld/open-mind Understand any unfamiliar codebase in an afternoon — a local, deterministic, source-tracea 1 Claude Code, Codex 1
lehre-labs/llmsdottxt-mcp Auto-discover llms.txt from your deps. Docs your agent can read. Zero setup. 1 Claude Code, Codex, OpenCode 5 1,435 tok
leonardoAB1/qucs-mcp MCP server for Qucs/uSimmics circuit simulation: enables agents to generate schematics, ru 1 Claude Code 1 2,032 tok
aliildan/cochrane-mcp MCP server for searching the Cochrane Library and fetching review/trial details. 1 Claude Code 1 2,384 tok
lijiatuk/dstools DeepSeek-V4 MCP toolkit: image understanding + deep research capabilities for DeepSeek mod 1 Claude Code 1 1,053 tok
dayainow/mind-guide-mcp 1 Claude Code 1 1,063 tok
thunderkds/easy-ui-mcp Provide the MCP can run on local to test the UI and push out the report. 1 Claude Code, Codex, OpenCode 6 3,977 tok
antonmadto/kicad-mcp MCP server to create, review, and export KiCad designs — with a Hartley/Phil's Lab design- 1 Claude Code 1 4,197 tok
sussdorff/timing-cli CLI and MCP server for Timing.app local activity data 1 Claude Code, Codex, OpenCode 3 2,152 tok
Rajbagus/rabbitorial-capcut-mcp Local MCP server for editing CapCut projects with an AI agent 1 Claude Code, Codex, OpenCode 2 1,540 tok
Caleb68864/darktable-mcp 1 Claude Code 1 877 tok
8z2wz746tv-png/Destiny_mcp Destiny 2 AI assistant powered by MCP 1 Claude Code 1 3,930 tok
philipxiaoxi/z-cli zspace private cloud command-line tool, supporting both CLI and MCP Server usage, providin 1 Claude Code 2 305 tok
luiz-santos-it/anki-mcp-addon MCP server exposing Anki as tools for Claude/LLM clients — in-process Anki add-on, no Anki 1 Claude Code, Codex, OpenCode 2 2,878 tok
dm1tryG/netgram The Telegram MCP that doesn't YOLO your account — permissioned, self-hosted Telegram acces 1 Claude Code 1 220 tok
CleanCod3Systems/creator-research-mcp 1 Claude Code, Codex, OpenCode 3 1,782 tok
codeforanchorage/esri-uc-mcp 1 Claude Code 1 1,154 tok
yyu0310/nccu-course-mcp MCP server for NCCU course listings (qrysub.nccu.edu.tw): search courses, check schedule c 1 Claude Code, Codex, Gemini CLI, OpenCode 3 1,284 tok
smart-vick/neuro-cube A 3D Rubik's Cube you solve with your attention — EEG-driven (Panda3D + BrainFlow), with a 1 Claude Code 4 3,581 tok
hulryung/jlcpcb-skill-mcp hulryung.github.io JLCPCB/LCSC part-suggestion MCP server + Claude Code skill: KiCad BOM analysis, tier/fee-a 1 Claude Code 1
jean-baptiste-tiple/mcp-template Template Tiple Method pour produits MCP-first — Next.js 15 + Supabase, serveur MCP dual-ho 1 Claude Code 3 4,780 tok
cubicecho/mcp-actual An MCP server for Actual Budget — expose your budget's accounts and balances to agents ove 1 Claude Code, Codex, OpenCode 2 1,795 tok
WLAN-Pi/wlanpi-mcp On-device MCP server for the WLAN Pi 1 Claude Code, Codex, OpenCode 2 3,850 tok
anshulbansod2/logseq-mcp 1 Claude Code 1
MrCherry/mcp-metacritic 1 Claude Code 1 2,590 tok
isaka1022/llm-browser-multicast-mcp Multi-LLM council discussion MCP server via browser automation 1 Claude Code 3
aranlucas/ai-shopping-mcp Kroger MCP server 1 Claude Code, Codex, OpenCode 3 110 tok
naporin0624/gpt-image-1-mcp naporin0624.github.io OpenAI gpt-image-1 MCP server with advanced image generation and editing capabilities 1 Claude Code 3 1,264 tok
SoftBacon-Software/mycelium-mcp Mycelium MCP — give Claude Code agents persistent memory, task management, inter-agent mes 1 Claude Code 1 1,393 tok
mandalito/StealthPay-MCP StealthPay MCP est un serveur MCP qui transforme un nom ENS en endpoint de paiement intel 1 Claude Code 10
Neschadin/askell-mcp MCP server for the Askell payment and subscription API (Bun + stdio) 1 Claude Code, Codex, Cursor 4
nikosavola/k-ruoka-mcp nikosavola.github.io MCP server for managing K-Plussa account's K-Ruoka (Finnish grocery) shopping cart from an 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,937 tok
yibei-wz/agent-review Local-first, auditable code review system for coding agents. 1 Claude Code, Codex 1
YoshitakaArakawa/tableau-mcp-apps-lab Experimental fork of tableau/tableau-mcp strengthening MCP Apps: EAS (OAuth 2.0 Trust) aut 1 Claude Code, Codex, OpenCode 3 4,582 tok
lakpriya1s/agent-rack npmjs.com MCP server that runs CLI AI coding agents (Claude Code, Codex, opencode, Antigravity) as s 1 Claude Code 3 6,117 tok
nacre-work/nacre nacre.work Self-hosted permission-aware context layer for agents. MCP + API. 1 Claude Code 8 43,437 tok
arnwaldn/agent-owl arnwaldn.github.io Cryptographic file integrity monitoring with OWL/RDF ontology and EU AI Act compliance for 1 Claude Code 1 1,120 tok
Sibo1505/obsidian-mcp-remote 1 Claude Code 1
aikadimsoy/kasa-mcp KASA MCP — a permission-brokered MCP server for agent memory. Local-first, encrypted at th 1 Claude Code, Codex, OpenCode 3 1,870 tok
danielbaldwin47/resolve-mcp 1 Claude Code 5 2,740 tok
zai-one/codex-mcp zai.one Unofficial Codex app-server MCP: coding tasks, goals, reviews and scheduled work from your 1 Claude Code, Codex 1
jackvaughanjr/jamf-platform-mcp-server 1 Claude Code 1 1,179 tok
francescofioredev/accreta A knowledge base your AI agent writes, maintains, and is held accountable for — with prove 1 Claude Code 9 1,565 tok
PainInTheNic/MCP-TrueNAS MCP server for monitoring and managing a TrueNAS SCALE/CORE box from Claude — 18 read-only 1 Claude Code 1
Goldwep/enfusion-workbench-mcp MCP server for Arma Reforger / Enfusion Workbench modding — 112 tools: project indexing, r 1 Claude Code 1 237 tok
JeetuSK0808/maryslab maryslab-nu.vercel.app Mary's Lab — a computational color science laboratory: 32 MCP tools, dual C++/TypeScript e 1 Claude Code 1 1,158 tok
Thomaspeel6/HomeStock Local-first household inventory for AI agents. One SQLite file, one MCP server, zero cloud 1 Claude Code 1 2,023 tok