How real projects configure their agents

3,528 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 agents7,473Claude Code6,589Data and AI3,693Backend and APIs3,491Languages3,403Planning3,201Git and workflow3,131Code review2,731Memory and context2,354Testing2,335DevOps and cloud2,298Research2,288Writing and docs2,284Frontend2,242Security1,995Productivity1,703

All Claude Code32,066 Codex23,211 OpenCode21,984 GitHub Copilot3,528 Gemini CLI1,908 Cursor1,730 Windsurf104 Kiro70

Project Stars Configures Files Always loaded
tygryso/hypotree pypi.org Memory that forgets: a persistent, self-revising belief-state MCP server and Python API fo 12 Claude Code, Codex, GitHub Copilot 2 1,749 tok
byh3071-cpu/vhk yohanstudio.co VHK — a Korean CLI that organizes AI coding sessions around goals, evidence, memory, and r 12 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 19 12,017 tok
33Audits/cca-audit-agent 12 Claude Code, GitHub Copilot 3 2,036 tok
ADN-DevTech/acad-api-skill AI agent skills and rules for scaffolding and building AutoCAD, Civil 3D, and Plant 3D .NE 12 Claude Code, GitHub Copilot 2 2,615 tok
entropy-data/dataproduct-builder-dbt Build data products with dbt and integrate them with Entropy Data — coding-agent plugin (C 12 Claude Code, Codex, GitHub Copilot, OpenCode 2 2,201 tok
alxpark/propresenter-mcp ProPresenter 7 MCP Server 12 GitHub Copilot 1 161 tok
jl-cmd/claude-dream Memory consolidation plugin for Claude Code 12 Claude Code, GitHub Copilot 1 6,006 tok
ensingm2/AI-threat-modeling-rulesets A collection of rule and instruction sets for AI systems such as GitHub copilot and Cursor 12 GitHub Copilot, Cursor 2 1,449 tok
samibs/skillfoundry skillfoundry.work AI engineering framework with quality gates, persistent memory, and multi-platform support 12 Claude Code, Codex, GitHub Copilot, OpenCode 8 9,508 tok
Hlgxz/gai Gai is an AI-native Go web full-stack framework that combines Go's simplicity and efficien 12 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,183 tok
aktsmm/skill-ninja-mcp-server MCP Server for Agent Skill Ninja - Search, Install, and Manage Agent Skills 12 GitHub Copilot 1 127 tok
tosin2013/mcp-codebase-insight 12 Claude Code, GitHub Copilot 6 2,118 tok
mbeacom/adrkit adrkit.dev Machine-readable architecture decision records. Git-native decision memory and governance 12 Claude Code, Codex, GitHub Copilot, OpenCode 15 6,842 tok
ejklock/living-docs-skill Living Docs — a AI agent skill that runs your project's documentation as a living system: 12 Claude Code, GitHub Copilot 5 3,295 tok
ianphil/chamber chmbr.dev Genesis Mind Interface — desktop chat UI for Genesis agents 12 Claude Code, Codex, GitHub Copilot, OpenCode 12 4,696 tok
u9401066/med-paper-assistant u9401066.github.io Auditable MCP + cross-agent harness for autonomous and human-guided academic writing—from 12 Claude Code, Codex, GitHub Copilot, OpenCode 50 8,475 tok
devfullcycle/mba-ia-dev-workflow 12 Claude Code, GitHub Copilot 14 4,948 tok
ShothikTest/claude-code-src Claude Code CLI full source — made public 2026-03-31 (github.com/nirholas/claude-code) 12 Claude Code, GitHub Copilot 2 1,106 tok
sigwl/AiDAPrivate 12 Codex, GitHub Copilot, OpenCode 2 6,240 tok
ietf-wg-acme/draft-ietf-acme-dns-persist ietf-wg-acme.github.io 12 Codex, GitHub Copilot, OpenCode 2 3,775 tok
bomly-dev/bomly-cli bomly.dev Free, open-source CLI for dependency intelligence, SBOMs, vulnerability auditing, and CI p 12 Claude Code, Codex, GitHub Copilot, OpenCode 3 17,067 tok
ravinperera/ai-token-efficiency-playbook Drop-in instructions, prompts, and workflows to reduce token usage across Codex, Claude Co 12 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,452 tok
chrisgliddon/bevy-skills Unofficial open source AI skills for Bevy, inspired by PixiJS Skills. These skills teach A 12 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,849 tok
sso-ss/vibe-ship-it vibe-ship-it.vercel.app AI skills and agents that help designers vibe-code their ideas to life. 14 skills, 4 agent 12 Claude Code, GitHub Copilot 11 2,406 tok
