How real projects configure their agents

22,198 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
jacwalste/vendorops-mcp 1 Codex, OpenCode 1 214 tok
ilyajob05/emo_bot 1 Claude Code, Codex, OpenCode 2 3,139 tok
TheNovaNodes/google-jules-mcp Integration module for Google Jules cloud workers via Model Context Protocol. 1 Codex, OpenCode 1 1,289 tok
bu5hm4nn/zoho-bookkeeper-mcp A Model Context Protocol (MCP) server for Zoho Books integration, designed for bookkeeping 1 Codex, OpenCode 1 380 tok
Frejixxx/telegram-agent Privacy-first Telegram MCP tools for Codex maintainers 1 Codex, OpenCode 1 1,165 tok
orchestratemcp/OrchestrateKIT-MCP orchestratemcp.dev The honest, evidence-backed MCP planner for safer AI agent workflows. 1 Claude Code, Codex, OpenCode 2 830 tok
ccchenhuohuo/sorftime-mcp Governed Sorftime MCP, AI Skill, and full CLI for secure team access to Amazon market data 1 Claude Code, Codex, OpenCode 2 1,957 tok
BASIC-BIT/soundiiz-mcp Local-first MCP server for safe AI access to Soundiiz syncs and SmartLinks. Read-only by d 1 Claude Code, Codex, OpenCode 2 1,903 tok
cacheout-app/cacheout-mcp MCP server for Cacheout — macOS cache management and memory telemetry tools for AI agents 1 Codex, OpenCode 1 2,112 tok
mkrech/anki-mcp-server 1 Codex, GitHub Copilot, OpenCode 2 1,977 tok
ManudotaORG/artist-mcp artist-mcp.vercel.app Read your OneNote pages in Claude Desktop or Codex. An npm-published MCP server that signs 1 Claude Code, Codex, OpenCode 2 4,001 tok
tboome33/obsidian-mcp-router MCP server that routes Claude tool calls to multiple Obsidian vaults (local or remote) ove 1 Claude Code, Codex, OpenCode 2 2,439 tok
techniondigitalsolutions/odoo-mcp Safety-first MCP server for Odoo 16-19 with controlled changes, audit journaling, rollback 1 Codex, OpenCode 1 115 tok
shayonpal/mcp-for-lifeos Model Context Protocol server for LifeOS Obsidian vault with dynamic template discovery an 1 Claude Code, Codex, GitHub Copilot, OpenCode 7 5,482 tok
berntpopp/mgi-link genefoundry.org MCP server for MGI (Mouse Genome Informatics): mouse gene, allele, mutation and phenotype 1 Claude Code, Codex, OpenCode 10 1,930 tok
okx-wallet-H/hvip-mcp 1 Claude Code, Codex, OpenCode 3 3,765 tok
yurilopes/pydoll-mcp-server 1 Codex, OpenCode 1 1,478 tok
royhcj/prompt-gui-mcp Lets AI agents to show prompts with beautiful, interactive GUI forms instead of plain text 1 Claude Code, Codex, OpenCode 2 948 tok
WillHsiaoNYC/NYC-Opendata-Capital-Projects-MCP willhsiaonyc.github.io MCP server over NYC Open Data's Capital Projects Dashboard — 4 Socrata datasets in a local 1 Claude Code, Codex, OpenCode 2 2,281 tok
ewanc26/atproto-mcp-server An AT Protocol MCP server for Bluesky and decentralized social web interactions. 1 Claude Code, Codex, OpenCode 2 181 tok
iamseyhmus7/mcp-codebase-oracle 1 Claude Code, Codex, OpenCode 8 5,471 tok
linxxcat000/autodoubao Local Windows MCP bridge that automates Doubao web image generation for Codex, Hermes Agen 1 Codex, OpenCode 1 667 tok
bdhxhxhhxhxhxhhxjxhxhxhxhx2-del/codex-photoshop-psd-automation Turn AI-generated artwork into editable, validated layered PSDs with Codex + Photoshop MCP 1 Codex, OpenCode 1 148 tok
cyberuni/cyber-slack Slack CLI and MCP server for AI agents 1 Claude Code, Codex, OpenCode 2 544 tok
yigitkonur/mcp-supersubagents MCP server for spawning and managing parallel AI agents. Run multiple autonomous Copilot s 1 Claude Code, Codex, GitHub Copilot, OpenCode 9 9,778 tok
