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
CBirkbeck/AINTLIB Atlas of formalised number theory in Lean (Verso blueprint) 8 Claude Code, Codex, OpenCode 2 4,539 tok
shuotao/NAVISWORK_MCP 8 Claude Code, Codex, OpenCode 2 2,320 tok
jasonrr/herdr-tally Project-scoped todos & scratchpads for you and your agents. 8 Claude Code, Codex, OpenCode 3 2,236 tok
SocialGouv/claw-code-go 8 Claude Code 1 313 tok
ori-ai/gbp-lead-scraper-skill Claude Code skill that discovers unoptimized Google Business Profiles across the US, audit 8 Claude Code 1 2,538 tok
SZWzz/AStockPursue StockPursue — AI Quantitative Trading Research Platform 8 Claude Code 1 3,606 tok
CAREEMER/appflowy-mcp Appflowy HTTP MCP server for Self hosted solution 8 Claude Code, Codex, OpenCode 2 671 tok
intelligent-ears/pd-tools-mcp A Model Context Protocol (MCP) server that integrates [ProjectDiscovery](https://projectdi 8 GitHub Copilot 1 130 tok
yolonir/pi-codemcp Typed, sandboxed Code Mode access to configured MCP servers for Pi 8 Codex, OpenCode 1 413 tok
Duducoco/skillstash One hub, all agents. A cross-platform CLI to centralize your AI agent skills in a single g 8 Claude Code 1 1,083 tok
Future-CX/AI-Architecture-Toolkit Open-source AI agents, skills, templates, and workflows for software architects and enterp 8 Codex, OpenCode 1 941 tok
brainbytes-dev/everything-claude-finance The complete finance, accounting, and economics system for Claude Code — 20 agents, 51 ski 8 Claude Code, Codex, OpenCode 2 2,723 tok
openreview/openreview-mcp Implementation of the OpenReview MCP 8 Claude Code 1 1,847 tok
Furinelle/furina Furina de Fontaine role-playing resource pack — a self-contained skill following the Agent 8 Claude Code, Codex, OpenCode 5 642 tok
omznc/olx-mcp MCP server za OLX.ba. Pretraga, objavljivanje i upravljanje oglasima iz Claudea 8 Claude Code 1 723 tok
cesteral/mcp-open-advertising 8 Claude Code, Codex, OpenCode 2 4,017 tok
mbentham/SqlAugur MCP server providing AI assistants with safe, read-only access to SQL Server databases. AS 8 Codex, OpenCode 1 650 tok
tools-mcp/vessel-traffic-mcp tools-mcp.github.io Read-only MCP server for vessel AIS, ship tracking, schedules, and BYOK maritime providers 8 Codex, OpenCode 1 652 tok
2sem/davinci-resolve-lite-mcp MCP server to control DaVinci Resolve free (Lite) edition from Claude — runs as a Workspac 8 Claude Code 1 —
gelse/ssh-mcp Containerized MCP server exposing SSH command execution and SFTP file transfer as tools ov 8 Codex, OpenCode 1 3,377 tok
Pseudogiant-xr/Pseudolife-MCP Persistent long-term memory for Agents — an MCP server with an associative memory bank, a 8 Claude Code, Codex, OpenCode 6 7,401 tok
Neetx/ai-security-research-radar AI Security Research Radar — AI for security and security for AI 8 Claude Code, Codex, OpenCode 14 3,004 tok
MadaraUchiha-314/the-loop madarauchiha-314.github.io The loop for everything! 8 Claude Code, Codex, OpenCode 3 840 tok
yamadashy/agent-carnet npmjs.com File-based markdown notebook CLI for AI agents — the leather notebook in your jacket pocke 8 Claude Code 1 1,650 tok
prangishviliAbe/agent-skills Portable, production-grade skills for AI coding agents — web development, security, UI/UX, 8 Codex, OpenCode 1 1,026 tok
netresearch/german-technical-writing-skill Agent Skill for natural German technical register in Jira tickets, internal German docs, a 8 Codex, OpenCode 1 814 tok
ryanzhao1011/workframe A Claude Code workflow framework for product managers: project documentation management an 8 Claude Code 1 1,431 tok