modeled-information-format/MIF mif-spec.dev Open standard for portable AI knowledge interchange — JSON-LD + Markdown dual format with 12 Claude Code, Codex, GitHub Copilot 4 418 tok
ahostbr/kuroryuu-public Kuroryuu - AI Agent Orchestration Platform with Desktop App, MCP Integration, and Docker S 12 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 608 tok
python-discord/king-arthur King Arthur The Terrible is the DevOps helper bot for Python Discord 12 GitHub Copilot 1 842 tok
ShowTrak/ShowTrakServer showtrak.co.uk Open Source LAN Monitoring 12 GitHub Copilot 1 862 tok
fatmali/wormhole fatmali.github.io Wormhole MCP: Collaborative AI Workflow Manager🌀 11 Claude Code, Codex, GitHub Copilot 2 1,448 tok
reporails/rules Evidence-backed rules for validating AI coding agent instructions. Core rules for structur 11 Claude Code, GitHub Copilot 2 4,467 tok
dryvist/nix-ai Your AI coding toolkit, declared in Nix — Claude, Gemini, Copilot, 15+ MCP servers, one fl 11 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,492 tok
angrysky56/emotion_ai The Aura Emotion AI system has chroma with a local embedding model, memvid qr code mp4 inf 11 Claude Code, GitHub Copilot 2 5,893 tok
CyannSHI/ai-interview-kit Engineer user-research methodologies into AI prompts — professional-grade phone interviews 11 Claude Code, Codex, GitHub Copilot, OpenCode 3 911 tok
Fortytude/TokenDiet tokendiet.dev 11 GitHub Copilot 1 415 tok
schemacrawler/SchemaCrawler-AI Free database schema discovery and comprehension tool 11 Codex, GitHub Copilot, OpenCode 2 1,257 tok
caiowilson/MCP-memento Local-first MCP server that gives AI agents durable repo memory and fast semantic code con 11 GitHub Copilot 1 637 tok
asrient/HomeCloud asrient.github.io Easiest way to access your devices and AI agents from anywhere. 11 GitHub Copilot 1 2,302 tok
omgwtfwow/mcp-crawl4ai-ts TypeScript implementation of an MCP server for Crawl4AI. Provides tools for web crawling, 11 GitHub Copilot 1 1,163 tok
kurone-kito/idd-skill 🤖 An automated setup kit for implementing loop engineering based on issue-driven developm 11 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 23 98,686 tok
madeindigio/remembrances-mcp madeindigio.github.io A multimodal memory MCP server for made that your AI assistant learn from you and itself. 11 Claude Code, Codex, GitHub Copilot, OpenCode 4 675 tok
elbruno/ElBruno.MempalaceNet MemPalace.NET — local-first AI memory in .NET (port of MemPalace) 11 Claude Code, Codex, GitHub Copilot 5 2,605 tok
badrshs/scribe-ai badrshs.github.io Automated content pipeline for Laravel. Scrape → AI rewrite → generate image → publish to 11 GitHub Copilot 1 1,680 tok
sane-apps/SaneProcess saneapps.com Workflow guardrails for coding agents and LLM-assisted development: AGENTS.md, native hook 11 Claude Code, Codex, GitHub Copilot, OpenCode 9 4,998 tok
klodr/mercury-invoicing-mcp Mercury Banking MCP server with full Invoicing API support. Read accounts/transactions and 11 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,523 tok
hugefiver/OAI2LMApi marketplace.visualstudio.com OpenAI to Language Model API Bridge - Use OpenAI-Compatible API in Copilot - [VScode Exten 11 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,748 tok
microsoft/Build26-DEM341-any-agent-any-cloud-standardized-tracing-with-foundry-and-opentelemetry build.microsoft.com Demo walkthrough and sample code for standardized multi-agent observability across clouds 11 Codex, GitHub Copilot, OpenCode 2 1,029 tok
simonlpaige/commonweave simonlpaige.com An open-source blueprint for the peaceful transition to a post-scarcity, ecologically sust 11 Codex, GitHub Copilot, OpenCode 2 1,827 tok
lucab85/Claude-Code-Bootcamp Claude Code Extended: Build 10 Real-World Projects with Claude Code 11 Claude Code, GitHub Copilot 20 131 tok
Azure/sap-automation-bootstrap Bootstrap repo for SDAF 11 Claude Code, GitHub Copilot, Gemini CLI 3 568 tok
neverinfamous/db-mcp search.adamic.tech Secure Database MCP Server featuring a V8 Isolate Code Mode sandbox that unifies 181+ tool 11 GitHub Copilot 1 1,088 tok