How real projects configure their agents

45,012 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977

All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
nestr-dev/nestr-mcp MCP server for connecting AI assistants to Nestr 6 Claude Code 1 6,222 tok
Mr-AK-AI/agent-office Terminal-native delegation for local CLI agents. Launch and message real agents in isolate 6 Claude Code, Codex, OpenCode 2 57 tok
winoooops/herdr-agent-watcher Coding-agent observability for Herdr: live sidebar cards, lifecycle notifications, and a z 6 Claude Code, Codex, OpenCode 2 4,894 tok
zircote-plugins/adr zircote-plugins.github.io Claude Code plugin for complete ADR lifecycle management with multi-format support (MADR, 6 GitHub Copilot 1 256 tok
EvilFreelancer/screenshotting-gui Agent skill for Claude Code, Codex and Cursor: repeatable screenshots of GUI desktop apps 6 Codex, OpenCode 1 907 tok
carlosduplar/claude-code-optimizer PowerShell and Bash scripts to optimize Claude Code usage: keeps prompt cache warm, prepro 6 Claude Code 1 271 tok
ituzov/ituzov-gearbox A gearbox for Claude Code: pull the lever to switch models. tmux + vanilla JS, zero deps 6 Claude Code 1 437 tok
Proxy2021/Enso A self-hosted AI organization — scans your digital life, infers your goals, staffs expert 6 Claude Code 4 11,646 tok
pitimon/claude-cybersecurity-skill Claude Code plugin — 18 cybersecurity domains: IR, DFIR, DevSecOps, SOC, Code Security, Co 6 Claude Code 1 1,816 tok
anvanster/tempera MemRL: MCP Server for Self-Evolving Agents via Reinforcement Learning on Episodic Memory 6 Claude Code 1 652 tok
jlevy/supply-chain-hardening Supply-chain payloads run at install, import, or repo-open time. Copy-pasteable hardening 6 Claude Code, Codex, OpenCode 6 1,947 tok
Z-M-Huang/cc-proficiency Generate a proficiency badge for your Claude Code usage — rule-based scoring engine with 5 6 Claude Code 2 354 tok
neul-labs/brat brat.neullabs.com Multi-agent harness for AI coding tools. Crash-safe state, parallel execution, one CLI. 6 Codex, OpenCode 1 323 tok
nsyll/clawdometer-eink Claude Code usage monitor on an e-ink desk gadget — rate-limit meters, live WORKING/NEEDS- 6 Claude Code, Codex, OpenCode 2 2,346 tok
adityawrk/analytics-with-claude-code The definitive guide to using Claude Code for analytics. Production-ready skills, agents, 6 Claude Code 20 1,648 tok
OpenAEC-Foundation/OpenAEC-Workspace-Composer Desktop app (Tauri 2 + SolidJS) to compose Claude Code workspaces with curated skill packa 6 Claude Code 1 645 tok
skymanbp/sci-paper Claude Code plugin for scientific paper writing, source-traced review, and de-AI rewriting 6 Claude Code 1 900 tok
addicted2crypto/DCGP Context governance kernel for LLM agents. Predicts entropy, blocks hallucinations. Pairs w 6 Claude Code, Codex, OpenCode 2 3,610 tok
zaingz/coding-quality-loop Portable Agent Skill for small, verified coding-agent changes 6 Claude Code 4 —
HelgeSverre/claude-plan-viewer claudeplans.dev Browse, search, and read your Claude Code plans in a clean web UI 6 Claude Code 2 935 tok
artanov/molvi molvi.tech Local voice dictation for Windows: push-to-talk, Whisper on your GPU, no subscriptions 6 Claude Code 1 966 tok
thanhtung2693/specgate thanhtung2693.github.io Governed handoff and evidence verification for AI coding agents. 6 Claude Code, Codex, OpenCode 2 2,246 tok
guoleizhen717/solidworks-api-skill Claude Code Skill: SolidWorks 2023 API coding assistant — COM automation patterns, cutterh 6 Claude Code 1 205 tok
2389-research/fresh-eyes-review 2389.ai Mandatory final sanity check before commits/PRs - catches security vulnerabilities, logic 6 Claude Code 1 814 tok
Charan-place/ASTra-MCP ast-ra-mcp.vercel.app MCP server giving Claude Code, Cursor & Codex permanent AST code memory. 98.9% token reduc 6 Claude Code 1 —
