How real projects configure their agents

31,984 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
montanetech/codeix Fast semantic code search for AI agents — find symbols, references, and callers across any 9 Claude Code 1
DanielGouveiah/glasses daniskills.vercel.app Put your glasses on. Evidence-first planning and bounded implementation diagnosis for AI c 9 Claude Code, Codex, OpenCode 2 73 tok
sharozdawa/ai-visibility Track your brand visibility across ChatGPT, Perplexity, Claude, and Gemini. Open source al 9 Claude Code 1
tago-io/mcp-server tago.io @tago-io/mcp-server | Model Context Protocol integration for TagoIO Platform 9 Claude Code, Codex, OpenCode 2 3,456 tok
gianlucamazza/mcp_python_toolbox MCP server giving AI assistants a toolbox for Python development. 9 Claude Code 1 253 tok
walkindude/cli-bridge Turn any CLI into an MCP tool that agents actually use. 9 Claude Code, Codex, OpenCode 2 1,488 tok
kontent-ai/mcp-server kontent.ai The Official Kontent.ai MCP server. Connect your AI with Kontent.ai. 9 Claude Code 1 2,362 tok
AbdullahMalik17/Hacathan_5 hacathan5-4qk9qwxii-muhammad-abdullah-athars-projects.vercel.app Website Link 9 Claude Code 62 2,321 tok
aiperceivable/apflow aipartnerup.com **AI-Perceivable Distributed Orchestration** apflow is a distributed task orchestration e 9 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,661 tok
DilawarShafiq/unworldly pypi.org The flight recorder for AI agents. Tamper-proof, ISO 42001 + HIPAA-compliant audit trails 9 Claude Code 14 2,892 tok
DemboNauta/skill-doc-generator npmjs.com MCP server that turns any documentation URL into a Claude Code skill file. No API key requ 9 Claude Code 4
xmartlabs/vytalLink vytallink.xmartlabs.com VytalLink is a digital health platform connecting personal health data—including Apple Hea 9 Claude Code, Codex, OpenCode 3 2,289 tok
dgenio/contextweaver Budget-aware context compilation and context firewall for tool-heavy AI agents. 9 Claude Code, Codex, GitHub Copilot, OpenCode 10 20,621 tok
AmElmo/loadout One app to manage MCPs, skills, rules, hooks, subagents and plugins across Claude, Codex, 9 Claude Code 1 1,780 tok
gabcoyne/airflow-unfactor gabcoyne.github.io MCP server for LLM-assisted conversion of Apache Airflow DAGs to Prefect flows 9 Claude Code 1 1,029 tok
creatornader/atrib atrib.dev Verifiable agent actions. Every action becomes signed context for the next. Ed25519 signat 9 Claude Code, Codex, OpenCode 4 20,202 tok
Andes-Software-Solutions/Andes.Extensions.AI nuget.org Composable Microsoft.Extensions.AI IChatClient middlewares for .NET — tool-call tracking w 9 Claude Code 17
opendatahub-io/rhoai-mcp Prototype MCP server for RHOAI 9 Claude Code 2 1,692 tok
bhargavamin/contexer contexer.ai Contexer keeps the important engineering decisions behind your software current and availa 9 Claude Code, Codex, OpenCode 2 13,522 tok
paulieb89/pinescript-mcp pinescript-mcp.fly.dev Pine Script v6 MCP server — documentation lookup and function validation. 9 Claude Code, Codex, OpenCode 2 1,374 tok
seatable/seatable-mcp mcp.seatable.com 🤖 SeaTable Model Context Protocol Server, for allowing AI systems to interact with your S 9 Claude Code 1 1,801 tok
xLUPOx/cursor-ai-rules-framework Comprehensive AI prompting framework for Cursor IDE - Autonomous Principal Engineer operat 9 Claude Code, Cursor 2
dmitryprg-ai/cursor-develop-autorules 9 Claude Code, Codex, Cursor, OpenCode 28 2,082 tok
KumaBase/agent-base 9 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 7 3,029 tok
