How real projects configure their agents

31,977 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 agents7,557Claude Code6,620Data and AI3,682Backend and APIs3,496Languages3,401Planning3,217Git and workflow3,165Code review2,733Testing2,364Memory and context2,364DevOps and cloud2,310Writing and docs2,303Research2,297Frontend2,252Security2,013Productivity1,710

All Claude Code31,977 Codex23,157 OpenCode22,109 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,739 Windsurf129 Kiro79

Project Stars Configures Files Always loaded
trinadhthatakula/Loki Android App logger 25 Claude Code, Codex, OpenCode 2 4,354 tok
glassBead-tc/tinder-mcp-server Model Context Protocol server wrapping the Tinder API 25 Claude Code 1 659 tok
r3bb1t/llvmkit Pure rust implementation of LLVM (IR related parts) 25 Claude Code, Codex, OpenCode 5 34,765 tok
thomaspinder/Impulso thomaspinder.github.io Bayesian VAR and SVAR models in Python. 25 Claude Code, Codex, OpenCode 5 4,528 tok
HallyAus/OVO_Aus_api Home Assistant custom integration for OVO Energy Australia - solar, grid, export, rate bre 25 Claude Code, Codex, OpenCode 2 2,027 tok
ideo/Rubber-Duck Lofi creative companion 25 Claude Code 1 1,515 tok
skynetcmd/m3-memory Local-first Memory Framework for AI Agents · 99.2% LongMemEval-S retrieval @ k=10 · Suppor 25 Claude Code, Codex, Gemini CLI, OpenCode 4 2,316 tok
Pupok462/open-geo pupok462.github.io How do I check brand visibility in AI? open-geo measures whether your brand shows up in Ch 25 Claude Code 2
TeXmeijin/claude-code-mascot-statusline 🐾 A tiny pixel pet that lives in your Claude Code status line — it thinks when you think, 25 Claude Code, Codex, OpenCode 2 6,116 tok
AuraVixStudio/caelo auravixstudio.github.io Open-source desktop client for the xAI Grok API — chat, image & video generation, voice, a 25 Claude Code 1 15,046 tok
vscarpenter/gsd-task-manager gsd.vinny.dev Stop juggling, start finishing. GSD Task Manager makes it easy to sort your to-dos into wh 25 Claude Code, Codex, GitHub Copilot, OpenCode 37 6,636 tok
ajhcs/mbse-agents Portable MBSE domain agents for AI-assisted systems engineering 25 Claude Code 1 182 tok
rippleshe/sciplot-academic Chinese scientific research plotting library | Nature/IEEE styles | pastel/earth/ocean col 25 Claude Code, GitHub Copilot 2 2,979 tok
Kahtaf/OpenCandle opencandle.app AI-powered financial analysis agent: real-time market data, multi-analyst workflows, and p 25 Claude Code, Codex, OpenCode 28 1,632 tok
cmyyx/cep end.canmoe.com Endfield Planner—a toolkit for Arknights: Endfield, supporting module planning, character 25 Claude Code, Codex, OpenCode 2 3,940 tok
redragonx/open-rnet Reverse engineering the R-Net CAN bus protocol for power wheelchair accessibility. DEFCON2 25 Claude Code 1 8,756 tok
isiahw1/mcp-server-bing-webmaster MCP server providing access to Bing Webmaster Tools API endpoints for SEO management and a 25 Claude Code 1 2,320 tok
nitin27may/e-commerce-agents nitinksingh.com 6 specialized AI agents collaborating via A2A protocol to power e-commerce — product disco 25 Claude Code, Codex, OpenCode 9 5,021 tok
felipefontoura/pi-sdd-kit felipefontoura.com Spec-Driven Development skill pack for the Pi coding agent: steering docs, .status gates, 25 Claude Code, Codex, OpenCode 2 1,921 tok
Freespirits/social-auto-engine Multi-channel social media platform. Manage Facebook, Instagram, LinkedIn, TikTok, and X f 25 Claude Code 1 2,080 tok
GSA-TTS/agentic-coding-playbook Practical, tool-agnostic playbook for federal employees building software with AI coding a 25 Claude Code, Codex, OpenCode 13 10,717 tok
ctxpipe-ai/ctxpipe ctxpipe.ai Self-learning context infrastructure for AI engineering agents. Connect repos, docs, and t 25 Claude Code, Codex, Cursor, OpenCode 53 6,813 tok
iannuttall/seo-graph Agent-ready SEO for JavaScript — schema.org JSON-LD graph builders, deterministic agent ma 25 Claude Code, Codex, OpenCode 2 21,670 tok
