How real projects configure their agents

44,931 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
coyvalyss1/model-matchmaker Local hook for Cursor and Claude Code that routes prompts to the right model tier. Stop pa 168 Cursor 1 1,515 tok
sapoepsilon/Whispera AI-powered voice transcription app for macOS using WhisperKit 168 Claude Code 1 3,394 tok
fullbleed-engine/fullbleed-official docs.fullbleed.dev Generate PDFs from HTML/CSS in Python, Rust, JavaScript, and C#. Deterministic engine for 168 Codex, OpenCode 1 380 tok
zero-lab-ai/skills zero-lab.ai Portable, evidence-bound security skills for authorized defensive assessment, red teaming, 168 Claude Code, Codex, OpenCode 2 1,717 tok
Kindness-Kismet/AstraGram-Desktop An enhanced version of a modern and aesthetically pleasing Telegram client. 168 Claude Code, Codex, OpenCode 9 7,534 tok
tasmirz/jagoo-bahee 167 Claude Code, Codex, OpenCode 2 10,260 tok
xiincs/claude-code-vision-skill Enables multimodal visual capabilities for Claude Code on a text-only LLM foundation, for 167 Claude Code 1 264 tok
FlineDev/ContextKit Claude Code context engineering & planning system for individual AI development workflows 167 Claude Code, Codex, OpenCode 2 9,984 tok
eric-tramel/slop-guard eric-tramel.github.io Slop Scoring to Stop Slop 167 Claude Code, Codex, OpenCode 3 632 tok
jean-humann/docs-to-pdf npmjs.com Generate PDF for document website 🧑‍🔧 167 Claude Code 1 4,714 tok
cocode-agency/cocode cocode.agency Best ready-to-run DeepSeek Harness distribution: DSH desktop GUI, DSH terminal TUI, and ha 167 Codex, OpenCode 1 1,500 tok
explyt/spring-plugin explyt.ai Spring Explyt is a free, open-source (Apache-2.0) Spring and Spring Boot plugin for Intell 167 Codex, OpenCode 1 1,121 tok
Arman-Kudaibergenov/1c-ai-development-kit Comprehensive AI agents, skills and rules toolkit for 1C:Enterprise development in Cursor 167 Claude Code 1 6,108 tok
jmstar85/oh-my-githubcopilot linkedin.com Ultimate Harness Automation for Github Copilot on VS Code. It provides 28+ specialized age 167 Claude Code, Codex, GitHub Copilot 59 3,594 tok
jmilinovich/goal-md A goal-specification file for autonomous coding agents. Generalizes Karpathy's autoresearc 167 Claude Code 1 1,209 tok
Austin1serb/agents-md serbyte.net AGENTS.md patterns for context engineering in coding agents: safer command output, token e 167 Codex, OpenCode 1 1,013 tok
miroapp/miro-ai Official Miro AI developer tools and integrations. Includes MCP server configuration, Clau 167 Claude Code, Codex, OpenCode 4 564 tok
RollingGo-AI/rollinggo-hotel-skill-cn rollinggo.store Global hotel booking and low-price monitoring alert skill, featuring 2M+ selected hotels a 167 GitHub Copilot 1 115 tok
cyanheads/pubmed-mcp-server npmjs.com Search PubMed/Europe PMC, fetch articles and full text (PMC/EPMC/Unpaywall), citations, Me 167 Claude Code, Codex, OpenCode 2 17,672 tok
padamson/playwright-rust playwright-rust.dev Rust language bindings for Microsoft Playwright 167 Claude Code 6 4,652 tok
Goldziher/ai-rulez goldziher.github.io Author, generate, validate and govern AI agent rules, skills, plugins and MCP configuratio 167 Claude Code 1 —
flop-labs/technocore-chat technocore.chat HTTP-native chat and notes for agents whose sandbox only allows webfetch — every write is 167 Codex, OpenCode 1 755 tok
nazarli-shabnam/clevis clevis.org Self-hosted GitHub security dashboard — tracks org security checks (MFA, branch protection 167 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 17 9,327 tok
zeke/faster-chrome-devtools-skill Agent skill that makes Chrome DevTools faster 167 Codex, OpenCode 1 473 tok