fschmutz/claude-usage-panel fschmutz.github.io See your Claude Code plan usage everywhere: GNOME top bar, macOS menu bar, a status line u 8 Claude Code, Codex 1 10,345 tok
adhi-jp/minecraft-modding-mcp npmjs.com MCP server for AI-assisted Minecraft modding: inspect decompiled source, resolve Mojang/Ya 8 Codex, OpenCode 1 3,810 tok
rezamotaghi/cbctscope rezamotaghi.com Full CBCT + 2D radiograph viewer from a board-certified oral and maxillofacial radiologist 8 Codex, OpenCode 1 1,645 tok
badchars/satellite-mcp npmjs.com Full-Spectrum Geospatial Intelligence MCP Server — 171 tools across 27 categories: satelli 8 Claude Code 1 349 tok
autcir/openvidia Multi-key proxy for NVIDIA NIM with a native desktop dashboard — auto-rotation, cooldown, 8 Codex, OpenCode 1 1,032 tok
pilotwaffle/TORQCLAW A governed control plane for AI agents — approval before action, budget before spend, rece 8 Claude Code, Codex, OpenCode 6 4,666 tok
FramY2/ctxwise framy2.github.io Multi-agent context firewall, MCP schema tree-shaker, and token budget guard for Claude Co 8 Claude Code, Codex, OpenCode 2 288 tok
moVictor99/shopify-theme-builder Interview-first skill that builds complete, theme-editor-controllable Online Store 2.0 Sho 8 Codex, OpenCode 1 1,564 tok
Tsinglung-Tseng/ali-mcp An Alibaba ecosystem MCP server for Xianyu (Goofish) and Taobao automation, modeled after 8 Claude Code 1 703 tok
MCKRUZ/claude-code-sdlc Claude Code plugin that orchestrates the full SDLC lifecycle using company-configurable pr 8 Claude Code 1 16,934 tok
vitor-pecanha/pods-and-reels Plugin do Claude Code: transforma gravacoes longas (podcast/live/aula) em clipes verticais 8 Claude Code 1 1,636 tok
Takhoffman/onenote-desktop-agent Free, open-source Claude Code and Codex plugins for controlling the real Windows OneNote d 8 Claude Code, Codex, OpenCode 2 230 tok
atretyak1985/swarmery atretyak1985.github.io Local control plane for Claude Code: see every session, approve permission prompts from on 8 Claude Code 2 3,367 tok
ryan-haver/fusebase-mcp MCP server for Fusebase (formerly Nimbus Note). Tools for AI-powered workspace management 8 Claude Code, Codex, OpenCode 3 2,537 tok
ChrisBrooksbank/uk-parliament-data-mcp pypi.org UK Parliament MCP Server — 209 tools bridging AI assistants with live UK Parliament data ( 8 Claude Code, Codex, OpenCode 3 2,628 tok
AYUSH-148/DB-Explorer-MCP Read-only MCP server for PostgreSQL, MySQL & SQLite. Lets AI assistants (Claude, Cursor, V 8 Claude Code 1 1,809 tok
NeshanMaps/Neshan-MCP 8 Claude Code 1 1,006 tok
MrFixit96/onedrive-mcp-server Minimal, secure MCP server for OneDrive file sharing via Microsoft Graph API 8 Claude Code 1 441 tok
nirholas/robinhood-chain-mcp nirholas.github.io MCP servers for Robinhood Chain: read-only data tools plus an opt-in trading server with s 8 Claude Code, Codex, OpenCode 2 532 tok
lukegskw/caldav-mcp A TypeScript MCP server for iCloud Calendar with native multi-VALARM support. 8 Codex 2 —
antohins/seo-tools-mcp 8 stdio MCP servers for SEO (xmlstock/SERP, wordstat, gsc, ywm, metrika) for Claude Code — 8 Codex, OpenCode 1 5,288 tok
musharna/plant-genomics-mcp musharna.github.io Plant genomics MCP server — 50+ tools across 23 backends (Ensembl Plants, Phytozome, UniPr 8 Claude Code 1 1,064 tok
dengxuhui/igpsport-mcp pypi.org A local MCP server that brings iGPSport cycling data into LLM clients, with training metri 8 Claude Code 1 2,436 tok