How real projects configure their agents

24,785 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
mcpmux/mcp-mux mcpmux.com Configure MCP servers once, connect every AI client through a single local gateway 26 Claude Code, Codex, OpenCode 2 4,434 tok
arcprime-ip/patent-prompts 26 Codex, OpenCode 1 572 tok
arozumenko/sdlc-skills SDLC agents and skills for Claude Code, Cursor, Windsurf, Copilot 26 Claude Code, Codex, Gemini CLI, OpenCode 3 5,459 tok
Falkicon/Mechanic In-game development hub for World of Warcraft addon developers. Centralizes debugging, tes 26 Claude Code, Codex, OpenCode 29 4,737 tok
gromhacks/bonsai-ninja 🥷 Give your codebase a black belt. Local code intelligence, security analysis, and compil 26 Claude Code, Codex, OpenCode 2 6,225 tok
amyotoff/open-pipi Open-source, token-frugal agents for real teams — private memory, shared packs, your hardw 26 Claude Code, Codex, OpenCode 2 486 tok
bloom-directory/bloom bloom.directory Agent-native finance starts with your filesystem. 26 Codex, OpenCode 1 952 tok
gjsify/gjsify gjsify.org The full JavaScript ecosystem, native on GNOME 26 Claude Code, Codex, OpenCode 4 1,780 tok
johannesPettersson80/scena docs.rs Rust-native 3D scene-graph renderer for glTF/GLB, WebGPU/WebGL2, WASM, and headless render 26 Claude Code, Codex, OpenCode 17 8,457 tok
MattArtzAnthro/gephi-ai mattartz.me Extends Gephi with AI capabilities. Includes a Gephi plugin for graph analytics, an MCP se 26 Claude Code, Codex, Gemini CLI, OpenCode 3 2,932 tok
Elio-Liu/JoinQuant-QMT-Trader JoinQuant-QMT-Trader is a lightweight quantitative trading middleware that connects the Jo 26 Codex, OpenCode 1 8,882 tok
SAP/astonish sap.github.io Multi-tenant AI agent platform for teams: Studio, CLI, shared memory, reusable flows, gene 26 Claude Code, Codex, OpenCode 2 2,387 tok
camunda/skills camunda.com Camunda AI Agent skills 26 Claude Code, Codex, OpenCode 2 1,833 tok
giang6283623/minimal-vibe-coding-kit A lightweight, reusable kit of shared rules, skills, and agent/command prompts for AI-assi 26 Claude Code, Codex, OpenCode 3 2,420 tok
davisjam/model-based-agentic-software-engineering davisjam.github.io Book, website, and skills for MAGE: the Model-Based Agentic Software Engineering framework 26 Claude Code, Codex, OpenCode 2 28,697 tok
SamG-Coder/ThreeBrowserStudio LLM-first Three.js WebGPU scene and animation authoring with a persistent native viewport 26 Codex, OpenCode 1 397 tok
PranavNagrecha/AwesomeSalesforceSkills pranavnagrecha.github.io Salesforce AI skill library: 1,040 skill packages, 70 run-time agents and an MCP server th 26 Claude Code, Codex, OpenCode 2 6,875 tok
DeliciousBuding/codex-browser-bridge Expose the ChatGPT desktop app's browser bridge (formerly Codex Desktop) as an MCP server 26 Codex, OpenCode 1 2,159 tok
icoretech/warden-mcp x.com 🔐 Vaultwarden / Bitwarden MCP server for credential-aware AI agents 26 Codex, OpenCode 1 223 tok
desplega-ai/agent-fs agent-fs.dev A persistent, searchable filesystem for AI agents. 26 Claude Code, Codex, OpenCode 2 2,526 tok
marianfoo/sap-mcp-servers Monorepo for SAP MCP servers (API Hub, Road Map Explorer, SAP Notes) and their shared SAP 26 Claude Code, Codex, OpenCode 2 2,698 tok
SoMarkAI/skills AI skill for parsing PDF, images, Word & PPT into Markdown/JSON via SoMark API. Works with 26 Claude Code, Codex, OpenCode 2 3,859 tok
mikrotik-mcp/mikrotik-mcp mikrotik-mcp.usestrict.dev A Bun-native MCP server that turns one or more MikroTik routers into +980 tools your AI ca 26 Claude Code, Codex, OpenCode 34 4,769 tok
jondwillis/kuluu-ffxi A faithful, open-source FINAL FANTASY XI client — rebuilt in Rust + Bevy 26 Claude Code, Codex, OpenCode 24 8,777 tok
