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
kourdroid/OCRAgent Ironclad-OCR is an asynchronous invoice ingestion and extraction service built for vendor 23 Claude Code, Codex 8 —
balakumardev/perplexity-web-wrapper Use your existing Perplexity subscription with MCP - no API costs. Web wrapper + MCP serve 23 Claude Code, Codex, OpenCode 2 939 tok
jtvargas/SnipKey 23 Codex, OpenCode 1 7,751 tok
MidaTechnology/Situation-aggregation-monitoring A real-time global situation monitoring dashboard: aggregates multi-source news, market da 23 Claude Code, Codex, OpenCode 2 3,098 tok
re-cinq/wave re-cinq.github.io Multi-agent pipelines for AI-assisted development 23 Claude Code, Codex, Gemini CLI, OpenCode 29 4,733 tok
marianfoo/local-llm-client-for-sap-consultants-librechat This is fork of LibreChat to showcase the usage with MCP Server for SAP Data 23 Claude Code, Codex, OpenCode 2 1,742 tok
zish-rob-crur/nucleus-apple-mcp A macOS Model Context Protocol (MCP) server that acts as the central nervous system for yo 23 Claude Code, Codex, OpenCode 26 631 tok
bkuri/jesse-mcp Jesse trading framework MCP server for LLM agents 23 Claude Code, Codex, OpenCode 5 1,809 tok
andrelandgraf/fullstackrecipes fullstackrecipes.com A Shadcn registry and collection of production-ready patterns and step-by-step guides (rec 23 Claude Code, Codex, OpenCode 2 1,126 tok
DailybotHQ/deepworkplan-skill deepworkplan.com Turn any repository AI-first and run resumable, long-horizon Deep Work Plans with any codi 23 Claude Code, Codex, OpenCode 2 7,439 tok
Joe-rq/harness-lab A Harness Engineering practice framework inspired by OpenAI, gstack, and Tencent engineeri 23 Claude Code, Codex, OpenCode 16 5,580 tok
yideng966/LightAgent 23 Codex, OpenCode 1 19,455 tok
Consiliency/pmcp MCP Gateway - A meta-server for minimal Claude Code tool bloat with progressive disclosure 23 Claude Code, Codex, OpenCode 7 1,258 tok
dvoraknc/heatherbot Fully local, persona-driven AI companion bot for Telegram (Telethon) with optional Discord 23 Codex, OpenCode 1 4,021 tok
docxology/template doi.org Reproducible research publishing template for Python research projects: a declared pipelin 23 Claude Code, Codex, OpenCode 2 27,378 tok
petrludwig-collab/Agent2Telegram Connect a coding agent (Claude Code, Codex, Antigravity) to Telegram. Dependency-free, rob 23 Codex, OpenCode 1 1,286 tok
2dubu/liquid-glass Skill for iOS Liquid Glass - API references, code generation, migration guides, and troubl 23 Codex, OpenCode 1 850 tok
a-church-ai/church achurch.ai A digital sanctuary for human-AI fellowship. Prayers, practices, rituals, hymns, and philo 23 Claude Code, Codex, OpenCode 2 7,278 tok
RobithYusuf/mcp-camoufox MCP server for stealth browser automation via Camoufox — 100+ tools, npx install, anti-bot 23 Claude Code, Codex, OpenCode 2 5,849 tok
yeasy/AgentGo One step to enable best-practices for AI agents — drop into any project and enjoy the magi 23 Codex, OpenCode 1 5,798 tok
Intense-Visions/harness-engineering Mechanical constraints for AI agents. Ship faster without the chaos. 23 Claude Code, Codex, OpenCode 6 25,428 tok
smekai/taskplanner 23 Claude Code, Codex, Cursor, OpenCode 4 4,696 tok
yanchuk/claude-plugin-codex Codex plugin that lets Codex consult local Claude Code for advice, reviews, adversarial ch 23 Claude Code, Codex, OpenCode 2 540 tok
HexamindOrganisation/hexgate hexgate.ai Authorization infrastructure for AI agents - policy enforcement, signed WASM bundles, per- 23 Claude Code, Codex, OpenCode 9 625 tok
Komeiji-Shiki/Gray-Code VS Code AI coding assistant 23 Codex, OpenCode 1 4,002 tok
