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
fakechris/obsidian_vault_pipeline A automatic pipeline that processing obsidian vault by llm from pinbord, obsidian Clipper 163 Claude Code, Codex, OpenCode 2 3,821 tok
Khan/wonder-blocks khan.github.io React components for Wonder Blocks design system. 163 Claude Code, Codex, GitHub Copilot, OpenCode 11 14,562 tok
healthymind-tech/Taiwan-Health-MCP 163 Claude Code, Codex, OpenCode 2 8,143 tok
glowbom/glowbom-oss glowbom.com Build software like writing a book 163 Claude Code, Codex, OpenCode 2 151 tok
teleskopio/teleskopio teleskopio.github.io teleskopio is a lightweight kubernetes web client 162 Codex, OpenCode 1 828 tok
cocode-agency/cocode cocode.agency Best ready-to-run DeepSeek Harness distribution: DSH desktop GUI, DSH terminal TUI, and ha 162 Codex, OpenCode 1 1,500 tok
LilMGenius/polysona Polygonal Persona: A Persona Layer for AI Agents. Metacognition-driven multi-persona extra 162 Claude Code, Codex, OpenCode 2 1,234 tok
tinygrad/asm2464pd-firmware Firmware for the ASM2464PD 162 Claude Code, Codex, Gemini CLI, OpenCode 3 276 tok
VeryGoodOpenSource/vgv-ai-flutter-plugin AI plugin to enhance and accelerate Flutter & Dart development, built by Very Good Venture 162 Claude Code, Codex, OpenCode 2 3,072 tok
appautomaton/document-SKILLs appautomaton.com Claude Code and Codex SKILLs for PDF, Excel, Word, and PowerPoint manipulation — extractio 162 Claude Code, Codex, OpenCode 2 994 tok
NVIDIA/nvalchemi-toolkit nvidia.github.io ALCHEMI Toolkit is a developer toolkit for accelerating training and inference for AI in c 162 Claude Code, Codex, OpenCode 2 2,797 tok
tt-a1i/matt-skills-with-to-goal Planning → verifiable goals → fresh-session implementation for AI coding agents. Based on 162 Claude Code, Codex, OpenCode 2 993 tok
antonio-clicktoclose/hormozi-claude-code-brain Drop Alex Hormozi's $100M frameworks into Claude Code and get a free AI business advisor. 162 Claude Code, Codex, OpenCode 6 1,624 tok
JuliusBrussee/skills 162 Claude Code, Codex, OpenCode 2 419 tok
gogpu/gg Enterprise-grade 2D graphics library for Go. Pure Go, zero CGO. Part of GoGPU ecosystem. 162 Codex, OpenCode 1 806 tok
artem-sedykh/mini-humidifier artem-sedykh.github.io Minimalistic humidifier card for Home Assistant Lovelace UI 161 Claude Code, Codex, OpenCode 2 12,430 tok
safedep/gryph safedep.io Security layer for AI coding agents. Works with Claude Code, Cursor, Windsurf, Gemini CLI, 161 Claude Code, Codex, OpenCode 5 1,036 tok
AkihikoWatanabe/paper_notes akihikowatanabe.github.io Daily notes on AI papers 161 Codex, OpenCode 1 130 tok
tctinh/agent-hive 161 Claude Code, Codex, GitHub Copilot, OpenCode 19 3,387 tok
jongwony/epistemic-protocols Epistemic protocols for Claude Code — structure human-AI interaction quality at every deci 161 Claude Code, Codex, OpenCode 9 3,285 tok
dcosson/h2 An agent runner, messaging, and orchestration layer. 161 Claude Code, Codex, OpenCode 2 610 tok
yeet-src/sigwire yeet.cx tail -f for signals. Every signal any process on the box raises — who sent it, who it hit, 161 Claude Code, Codex, OpenCode 2 7,313 tok
anton-abyzov/specweave spec-weave.com Spec-first AI development: describe a feature → AI creates spec + plan + tasks, builds aut 161 Claude Code, Codex, OpenCode 2 6,525 tok
qualcomm-linux/meta-qcom OpenEmbedded/Yocto Project BSP layer for Qualcomm based platforms 161 Claude Code, Codex, OpenCode 2 1,859 tok
joenandez/spectre Spectre is a battle-tested 6 stage agentic engineering workflow for building complex, prod 161 Claude Code, Codex, OpenCode 8 2,124 tok
pandazki/pneuma-skills Co-creation infrastructure for humans and code agents — visual environment, skills, contin 161 Claude Code, Codex, OpenCode 17 2,228 tok
Anbeeld/AGENTS.md anbeeld.com Global instructions for coding agents: evidence, parallelization, validation, all in one A 161 Codex, OpenCode 1 1,964 tok
moonlarry/codex-paper-skills Multiple Skills for Codex operating standards and academic paper writing 161 Codex, OpenCode 1 2,621 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 7,619 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
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
notactuallytreyanastasio/deciduous Decision graph tooling for AI-assisted development - track every choice, query your reason 159 Claude Code, Codex, OpenCode 19 14,449 tok
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
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
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
openclaw/clawdinators Declarative infra + NixOS modules for CLAWTINATOR hosts. 158 Codex, OpenCode 1 2,033 tok