How real projects configure their agents

43,579 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 agents7,541Claude Code6,614Data and AI3,687Backend and APIs3,492Languages3,397Planning3,211Git and workflow3,159Code review2,735Memory and context2,362Testing2,357DevOps and cloud2,306Writing and docs2,299Research2,296Frontend2,252Security2,009Productivity1,710

All Claude Code32,137 Codex23,307 OpenCode22,079 GitHub Copilot3,547 Gemini CLI1,916 Cursor1,738 Windsurf121 Kiro77

Project Stars Configures Files Always loaded
O0000-code/paper-search-pro o0000-code.github.io Academic literature discovery as a Skill — Claude Code · Codex · any agent that loads SKIL 161 Claude Code 1 713 tok
itssosunny/im-not-strange-ai 161 Claude Code, Gemini CLI 5 5,269 tok
Tenney95/AI-Canvas-tauri AI Canvas platform 161 Codex, OpenCode 1 10,068 tok
VibePod/vibepod-cli vibepod.dev Unified CLI for running AI coding agents in isolated containers. Includes built-in local m 161 Claude Code, Codex, OpenCode 2 665 tok
explyt/spring-plugin explyt.ai Spring Explyt — free, open-source (Apache-2.0) Spring & Spring Boot plugin that brings Ult 160 Codex, OpenCode 1 1,104 tok
CortexLM/cortex Autonomous research network on Bittensor subnet 100, turning reproducible AI research into 160 Codex, OpenCode 1 6,148 tok
kryptobaseddev/cleo cleo-dev.com Agent-first task orchestration. Persistent memory. Multi-provider coordination. 160 Claude Code, Codex, Gemini CLI, OpenCode 6 7,858 tok
rbrown101010/rilable An iPhone app that builds apps — prompt to live web + iOS apps. SwiftUI + Convex + Claude 160 Claude Code 1 1,703 tok
rtk-ai/vox A universal AI toolkit for high-performance Speech-to-Text (STT) and Text-to-Speech (TTS) 160 Claude Code 2 656 tok
TianGzlab/OmicsClaw tiangzlab.github.io Conversational & memory-enabled AI research partner for multi-omics analysis. CLI + Deskto 160 Claude Code, Codex, OpenCode 2 11,598 tok
swyxio/skills Agent skills for Claude Code and other AI agents 160 Codex, OpenCode 1 67 tok
dnotitia/akb AKB — Agent Knowledgebase. Organizational memory for AI agents: vault-scoped docs / tables 160 Claude Code, Codex, OpenCode 6 4,135 tok
stephnangue/warden wardengateway.com The secure gateway connecting AI agents to enterprise systems. 160 Codex, OpenCode 1 1,063 tok
RaphaelRegnier/vibe-annotations vibe-annotations.com AI-powered annotations for localhost development. Create visual feedback on your apps and 160 Claude Code 1 308 tok
JamsusMaximus/trainingpeaks-mcp jamesmcaulay.co.uk TrainingPeaks MCP server for Claude Desktop, Code and Cowork. No API approval needed - wor 160 Claude Code 1
leonardsellem/codex-subagents-mcp Claude-style sub-agents (reviewer, debugger, security) for Codex CLI via a tiny MCP server 160 Codex, OpenCode 1 887 tok
phantom/phantom-connect-sdk Multi-platform SDKs for integrating Phantom 160 Claude Code 5
notactuallytreyanastasio/deciduous Decision graph tooling for AI-assisted development - track every choice, query your reason 159 Claude Code, Codex, OpenCode 19 14,449 tok
sammcj/mcp-devtools smcleod.net A modular MCP server that provides commonly used developer tools for AI coding agents 159 Claude Code, GitHub Copilot 3 7,346 tok
lgallard/terraform-aws-backup Terraform module to create AWS Backup plans. AWS Backup is a fully managed backup service 159 Claude Code 1 4,533 tok
nxtg-ai/forge-orchestrator forge.nxtg.ai Forge Orchestrator: Multi-AI task orchestration. File locking, knowledge capture, drift de 159 Claude Code 1 2,879 tok
antoniolg/play-store-mcp An MCP server that connects to Play Store Console and release new App versions from an MCP 159 Claude Code 2 773 tok
