How real projects configure their agents

44,969 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
remyxai/outrider studio.remyx.ai Coding-agent harness for continuous contribution — discovers, implements & validates your 26 Claude Code, Codex, GitHub Copilot, OpenCode 10 2,562 tok
WaveSpeedAI/wavespeed-cli wavespeed.ai WaveSpeed CLI — run any image, video, audio or 3D model from your terminal or coding agent 26 Claude Code 1 1,191 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 5,474 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
artemnovichkov/Octavo Native macOS replacement for calibre: syncs an ebook library to a Kindle over MTP and edit 26 Claude Code 1 5,343 tok
Njones17/AI-agent-master-cyber-skills-list The most comprehensive cybersecurity skill pack for AI coding agents — 741 skills spanning 26 Claude Code 1 3,089 tok
thomas-luebker/amimcp Let Claude work on a real Amiga — an MCP server plus a tiny AmigaOS daemon. Shell, files, 26 Claude Code 2 467 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 3,106 tok
justinwetch/Skill-RSI Skill RSI is a recursive self-improvement loop for Agent Skills, grounded in evals. Standa 26 Claude Code, Codex, OpenCode 2 780 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
goldspanlabs/optopsy-mcp Rust-based rewrite of Optopsy: An options backtesting engine exposed via Model Context Pro 26 Claude Code, GitHub Copilot 2 8,111 tok
camunda/skills camunda.com Camunda AI Agent skills 26 Claude Code, Codex, OpenCode 2 1,833 tok
marlinjai/email-mcp Unified MCP server for email access across Gmail, Outlook, iCloud, and IMAP 26 Claude Code 1 —
chadthornton/upnote-mcp Model Context Protocol server for Upnote integration 26 Claude Code 1 770 tok
wiggumdev/ralph Ralph Wiggum agentic loop TUI 26 Claude Code 1 265 tok
cgemise971/PropFirmEA Expert Advisor automatisé pour Prop Firms (FTMO, E8, FundingPips, The5ers) 26 Claude Code 1 2,488 tok
geobond13/fiction-forge galleys.ai Prose pattern scanner + MCP context server for editing AI-assisted novels. Detects 24 AI w 26 Claude Code 1 570 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
TakaGoto/rag-learning-academy A structured, multi-agent Claude Code learning environment for mastering Retrieval-Augment 26 Claude Code, Codex, OpenCode 47 3,532 tok
QmQsun/Bloomberg-MCP Enhanced MCP server for Bloomberg Terminal — BDP/BDH/BDS/BQL/TA with 18 tools, caching, an 26 Claude Code 1 5,154 tok
SamG-Coder/ThreeBrowserStudio LLM-first Three.js WebGPU scene and animation authoring with a persistent native viewport 26 Codex, OpenCode 1 397 tok
jmeyer1980/neurodivergent-memory A TypeScript-based MCP server implementing a memory system inspired by neurodivergent cogn 26 Claude Code, GitHub Copilot 3 1,325 tok
jagoff/memo memo-web-sigma.vercel.app Your coding agent starts every session with amnesia — memo fixes that, 100% on your machin 26 Claude Code 4 9,483 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 2,725 tok
zulip/zulipmcp windbornesystems.com Run AI agents in Zulip as @mentionable bots — or wire into any MCP client. 26 Claude Code 1 922 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
product-on-purpose/thinking-framework-skills product-on-purpose.github.io Evidence-graded, agent-executable thinking-method skills - 63 frameworks reduced to their 26 Codex, OpenCode 1 3,973 tok
ckorhonen/claude-skills cdd.dev A curated collection of skills for Claude Code and Codex — specialized capabilities across 26 Claude Code, Codex, OpenCode 2 801 tok
caelum29/calibre-mcp npmjs.com The most capable Calibre MCP server — full read/write tools plus multilingual semantic sea 26 Claude Code, Codex, OpenCode 2 1,936 tok
AstaBlackClove/posthive posthive.co Agentic social media scheduler to post on multi platforms with built-in MCP 26 Claude Code 1 4,257 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
allenzhong/career-craft A coaching-first Claude Code project for helping job seekers understand, practise, and imp 26 Claude Code 13 1,103 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
rod-moraes/mcp-auvp 26 Cursor 1 —
ericluo04/claude-academic-workflow Academic research workflow for Claude Code: 20 skills covering causal inference (DiD, RDD, 26 Claude Code 1 4,393 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 6,284 tok
raytone-lab/agentcanvas A visual UX configurator and scaffold generator for Agent frontends. 26 Codex, OpenCode 1 1,585 tok