twaldin/harness Unified Python interface for invoking AI coding-agent CLIs (claude-code, opencode, codex, 25 Claude Code, Codex, OpenCode 2 2,120 tok
birgitta410/sensors-cli 25 Claude Code, Codex, OpenCode 8 142 tok
AgentsORG/design-engineering skills.sh A skill graph for design engineering: animation, transitions, taste, typography, color, co 25 Claude Code, Codex, OpenCode 1 3,847 tok
afrotools/afrotools AI-ready registry of structured API specs for African providers. Powers the Afro.tools MCP 25 Claude Code 1 1,571 tok
AoleiC/ai-mock-trade stock.objie.com Youzi AI · A-share AI research project package: market data queries, AI monitoring, AI mar 25 Claude Code, Codex, OpenCode 2 23,922 tok
mrconter1/vibemathed vibemathed.com Community-curated record of math problems solved by AI - significance rankings, verificati 25 Claude Code, Codex, OpenCode 2 159 tok
ifixai-ai/claude-strike Spec-driven Claude Code, dropped into your repo in one command. 25 Claude Code 1 1,879 tok
Romandredan/1c-quality-gate Quality control for 1C development with Claude Code: standards, OOP principles and pattern 25 Claude Code, Codex, OpenCode 2 5,198 tok
zxc663/shisan-xinuo-workflow Shisan Xinuo Agent workflow: a three-tier runway (L1/L2-S/L2-F), rapid classification usin 25 Claude Code, Codex, OpenCode 1 1,174 tok
jedarden/NEEDLE jedarden.com Headless agent orchestrator with deterministic state machine — processes a bead queue, dis 25 Claude Code, Codex, OpenCode 3 5,393 tok
abubakarsiddik31/skill-manager abubakarsiddik31.github.io Your Claude, Codex, Cursor, and OpenCode skills pile up across 4+ config folders with no w 25 Claude Code, Codex, OpenCode 2 1,316 tok
bimwright/rvt-mcp BIMwright — AI-native Revit MCP server (Revit 2022–2027) 25 Claude Code, Codex, OpenCode 2 6,024 tok
Amey-Thakur/CLAUDE-CERTIFICATIONS amey-thakur.github.io Study guide for all four Anthropic Claude certifications: Associate Foundations (CCAO-F), 25 Claude Code 7
bakabaka91/claude-baton npmjs.com Never lose context between Claude Code sessions again. Auto-checkpoint, resume, EOD summar 25 Claude Code 13 1,051 tok
corv89/shannot corv89.github.io Human-in-the-loop execution for LLM agents 25 Claude Code 7 950 tok
matteocervelli/llms Centralized LLM configuration and documentation management system. Tools for building skil 25 Claude Code 39 347 tok
geoff-maddock/events-tracker arcane.city CRM and calendar to track events, weekly and monthly series, promoters, artists, producers 25 Claude Code 2 1,137 tok
loonghao/rez-next Experimental Rust rewrite of Rez package manager core components. Not for production use. 25 Claude Code, Codex, Gemini CLI, OpenCode 8 3,986 tok
eiriksgata/wc3-map-ts-template Warcraft III 1.27a TypeScript development template. Users are expected to have general tec 25 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 8 7,789 tok
tonkeeper/ios 25 Claude Code, Codex, OpenCode 7 1,027 tok
turtton/YtAlarm A simple alarm application using ytdl-android 25 Claude Code, Codex, OpenCode 4 2,273 tok
surrealdb/surrealfs Virtual file system for AI agents built on SurrealDB 25 Claude Code, Codex, OpenCode 8 7,724 tok
conorbronsdon/agent-context-os chainofthought.show Portable, evolving context and workflow layer that works across Claude Code, Codex, Hermes 24 Claude Code, Codex, OpenCode 5 2,222 tok
tomcounsell/ai A productive AI coworker that learns, self-improves, and ships work. 24 Claude Code, Codex, OpenCode 9 4,261 tok
egorfedorov/Soloboard egorfedorov.github.io SoloBoard - Autonomous development orchestrator for Claude Code. 24 Claude Code 1 2,342 tok
Kaminoikari/product-playbook npmjs.com World-class product planning AI skill for Claude Code — 22 PM frameworks, 6 modes, 6 langu 24 Claude Code 1 196 tok
allsmog/vuln-scout AI-powered whitebox penetration testing plugin for Claude Code. 9 languages, 22 skills, 7 24 Claude Code, Codex, OpenCode 2 1,307 tok