github/spec-kit-copilot Copilot-native integrations for Spec Kit across GitHub Copilot CLI, the Copilot App, and V 26 Codex, OpenCode 1 3,008 tok
LaohuAD/laohu-ai-visual runninghub.ai $0.047/s or ¥0.3/s seedance2 low price 26 Codex, OpenCode 1 8,377 tok
CWNU-Open-Source-Community/DeepSeekMeter macOS menu bar app that monitors your DeepSeek account balance & token usage in real time 26 Codex, OpenCode 1 3,490 tok
mahirozdin/alliswell Open-source, self-hosted productivity hub: tasks, projects, notes, urgent reminders and tw 26 Claude Code, Codex, OpenCode 9 2,069 tok
voidmatcha/e2e-skills voidmatcha.art Playwright and Cypress E2E testing skills for AI agents. Generate Playwright tests, review 26 Claude Code, Codex, OpenCode 2 6,280 tok
raytone-lab/agentcanvas A visual UX configurator and scaffold generator for Agent frontends. 26 Codex, OpenCode 1 1,585 tok
baizhiheizi/enjoy_player player.enjoy.bot 26 Claude Code, Codex, Cursor, OpenCode 52 2,221 tok
riesbri/dshline dshline.xyz Terminal-native frontend for DeepSeek Harness with real scrollback; a direct, in-process c 26 Codex, OpenCode 1 6,810 tok
vogellacompany/eclipse-mcp-server vogellacompany.github.io MCP server for Eclipse 26 Codex, OpenCode 1 9,589 tok
Dicklesworthstone/dwarf_fortress_mcp A semantic, transactional, replayable MCP control plane that lets autonomous AI agents ope 26 Codex, OpenCode 1 3,977 tok
takiAA/twitter-scraper-mcp Twitter/X MCP server for AI agents: search, timelines, threads and profiles via local twsc 26 Codex, OpenCode 1 276 tok
LBurny/cadpilot CADPilot is an MCP server that lets AI clients (ClaudeCode, OpenCode, DSH, ZCode) pilot Fr 26 Codex, OpenCode 1 23,210 tok
pengqianhan/codex-paper-figure-skill 26 Claude Code, Codex 2 —
DGatoM/DG-Claw DG Claw: instalador, painel com chat e agentes de IA em containers, no seu servidor. 26 Claude Code, Codex, OpenCode 2 2,992 tok
ODU33104/rive-mcp Free, editor-less MCP server for Rive: create, edit, inspect, render and live-preview .riv 26 Codex, OpenCode 1 341 tok
aotemiao/artemis An out-of-the-box Spring Cloud microservices foundation with built-in DDD/COLA layering, o 26 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,757 tok
geebos/v2ex-stats V2EX coin earnings visualization extension — makes your V2EX coin earnings easy to underst 26 Claude Code, Codex, OpenCode 2 74 tok
thomasnormal/codex-auto-continue Auto-continue utility for Codex + tmux 26 Codex, OpenCode 1 655 tok
loonghao/rez-next Experimental Rust rewrite of Rez package manager core components. Not for production use. 26 Claude Code, Codex, Gemini CLI, OpenCode 8 4,070 tok
0x7067/claude-jev Claude Code plugin: Jev for rule checks, verbatim compaction, and prompt routing 26 Claude Code, Codex, OpenCode 9 3,723 tok
AndreaGriffiths11/annotation-overlay Draw on your screen. Works over anything. 26 Codex, OpenCode 1 1,112 tok
wr/featherframe featherframe.app ESP32 e-paper frame that renders human-made 1800's art prints for the birds detected in yo 26 Claude Code, Codex, OpenCode 2 4,347 tok
cram2/cognitive_robot_abstract_machine cram2.github.io A cognitive architecture for the entire stack of robotics 25 Claude Code, Codex, OpenCode 3 5,439 tok
linmy666/madcop Your desktop AI partner that actually knows you. It watches the files you edit and the com 25 Codex, OpenCode 1 4,515 tok
publisher-skill/publisher Publish HTML frontend games to the AI Game MCP platform. 25 Codex, OpenCode 1 1,801 tok
Zulut30/Wordpress-skills Professional Agent Skill for building, auditing, testing, and releasing modern WordPress p 25 Codex, OpenCode 1 638 tok