Dogacel/auto-gpu-kernel Winner 🏆 (Agent-only) MLSys 2026 - FlashInfer AI Kernel Generation Contest for the DeepSe 159 Claude Code 1
VirtusLab/orca Deterministic, AI-driven development flows. 159 Claude Code, Codex, OpenCode 2 5,470 tok
pglayers/pglayers pglayers.github.io PostgreSQL Docker images with the extensions you actually need -- pre-built, composable, n 159 Codex, OpenCode 1 9,993 tok
olivomarco/github-copilot-token-optimization olivomarco.github.io Techniques to optimize token usage on GitHub Copilot 159 Claude Code, Codex, GitHub Copilot 33 94 tok
engasnm111/lnwjud lnwjud — local AI-agent runtime & MCP gateway 159 Claude Code, Codex, OpenCode 8 1,409 tok
khromov/svelte-llm-mcp svelte-llm.stanislav.garden Svelte developer documentation as an MCP and in llms.txt format 159 Claude Code 2 2,007 tok
Haleclipse/Claudiatron 159 Claude Code 1 1,746 tok
theodo-group/debug-that theodo-group.github.io Universal debugger CLI built for AI agents. Allows Claude Code and Codex to debug much fas 159 Claude Code, Codex 3 806 tok
smerchek/claude-epub-skill A Claude Skill for converting markdown documents, chat summaries, or research reports into 159 Claude Code 1 1,618 tok
pnp/copilot-pro-dev-samples Community contributed samples for the Microsoft 365 Copilot. Contributions welcome. 159 Claude Code, Codex, OpenCode 3 1,312 tok
firecrawl/firecrawl-workflows 159 Codex, OpenCode 1 266 tok
DanielSuo117/velocitai Next-generation UI automation harness powered by Python & Playwright. Chat with AI Agents 158 Claude Code, Codex, Gemini CLI, OpenCode 7 1,834 tok
SAP/open-ux-tools Enable community collaboration to jointly promote and facilitate best in class tooling cap 158 Claude Code, Codex, OpenCode 4 7,823 tok
Dicklesworthstone/ultimate_mcp_server Comprehensive MCP server exposing dozens of capabilities to AI agents: multi-provider LLM 158 Codex, OpenCode 1 843 tok
toolprint/hypertool-mcp toolprint.ai Dynamically expose tools from proxied servers based on an Agent Persona 158 Claude Code 5 1,912 tok
openclaw/clawdinators Declarative infra + NixOS modules for CLAWTINATOR hosts. 158 Codex, OpenCode 1 2,033 tok
johnpapa/heroes-angular papa-heroes-angular.azurewebsites.net Tour of Heroes app written with Angular 158 Codex, GitHub Copilot, OpenCode 2 2,253 tok
themanyone/voice_typing State-of-the-art offline (or networked) voice typing everywhere + text terminals (Linux or 158 Codex, OpenCode 1 1,007 tok
severity1/claude-code-auto-memory Claude Code plugin that automatically maintains CLAUDE.md files 158 Claude Code 1 2,327 tok
haseab/retrace retrace.to The Open Source and Free Rewind AI (but better) 158 Codex, OpenCode 1 5,567 tok
qiniu/go-sdk golang sdk 158 Claude Code, Codex, GitHub Copilot, OpenCode 9 3,919 tok
vercel-labs/autoship CLI tool to automate changeset-based releases 158 Codex, OpenCode 1 225 tok
marchev/claudit MCP server for searching Solodit smart contract security findings 158 Claude Code 1
sqmw/desk_tidy_sticky Cross-platform minimal multifunction sticky notes with workspace, focus timer, and break r 158 Codex, OpenCode 1 30 tok
Damages9/AIRP_ClaudeCode 158 Claude Code 2 8,266 tok
G4brym/email-explorer A self-hosted, serverless worker for sending and receiving emails on Cloudflare 158 Codex, OpenCode 1 1,153 tok
gug007/lpm lpm.cx Start, stop, and duplicate dev projects with one click. The best workspace for running Cla 158 Claude Code, Codex, OpenCode 2 418 tok
getArbor-dev/arbor getarbor.dev Graph-native code intelligence that replaces embedding-based RAG with deterministic progra 158 Claude Code, GitHub Copilot 2 4,303 tok