SarutobiSasuke8/agentops-template Governed, repo-native AgentOps template for AI-assisted software projects, with cross-agen 9 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 4,013 tok
pablo-albaladejo/kaiord kaiord.com Open-source, local-first training platform: calendar, AI assistant, Garmin & WHOOP sync — 9 Claude Code, Codex, OpenCode 31 8,579 tok
rison1337/ida-pro-mcp-fusion IDA Pro MCP Fusion - 75+ analysis tools, persistent SQLite cache, and a multi-binary headl 9 Claude Code 1 1,135 tok
SYZ-Coder/codebase-knowledge-wiki An open-source project analysis and knowledge organization library for AI-assisted develop 9 Claude Code 4
madebyaris/design-rules-ai Skip the AI slop design, let's ship the OG 9 Claude Code, Cursor 5
ecodan/cicadas Spec informed, code authoritative SDD built for teams 9 Claude Code 3 3,000 tok
ajantoniou/fable-design-system uploadcheck.app Bring Fable-style design taste to any AI coding agent. Free MIT design system for Claude, 9 Claude Code, Codex, OpenCode 2 3,319 tok
kadiresen/context-bank The 'git init' for AI context. Bootstrap your project's AI memory and rules in seconds. 9 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 587 tok
sarkar-ai-taken/riva sarkar.ai Local-first observability and control plane for AI agents. 9 Claude Code 1
kevinslin/skillz 9 Claude Code, Codex, OpenCode 2 2,549 tok
gabry-ts/n8n-starter partiti.dev GitOps for n8n. Version your workflows. Let AI agents create and manage automations. 9 Claude Code 2 1,826 tok
catuscio/gh-stars-classifier-skill Classify your GitHub stars into semantic categories and sync to GitHub Lists, using LLM's 9 Claude Code, Codex, Gemini CLI, OpenCode 2 2,702 tok
ShawhinT/yt-mcp-remote Remote YouTube MCP server example. 9 Claude Code 1 972 tok
tablackburn/ai-agent-instruction-modules AIM: Modular, opt-in AI agent instructions for any codebase 9 Claude Code, Codex, OpenCode 2 838 tok
mjunaidca/robolearn mjunaidca.github.io Book + RAG ChatAgent + SSO + Compunding RI Intelligence built in 2 days. Robolearn is what 9 Claude Code, Cursor 46 14,656 tok
harness-studio/harness-studio Governed, adversarial framework for shipping software with AI agents — the maker never gra 9 Claude Code 50 561 tok
WellDunDun/reins Harness Engineering CLI — scaffold, audit, evolve, and doctor agent-readiness for any repo 9 Claude Code, Codex, OpenCode 2 830 tok
andyhtran/CopyCat Open-source macOS menu bar utility — press ⌘V to paste screenshots into your terminal. Cop 9 Claude Code 1 232 tok
eanai-ro/ean-agentos Persistent memory for AI coding agents. Never solve the same bug twice. Works with Claude 9 Claude Code, Codex, Gemini CLI, OpenCode 3 1,146 tok
2aronS/notion-md-agent Markdown-first Notion API server with 10 composite tools for AI agents 9 Claude Code, Codex, OpenCode 2 3,298 tok
TheMattBerman/creator-breakout-kit Agent-ready creator strategy kit that turns brand truth and breakout content patterns into 9 Claude Code 1 1,542 tok
Prismer-AI/k8s4claw The Kubernetes operator where AI agents manage their own infrastructure. Self-healing via 9 Claude Code 1 1,236 tok
SoftwareSavants/verun verun.dev Parallel Claude Code Agent Orchestrator for macOS 9 Claude Code, Codex, OpenCode 4 1,152 tok
Exponential-OS/prompt-engineering-in-action thewhyman.blog Co-Dialectic: catch your AI agreeing with you to please you, not because you're right. Syc 9 Claude Code, Gemini CLI 4 1,320 tok
sei-newbear/xp-harness A harness for driving AI coding agents through shared XP values — stage-driven skills from 9 Claude Code, Codex 33 2,898 tok
6uclz1/ableton-cli Python CLI to control and inspect Ableton Live via a local Remote Script. 9 Claude Code, Codex, Cursor, OpenCode 3 1,788 tok