How real projects configure their agents

1,908 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 agents7,473Claude Code6,589Data and AI3,693Backend and APIs3,491Languages3,403Planning3,201Git and workflow3,131Code review2,731Memory and context2,354Testing2,335DevOps and cloud2,298Research2,288Writing and docs2,284Frontend2,242Security1,995Productivity1,703

All Claude Code32,066 Codex23,211 OpenCode21,984 GitHub Copilot3,528 Gemini CLI1,908 Cursor1,730 Windsurf104 Kiro70

Project Stars Configures Files Always loaded
Asthanaji05/MCP_Pokemon The PokeAPI MCP Server acts as a bridge, allowing AI assistants to fetch and utilize compr 1 Gemini CLI 1 264 tok
LogicLabsAI/ultramemory-mcp ultramemory.io One memory for every AI you use — Claude, ChatGPT, Perplexity, Gemini, Cursor, OpenClaw, H 1 Gemini CLI 1 219 tok
asokore/statcite statcite.com Official economic statistics for AI agents — every number with a full citation, plus verif 1 Claude Code, Gemini CLI 2 2,618 tok
edithatogo/osf-cli-go A command-line client for the Open Science Framework 1 Gemini CLI 1 81 tok
nolindnaidoo/urls-le letools.dev Extract every URL in a codebase, with its protocol and exact position 1 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,276 tok
nolindnaidoo/string-le letools.dev Extract every string in a codebase, with its position, so a person can read them 1 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,134 tok
nolindnaidoo/envsync-le letools.dev Compare the dotenv files in a tree, and say which keys are missing from which 1 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,304 tok
nolindnaidoo/secrets-le letools.dev Find hardcoded credentials in a codebase, and never print one into the report 1 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,168 tok
nouchix/PQC-Khepra-MCP souhimbou-agi-etherversecodemates-projects.vercel.app KHEPRA MCP Server — Sovereign compliance engine with 36,195 STIG/CCI/NIST/CMMC mappings. A 1 Claude Code, Codex, Gemini CLI, OpenCode 25 356 tok
nolindnaidoo/dates-le letools.dev Extract every date and timestamp, and the exact instant each one resolves to 1 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,084 tok
nolindnaidoo/paths-le letools.dev Extract every file path in a codebase, and say whether it still points at anything 1 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,286 tok
nolindnaidoo/scrape-le letools.dev Check whether a page is scrapeable before the scraper is written, and say when it cannot t 1 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,312 tok
raklapimenta/brokeria-mcp-server mcp.brokeria.com.br MCP Server for Brazilian real estate. Search properties, simulate financing, schedule visi 1 Gemini CLI 1 669 tok
rex/mcp-rancher Capability-aware MCP server for Rancher. Cluster, workload, RBAC, and monitoring exposed t 1 Claude Code, Codex, Gemini CLI, OpenCode 28 765 tok
tambo-labs/charming-mcp usecharming.com Charming MCP server — generate and host interactive web apps via MCP 1 Codex, Gemini CLI, OpenCode 2 2,763 tok
peterbeck111/knowledgelib-io 1 Claude Code, Gemini CLI 3 4,716 tok
andr-ca/agentharness andr.ca Portable engineering policies for coding agents — git, testing, logging, and language conv 1 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 13 30,908 tok
hkopenai/hk-commerce-mcp-server This is an MCP server that provides access to government commerce and industry data throug 1 Gemini CLI 1 78 tok
assoumaaa/odoo-superpowers Odoo development skills for AI coding agents — a Claude Code plugin (also Codex & Gemini C 1 Claude Code, Codex, Gemini CLI, OpenCode 3 593 tok
AlbionaHoti/cycle-coded Claude that speaks cycle, chart, and era language — and obeys it. Glossary-first agent mod 1 Codex, Gemini CLI, OpenCode 2 283 tok
Nazzero/ai-handoff Structured handoff documents for AI coding agents. Type /handoff to generate session summa 1 Claude Code, Codex, Gemini CLI, OpenCode 3 205 tok
adaline-ankit/your-tam-is-fake A GTM strategist for your coding agent that does the research, rebuilds your TAM from scra 1 Codex, Gemini CLI, OpenCode 2 4,408 tok
aivsomkar/advisor-strategy-skill Advisor Strategy skill for AI coding agents, spawns a stronger model as strategic advisor 1 Claude Code, Codex, Gemini CLI, OpenCode 3 2,237 tok