krugerrgabriel/claude-sessions-manager Pick up any Claude Code conversation right where you left off. No re-explaining the projec 6 Claude Code 1 928 tok
zzy2289/better-call-saul AI dispute & negotiation fixer — structured scripts, escalation paths, and risk-aware stra 6 Codex, OpenCode 1 837 tok
fmind/agent-supagents pypi.org Maintain shared subagent instructions and generate native coding-tool configurations. 6 Codex, OpenCode 1 860 tok
markc/aitxt aitxt.ing ai.txt is a universal standard for describing any resource - websites, projects, folders, 6 Claude Code 2 449 tok
pinecone-io/rings pinecone.io Loop Claude Code through builder/reviewer/test cycles until a completion signal fires. Cos 6 Claude Code 36 1,259 tok
OmniPass-world/clan-world clan-world.com On-chain Game as an Arena for LLM Agent Swarm Orchestration Testing 6 Claude Code, Codex, OpenCode 4 2,446 tok
kimlawtech/korean-domain-agent speciai.kr Korean domain-specific LLM agent kit — six-mode automatic classification, citation guard f 6 Claude Code 1 3,266 tok
donald-ada/workinggenius Work doesn't fail at random — it fails at whichever genius got skipped. The Six Working Ge 6 Claude Code 3 6,053 tok
menta-guru-labs/jig jig.menta.guru A fast, model-agnostic coding agent for your terminal — built in Rust with a rich TUI, MCP 6 Codex, OpenCode 1 4,215 tok
UrsushoribilisMusic/agentic-fleet-hub bigbearengineering.com Self-hosted orchestration layer for autonomous AI agent teams. Shared memory, heartbeat sc 6 Claude Code, Codex, Gemini CLI, OpenCode 3 1,045 tok
duanecilliers/atelier duanecilliers.github.io A software factory where AI agents propose and deterministic code disposes. A Python ADW e 6 Claude Code, Codex, OpenCode 3 5,316 tok
xonovex/platform Execution context manager for AI coding agents. Sandbox isolation, model provider routing, 6 Claude Code, Codex, OpenCode 2 1,295 tok
mataeil/OODA-loop Autonomous operations layer for Claude Code — opens small reviewable PRs for your live sid 6 Claude Code 1 313 tok
AstroQore/auspex Watch every AI coding agent running on your Mac — Claude Code, Codex, Cursor, Grok Build, 6 Claude Code, Codex, OpenCode 2 4,264 tok
rfxlamia/pocketto pocketto.rfxlamia.xyz A middleweight workflow for serious AI-coded features: less ceremony than BMAD, more accou 6 Codex, OpenCode 1 22 tok
gg-mo/second-thought-agent-skill A critique-first agent skill that challenges every decision before execution—catching flaw 6 Claude Code, Codex, Gemini CLI, OpenCode 3 49 tok
smartwatermelon/claude-wrapper Secure wrapper for Claude Code CLI: git identity isolation, 1Password secrets injection, m 6 Claude Code 1 4,174 tok
TheStreamCode/super-cli marketplace.visualstudio.com Launch Claude Code, Codex, Copilot CLI and more than 30 coding agents from one native VS C 6 Claude Code, Codex, OpenCode 2 4,193 tok
mr-kelly/skills mr-kelly.github.io Agent Skills by mr-kelly 6 Claude Code, Codex, OpenCode 2 1,856 tok
hannsxpeter/godpowers Ship fast. Ship right. Ship everything. Ship accountably. AI-powered dev system: slash com 6 Claude Code, Codex, OpenCode 2 263 tok
pantoum-spfx/pantoum pantoum-spfx.github.io SPFx upgrade automation with deterministic patches and AI-assisted error recovery 6 Claude Code 7 6,800 tok
olanokhin/agent-security-skill Native Claude Code + Codex skills for AI security review. Also ships instruction files for 6 Codex, OpenCode 1 140 tok
ashp15205/scankii A local-first SAST & Runtime Security scanner built exclusively for LLM Agents. Detects cr 6 Cursor 1 123 tok
zzusp/doc-first-dev Agent Skills for doc-first delivery — one living spec per module, decisions logged separat 6 Claude Code 1 316 tok
JordanCoin/ios-skills-collection 200+ iOS/Swift/Xcode agent skills from 28 authors with phase-aware routing. Claude Code pl 6 Claude Code, Codex, OpenCode 2 498 tok