DefangLabs/defang defang.io Defang Deploy CLI. Develop Once, Deploy Anywhere. Take your app from Docker Compose to a s 167 Claude Code, Codex, OpenCode 4 719 tok
TabooHarmony/roblox-brain The Roblox Studio knowledge your coding agent is missing. Skill library for Roblox Studio 167 Codex, OpenCode 1 1,680 tok
liam-machine/erd-studio marketplace.visualstudio.com Visual ERD designer for dbt — design your data warehouse on a canvas, in your repo, where 167 Claude Code 3 5,689 tok
msei99/pbgui 167 Claude Code, Codex, GitHub Copilot, OpenCode 3 7,572 tok
gogpu/gg Enterprise-grade 2D graphics library for Go. Pure Go, zero CGO. Part of GoGPU ecosystem. 167 Codex, OpenCode 1 806 tok
shirenchuang/agentbro agentbro.net A macOS Dynamic Island for AI coding agents: Claude Code, Codex, Gemini CLI, Cursor, hooks 166 Claude Code, Codex, OpenCode 5 1,558 tok
romiluz13/cc10x The Loop Engine for Claude Code — engineer the loop, not the prompt. 1 router · 14 agents 166 Claude Code 1 309 tok
acogood/diffmode_free Free guerrilla growth tactics for startups, the kind your competitors won't come up with o 166 Claude Code 1 2,528 tok
haseab/retrace retrace.to The Open Source and Free Rewind AI (but better) 166 Codex, OpenCode 1 5,833 tok
cerul-ai/cerul cerul.ai Open-source video processing core and CLI. Search and annotate local videos with your own 166 Codex, OpenCode 1 573 tok
dnotitia/akb AKB — Agent Knowledgebase. Organizational memory for AI agents: vault-scoped docs / tables 166 Claude Code, Codex, OpenCode 5 4,149 tok
rix1337/Quasarr Quasarr connects JDownloader with Radarr, Sonarr, Lidarr and Magazarr. It also decrypts li 166 Codex, OpenCode 1 1,281 tok
Invaro/opentax-engine opentax.invaro.ai The deterministic tax engine for AI agents. Highest score ever recorded on TaxCalcBench (9 166 Codex, OpenCode 1 2,067 tok
richlander/dotnet-inspect Tool to inspect .NET assets, like docker inspect and kubectl describe. 166 Claude Code, Codex, GitHub Copilot, OpenCode 10 2,168 tok
cognizant-ai-lab/neuro-san decisionai.ml Neuro AI System of Agent Networks 166 Claude Code, Codex, OpenCode 2 2,400 tok
disler/inkwell-agent-sandboxes-and-software-factory Inkwell: a small app, the Super Simple Software Factory that builds it, and the rebootable 166 Claude Code 6 —
langgenius/mosoo mosoo.ai Open-source managed runtime for OpenAI Codex, Claude Agent SDK, OpenCode, and Pi Agent. Ru 166 Codex, OpenCode 1 133 tok
slackapi/slack-skills-plugin docs.slack.dev Claude Code, Codex, Cursor, and npx skills plugin that enables your AI tools with a Slack 165 Claude Code, Codex, OpenCode 2 1,780 tok
benoror/obsidianos_work ObsidianOS - Work Vault 165 Claude Code, Codex, OpenCode 26 2,913 tok
yifanzz/claude-code-boost Claude Code Boost - Hook utilities for Claude Code with intelligent auto-approval 165 Claude Code, Codex, OpenCode 1 2,467 tok
fakechris/obsidian_vault_pipeline A automatic pipeline that processing obsidian vault by llm from pinbord, obsidian Clipper 165 Claude Code, Codex, OpenCode 2 4,284 tok
Kurt-Chan/ai-job-scraper 165 Claude Code 1 178 tok
alexei-led/spotinfo CLI for exploring Spot instance pricing across AWS, GCP and Azure. Inspect Spot instance t 165 Claude Code 1 11,588 tok
teleskopio/teleskopio teleskopio.github.io teleskopio is a lightweight kubernetes web client 165 Codex, OpenCode 1 828 tok
nxtg-ai/forge-orchestrator forge.nxtg.ai NXTG-Forge orchestrator: an MCP server for Claude Code with task orchestration, file locki 165 Claude Code 1 3,232 tok
rtk-ai/vox A universal AI toolkit for high-performance Speech-to-Text (STT) and Text-to-Speech (TTS) 165 Claude Code 2 656 tok