SkyShannonProver/shannon-prover skyshannonprover.github.io LLM agents that write machine-checked cryptographic proofs in EasyCrypt (arXiv:2607.02847) 23 Claude Code, Codex, OpenCode 4 2,814 tok
zapier/agent-skills skills.sh Agent skills for working with Zapier, maintained by Zapier teams. Indexed by skills.sh. 23 Claude Code, Codex, OpenCode 2 960 tok
arthjean/rust-doctor Your agent writes bad Rust. This catches it. 23 Claude Code, Codex, OpenCode 5 2,483 tok
PrithviSeran/hunch-mcp tryhunch.ca Drive your Mac focus-free over MCP: OS APIs, AppleScript, CDP, and Accessibility 23 Claude Code, Codex, OpenCode 2 5,325 tok
synthesisengineering/synthesis-skills Synthesis Skills — reusable AI agent skills built on the Agent Skills open standard. Insta 23 Claude Code, Codex, OpenCode 2 1,373 tok
jmix-framework/jmix-agent-toolkit jmix.io A collection of skills, guidelines and tools designed to help AI coding agents develop app 23 Claude Code, Codex, OpenCode 2 825 tok
siberiacancode/agent-skills skills.sh 🤖 ai skills 23 Claude Code, Codex, OpenCode 2 771 tok
howells/fiction Claude Code plugin for writing fiction — chapters, characters, outlines, critique, and edi 23 Codex, OpenCode 1 81 tok
adaptico/adaptico-os The go-to-market operating system for early-stage software products. AI marketing skills f 23 Claude Code, Codex, OpenCode 2 2,068 tok
rlrghb/olkcli Outlook in your terminal 23 Claude Code, Codex, OpenCode 2 6,473 tok
KCNyu/clawock kcnyu.github.io Stock investment and portfolio decision workflows for AI agents: Claude Code, Codex, OpenC 23 Claude Code, Codex, OpenCode 2 3,039 tok
jdguggs10/flaim flaim.app Fantasy Sports MCP Platform 23 Claude Code, Codex, OpenCode 5 1,329 tok
kpshinnik/docs_masked Local anonymization of documents before sending them to an LLM and restoration of the orig 23 Codex, OpenCode 1 612 tok
hby7921/BannerlordSage A Model Context Protocol (MCP) server for Mount & Blade II: Bannerlord. Gives AI agents ac 23 Codex, GitHub Copilot, OpenCode 2 1,480 tok
shuguang1994/project-blueprint Make any project AI-agent-ready in one command. Adaptive tech stack detection (7 languages 23 Codex, OpenCode 1 5,292 tok
marcusquinn/amazon-order-history-csv-download-mcp Download Amazon Order History As Orders & Items CSV files, plus simplified CSV file versio 23 Claude Code, Codex, Cursor, OpenCode, Windsurf 5 1,353 tok
mbeacom/adrkit adrkit.dev Machine-readable architecture decision records. Git-native decision memory and governance 23 Claude Code, Codex, GitHub Copilot, OpenCode 15 24,163 tok
fracturedring/renpy-mcp AI-friendly visual novel toolkit: a browser-based Ren'Py editor plus a 74-tool MCP server. 23 Claude Code, Codex, OpenCode 3 2,022 tok
ANFAIA/SkillNet Turns an organization's internal docs into a living learning system: AI agents generate co 23 Codex, OpenCode 1 2,570 tok
syv-ai/agentic-coding-playbook Syv.ai's agentic coding playbook 23 Claude Code, Codex, OpenCode 4 1,061 tok
tphakala/agy-mcp agy-mcp: Model Context Protocol (MCP) server for Google Antigravity CLI (agy) with async s 23 Codex, OpenCode 1 1,485 tok
pushery/wirekit wirekit.app Open-Source TALL stack UI components for Laravel Livewire, built with Tailwind CSS v4 and 23 Codex, OpenCode 1 734 tok
Luqueee/kivgraph kivgraph.dev A local MCP server for cross-repository semantic code intelligence in TypeScript and Go, b 23 Claude Code, Codex, OpenCode 10 10,057 tok
Chisiki1/objective-integrity-framework An outcome-first operating framework for reliable AI agent work. 23 Claude Code, Codex 1 —
SPYfighting/my-academic-skills Research skills for Claude Code, Codex, and OpenCode. 23 Claude Code, Codex, OpenCode 2 673 tok