nutdnuy/quantcoder-plugin Claude Code and Codex plugin wrapper for QuantCoder research-paper to QuantConnect workflo 1 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 641 tok
Heretek-AI/Agent-Proof Deterministic zero-trust mechanical hard-gate CLI for autonomous AI coding agents (Claude 1 Claude Code, Codex, Gemini CLI, OpenCode 3 5,020 tok
plumpslabs/matcha plumpslabs.github.io 🍵 Deliberate engineering guidelines & deterministic lifecycle safety hooks to enforce pla 1 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 8 4,417 tok
vikisingh23/wealth-forge-ai A precision-engineered AI workforce for fiduciary-grade financial strategy. Modeled after 1 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 4 1,181 tok
orin-dx/agent-plugins Official AI Agent Plugins & Skills Marketplace for Antigravity (AGY), Claude Code, and Cur 1 Claude Code, Codex, Gemini CLI, OpenCode 18 1,377 tok
arnaudgelas/K-Ops A governed, local-first evolution of the LLM wiki. Turn URLs, PDFs, and repos into claim-t 1 Claude Code, Codex, Gemini CLI, OpenCode 20 1,978 tok
makedirectory/ModelPeer makedirectory.github.io Cross-model peer review for coding agents. Let Claude Code, Codex CLI, and Gemini CLI cons 1 Claude Code, Codex, Gemini CLI, OpenCode 7 4,514 tok
hhx465453939/HelmForge ⚓ Forge your enterprise. Take the helm. — The AI cockpit for strategy · budget · finance · 1 Claude Code, Codex, Gemini CLI, OpenCode 37 3,173 tok
ph3on1x/wisci Context engineering framework for AI coding agents — Write, Isolate, Select, Compress 1 Gemini CLI 1 264 tok
xrnavigation/web-a11y-plugin Web accessibility agent skills — 23 cite-backed skills covering APG widget patterns, audit 1 Claude Code, Codex, Gemini CLI, OpenCode 3 159 tok
cskwork/fizzy-skill cskwork.github.io Claude Code / Codex skill for self-hosted Fizzy kanban — onboarding, daily card/comment op 1 Gemini CLI 1 15 tok
alivirgo/Major-AI-Skills alivirgo.github.io Installable agentic skills (SKILL.md) for Claude Code, Cursor, Codex, Gemini & Antigravity 1 Codex, Gemini CLI, OpenCode 2 421 tok
thedatakey/apollyon Evidence-first source security scanner for human-written and AI-generated code. Rust CLI w 1 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 938 tok
derailed-dash/gemini-api-docs-mcp-ext ai.google.dev A Gemini CLI extension that installs the Gemini API Documentation MCP, providing your AI a 1 Gemini CLI 1 237 tok
lxyer/multi-agent-collaboration-system Terminal-native cockpit for AI-first software engineering — protocol-driven sidecar across 1 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 41 195 tok
pongsatorna/integration-architect-agent A deterministic, multi-skill AI agent suite for the full API integration lifecycle. It orc 1 Gemini CLI 1 211 tok
yuevthins/xhs-down-ai-cli Xiaohongshu downloader skill and AI CLI adapters for Codex, Claude Code, Gemini CLI, and t 1 Gemini CLI 1 74 tok
mdfranz/saruca Mining Gemini CLI 1 Codex, Gemini CLI, OpenCode 2 2,542 tok
rumotion/ai-agent-project-template One canonical instruction file. Many models. ~1.9K-token startup. A copyable template for 1 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 7 1,494 tok
impactbrussels/AINativeOS impact.brussels The open OS for building an AI-native company in hard-mode sectors. A 15-chapter Handbook, 1 Claude Code, Codex, Gemini CLI, OpenCode 3 2,832 tok
hajekim/agentic-design-patterns-extension Gemini CLI Extension — Gemini CLI Extension packaging 28 agentic design pattern skills for 1 Gemini CLI 1 1,106 tok
agladysh/cogtools Metacognitive Tooling Scaffolding for AI Agents 1 Gemini CLI 1 91 tok
khadinakbarlabs/shopify-app-builder npmjs.com Open-source Shopify app development plugin with 32 skills for Claude Code, Codex, Cursor, 1 Gemini CLI 1 176 tok
azazhang/finance-literature-review-skill Finance-first literature review skill pack for Codex, Cursor, Claude, Gemini, and Copilot. 1 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 845 tok
zyli5313/dochost-gemini-extension dochost.io Publish Markdown/HTML from Gemini CLI as shareable links — dochost remote MCP extension 1 Gemini CLI 1 392 tok
lamguo/agent-context-doctor pypi.org Audit, generate, sync, and package repository context files for AI coding agents. (AGENTS. 1 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,646 tok
dpitois/niko-niko Only vibe coded with Gemini CLI. No human code, human only prompts and Gemini codes 1 Codex, Gemini CLI, OpenCode 2 3,430 tok