nathanasbury/razberri-AI-Agents-Microsoft Microsoft 365-aware ADHD companion with MCP, local AI, and privacy-first task scoring 1 Codex, OpenCode 1 1,341 tok
dongzhaohe321418-lab/zemax-mcp Local Web GUI for reproducible chick/human-eye illumination experiments with guided OpticS 1 Codex, OpenCode 1 205 tok
aferreiraguido/javascript-mcp-server 1 Codex, OpenCode 1 4,428 tok
gabriellopesdesouza2002/mcp-whatsapp The ultimate MCP Server for WhatsApp - Full History Search & AI Automation 1 Codex, OpenCode 1 1,114 tok
Blueprint-Master/blueprint-modular mcp.blueprint-modular.com Semantic component system built for AI-driven UI generation. 101 curated components, dual 1 Codex, Cursor, OpenCode 2 5,080 tok
jremick/voice-memo-hub Local Apple Voice Memos ingestion, transcription, search, and safe Codex workflow handoff 1 Codex, OpenCode 1 256 tok
moliver28/corpus-kb Local RAG system with MCP tools for agentic code editors. AST-aware chunking, hybrid searc 1 Codex, OpenCode 1 3,284 tok
vKongv/chrome-browser-control Local Chrome-profile browser-control MCP server 1 Claude Code, Codex, Cursor, OpenCode 2 3,465 tok
gordo-labs/mcpbasket 1 Codex, OpenCode 1 218 tok
berntpopp/hpo-link genefoundry.org MCP server for the Human Phenotype Ontology (HPO): phenotype term lookup, the is_a hierarc 1 Claude Code, Codex, OpenCode 10 3,019 tok
0xkaz/agentclip agentclip.0xkaz.com Clip browser text, recall it from any AI — Chrome extension + Cloudflare Workers with MCP, 1 Claude Code, Codex, Cursor, OpenCode 4 557 tok
Bazilio-san/mcp-vkusvill MCP server for integration with VkusVill 1 Claude Code, Codex, OpenCode 19 1,798 tok
horiastanxd/claude-init horiastanxd.github.io One command generates AI context files (CLAUDE.md, AGENTS.md, Cursor/Windsurf/Cline, GEMIN 1 Claude Code, Codex, OpenCode 2 1,099 tok
saitoomituru/PSYCHO-Py800MCP MCP bridge for oscilloscope, logic analyzer, and microscope automation. AI-driven waveform 1 Claude Code, Codex, OpenCode 2 2,774 tok
MiiKiyoshi/html-mcp-web Review agent-generated HTML slides/reports in the browser with anchored comments over MCP; 1 Codex, OpenCode 1 21 tok
schlemperdev/shantycrawl-mcp A lean MCP server for Firecrawl with lazy-loading tool architecture to drastically reduce 1 Codex, OpenCode 1 1,820 tok
mjkid221/MCPal npmjs.com Friendly Companion MCP. Get notified when your task is finished! 1 Claude Code, Codex, OpenCode 2 2,223 tok
coroniumio/coronium-proxy-mcp 1 Codex, OpenCode 1 303 tok
mr-mihu/dsh-dbhub-live DSH database MCP bridge plugin: persistent multi-source dbhub service + workspace-specific 1 Codex, OpenCode 1 4,626 tok
gong8/sentinel-oss Self-hosted governance layer for MCP servers: policy engine, audit log, and multi-transpor 1 Claude Code, Codex, OpenCode 5 1,765 tok
muhammadyusuf-kurbonov/utel-mcp 1 Claude Code, Codex, OpenCode 2 514 tok
mlauf-labs/saga-core SAGA - a self-organizing, AI-native document archive (core backend: ingestion, LLM enrichm 1 Claude Code, Codex, OpenCode 2 1,666 tok
biocontext-ai/nucleotide_archive_mcp European Nucleotide Archive dataset search MCP server for agentic RNA-sequencing data disc 1 Claude Code, Codex, OpenCode 2 492 tok
AlgoChains/algochains-mcp-server AlgoChains MCP Server — Universal broker connectors, MCPT strategy validation, and AI mark 1 Codex, OpenCode 1 9,231 tok
tako0614/takos-office Takos Office — unified self-hostable docs/slide/sheet worker (agent-native via MCP) 1 Claude Code, Codex, OpenCode 2 1,037 tok