How real projects configure their agents

23,280 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 agents7,521Claude Code6,606Data and AI3,688Backend and APIs3,494Languages3,401Planning3,209Git and workflow3,151Code review2,736Memory and context2,361Testing2,351DevOps and cloud2,300Writing and docs2,296Research2,295Frontend2,250Security2,004Productivity1,709

All Claude Code32,116 Codex23,280 OpenCode22,053 GitHub Copilot3,543 Gemini CLI1,915 Cursor1,736 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
keta1930/agent-graph Agent Graph is a Multi-Agent System built on the principles of Context Engineering 226 Claude Code, Codex, OpenCode 2 520 tok
CodyBontecou/health-md apps.apple.com Source code of Health.md 226 Claude Code, Codex, OpenCode 5 1,148 tok
Dicklesworthstone/frankensqlite Independent ground-up Rust reimplementation of SQLite with concurrent writers and informat 226 Codex, OpenCode 1 11,727 tok
duckdb/duckdb-r r.duckdb.org The duckdb R package 225 Claude Code, Codex, OpenCode 6 482 tok
Melvynx/aiblueprint aiblueprint-docs.vercel.app AIBlueprint CLI for setting up Claude Code configurations 225 Claude Code, Codex, OpenCode 3 1,261 tok
codemonkey85/PKMDS-Blazor pkmds.app PKMDS: Pokémon Save Editor for Web (no support for game hacks) 225 Claude Code, Codex, GitHub Copilot, OpenCode 8 5,037 tok
spkane/freecad-addon-robust-mcp-server spkane.github.io The FreeCAD Robust MCP server and MCP Bridge Workbench/Addon 225 Codex, OpenCode 1 20,335 tok
oyorf/person_dashboard Xiaodai AI Workbench 225 Codex, OpenCode 1 340 tok
symposium-dev/symposium symposium.dev AI the Rust Way 224 Claude Code, Codex, OpenCode 3 225 tok
antdigital-ai/agentic-ui agentic.antdigital.ai 224 Codex, Cursor, OpenCode 24 9,544 tok
ttalkkak-lab/opencode-contexty A plugin that adds context engineering to OpenCode — context visualization, architecture s 224 Claude Code, Codex, OpenCode 2 881 tok
sondera-ai/sondera-coding-agent-hooks Hooking implementations and supporting tools for various coding agents (Claude, Cursor, Ge 224 Claude Code, Codex, OpenCode 3 1,505 tok
PramodDutta/qaskills qaskills.sh QA Skills Directory QA Skills is a curated directory of testing-specific skills for AI cod 224 Claude Code, Codex, OpenCode 2 8,138 tok
streamlit/agent-skills A collection of agent skills for development of Streamlit apps. 224 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,428 tok
Piebald-AI/splitrail splitrail.dev Fast, cross-platform, real-time token usage tracker and cost monitor for Claude Code / Cod 223 Claude Code, Codex, OpenCode 8 363 tok
smthdagg/wificalling-location-gateway Fail-open OpenWrt WLOC location gateway PoC with auditable multi-agent development workflo 223 Codex, OpenCode 1 2,270 tok
first-fluke/fullstack-starter deepwiki.org Production-ready fullstack monorepo template with Next.js, FastAPI, Flutter, Terraform, an 223 Claude Code, Codex, OpenCode 8 3,600 tok
frgfm/torch-scan frgfm.github.io Seamless analysis of your PyTorch models (RAM usage, FLOPs, MACs, receptive field, etc.) 222 Claude Code, Codex 1
icoretech/airbroke airbroke.icorete.ch 🔥 Lightweight, Airbrake/Sentry-compatible, PostgreSQL-based Open Source Error Catcher 222 Claude Code, Codex, OpenCode 2 1,101 tok
steipete/tmuxwatch tmuxwatch.com A simple TUI to watch tmux sessions 222 Codex, OpenCode 1 2,085 tok
validatedev/BrewServicesManager A macOS menu bar app for managing Homebrew services 222 Claude Code, Codex, OpenCode 2 1,327 tok
eastlondoner/mineflare 221 Claude Code, Codex, OpenCode 2 6,460 tok
noctalia-dev/legacy-v4-plugins Noctalia's official plugins 221 Codex, OpenCode 1 3,069 tok
ozgurcd/gograph gograph.identuum.ai Local-only Go static analysis engine with a built-in MCP server. Gives AI coding agents de 221 Codex, OpenCode 1 439 tok
uber/submitqueue SubmitQueue is a high-performance speculative merge queue that keeps your trunk consistent 221 Claude Code, Codex, OpenCode 2 8,603 tok
lobu-ai/lobu lobu.ai Open-source control plane and runtime for organisational agents: shared company context, i 221 Claude Code, Codex, OpenCode 7 3,087 tok
huacnlee/omamail huacnlee.github.io Omarchy mail plugin with Gmail, HEY and IMAP supports. 221 Claude Code, Codex, OpenCode 5 11,068 tok
codesstar/loci Memory Palace for AI — persistent memory, identity, and multi-project orchestration for Cl 221 Claude Code, Codex, OpenCode 5 16,362 tok
BytePioneer-AI/clawmate Add a warm, personable companion to OpenClaw. 220 Claude Code, Codex, OpenCode 2 2,652 tok
vixues/LeAgent vixues.com.cn Open-source desktop AI agent that gets work done — plans & self-corrects, agentic visual w 220 Codex, OpenCode 1 6,799 tok
HexRaysSA/rax rax is a CPU emulator that checks its own work. 220 Codex, OpenCode 1 11,897 tok
liyingsong99/AIBridge AI Unity development harness that combines project-local workflows, AIBridge Skills, CLI a 220 Codex, OpenCode 1 1,512 tok
fluxcd/agent-skills fluxcd.io Skills to transform AI Agents into GitOps Engineers 220 Claude Code, Codex, OpenCode 2 823 tok
aigorahub/elves aigorahub.github.io Autonomous multi-batch development skill for Claude Code and Codex. They work while you sl 220 Codex, OpenCode 1 3,949 tok
Yanyutin753/LambChat lambchat.com LambChat — Enterprise Agent Infra for governed AI agents. Skills + MCP powered, Loop Agent 219 Claude Code, Codex, OpenCode 2 6,660 tok
danshapiro/kilroy 219 Claude Code, Codex, OpenCode 4 2,776 tok
theexperiencecompany/gaia-ui ui.heygaia.io Beautifully designed components for building AI Agents 🌎 219 Claude Code, Codex, OpenCode 3 2,960 tok
mubaidr/gem-team mubaidr.github.io Turn AI coding into an engineering process. 219 Claude Code, Codex, OpenCode 14 1,442 tok
lhl/agentic-memory 219 Claude Code, Codex, OpenCode 2 1,251 tok
aethersdr/AetherSDR aethersdr.com Native amateur-radio workstation for FlexRadio (FLEX-6000/8000/Aurora) — Linux, macOS, Win 219 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 18,883 tok
agenticmail/agenticmail npmjs.com Email, SMS & phone-call infrastructure for AI agents — send and receive real email and tex 219 Claude Code, Codex, OpenCode 2 10,970 tok
machina-sports/sports-skills sports-skills.sh Open-source agent skills for live sports data and prediction markets. Football, F1, Kalshi 219 Claude Code, Codex, OpenCode 2 555 tok
eddmpython/dartlab eddmpython.github.io Korean DART + SEC EDGAR filings as structured Python data for company analysis 219 Claude Code, Codex, OpenCode 2 1,299 tok
EvoMap/awesome-agent-evolution A curated list of AI Agent evolution, memory systems, multi-agent architectures, and self- 219 Codex, OpenCode 1 407 tok
bschoepke/ableton-live-mcp General-purpose MCP bridge for Ableton Live 219 Claude Code, Codex, OpenCode 2 12,262 tok
luohy15/y-agent yovy.app A deceptively simple agent app 219 Claude Code, Codex, OpenCode 2 9,256 tok
cshaxu/nxvm An integral x86 PC emulator with built-in debugger 218 Codex, OpenCode 1 272 tok
FreePeak/LeanKG leankg.com LeanKG: Stop Burning Tokens. Start Coding Lean. 218 Claude Code, Codex, Gemini CLI, OpenCode 3 5,402 tok
aivrar/portable-hermes-agent Hermes Agent made portable desktop for Windows — 100 tools, GUI, local models via LM Studi 218 Codex, OpenCode 1 23,135 tok
weidu12123/Liyuan Liyuan — an AI role-playing application centered on an RP agent. 218 Claude Code, Codex, OpenCode 2 1,731 tok