How real projects configure their agents

22,302 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 agents7,670Claude Code6,650Data and AI3,673Backend and APIs3,507Languages3,392Planning3,227Git and workflow3,211Code review2,744Testing2,385Memory and context2,367Writing and docs2,330DevOps and cloud2,314Research2,288Frontend2,261Security2,032Productivity1,722

All Claude Code31,994 Codex23,359 OpenCode22,302 GitHub Copilot3,560 Gemini CLI1,917 Cursor1,740 Windsurf142 Kiro82

Project Stars Configures Files Always loaded
kalala252/asm-mcp-server MCP server for evidence-backed passive attack-surface research 0 Codex, OpenCode 1 113 tok
tbaraniuk/arxiv-agent-mcp 0 Claude Code, Codex, OpenCode 2 1,462 tok
AI1379/mihoyo-mcp MCP server for Miyoushe / HoYoLAB — QR login, encrypted credential vault, daily notes & al 0 Codex, OpenCode 1 1,763 tok
bebebebebebebebebebebebebebebe/mcp-examples 0 Claude Code, Codex, OpenCode 8 673 tok
kyle-nelson-berkeley/runpod-mcp 0 Claude Code, Codex, OpenCode 2 3,143 tok
chiraitori/manga-trans Local-first Model Context Protocol (MCP) server & Web Studio for manga/comic scanlation, i 0 Claude Code, Codex, Gemini CLI, OpenCode 3 1,377 tok
publicala/ebooksdepository-agent ebooksdepository.com Official EbooksDepository agent skill, MCP config, and Agent Plugin manifest 0 Codex, OpenCode 1 222 tok
bmbbms/boss-cli-mcp Boss Zhipin automation CLI with MCP server and batch messaging 0 Codex, OpenCode 1 357 tok
cuishihui66/coding-tools-mcp coding-tools-mcp 0 Codex, OpenCode 6 1,072 tok
Wulfgardr/work-assistant Gestione locale e indipendente dal provider della posta per persone e agenti AI 0 Codex, OpenCode 1 247 tok
ivanprytula/cv-rest-mcp-server 0 Claude Code, Codex, OpenCode 3 11,881 tok
foxfirecodes/marker-watch-mcp an mcp server that watches for start/stop markers in long running watch-mode commands and 0 Codex, OpenCode 1 25 tok
chi-qhsun/Codex-Semantic-Review Local MCP server for auditable, plan-linked Git commit review views 0 Codex, OpenCode 2 347 tok
slavamirgit/shop-mcp Read-only MCP server for analytics over a SQLite shop database. 0 Claude Code, Codex, OpenCode 2 737 tok
fedroraddict/rango Rango — Chameleon Ultra AI Copilot: MCP server + agent skills + offline dump analyzer on t 0 Codex, OpenCode 1 984 tok
jommar/memory-mcp 0 Codex, OpenCode 1 625 tok
paladini/portmap Stop guessing localhost ports. Deterministic CLI + MCP maps declared configs, OS listeners 0 Claude Code, Codex, OpenCode 2 698 tok
renoelis/flow-codeblock-mcp Flow Codeblock stdio MCP Server and Codex Plugin 0 Codex, OpenCode 1 318 tok
jedikim/storyai A narrative knowledge graph and MCP server for long-form fiction continuity. 0 Claude Code, Codex, OpenCode 2 756 tok
Toligrim/Letopis-mcp Летопись (Letopis) engine + thin MCP server on top — Telegram chat archive & smart search 0 Claude Code, Codex, OpenCode 2 2,201 tok
eustin/mcp-server-orchestrate Stop AI agents from hallucinating task completion. MCP server enforcing state integrity, v 0 Codex, OpenCode 1 764 tok
jaksa-v/mcp-lab 0 Claude Code, Codex, OpenCode 10 2,605 tok
allen-n/dailybot-mcp An MCP wrapper of the dailybot CLI to allow MCP tools (i.e. littlebird.ai) to access it. 0 Codex, OpenCode 1 258 tok
Builderstar/youtube-music-cli-mcp-fork Unofficial involvex/youtube-music-cli fork adding a local stdio MCP server; not affiliated 0 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 6,513 tok
jirathip-dev/morsel morsel-authorize-ui.vercel.app MCP-first, camera-first food tracker — data store + dashboard + agent skill. Your AI fills 0 Claude Code, Codex, OpenCode 2 389 tok
DrewMauldin/AI-Cloud-Memory cloud-memory.drewsdigest.com Self-hosted shared memory, project board and roadmap for AI clients on Cloudflare and GitH 0 Codex, OpenCode 1 129 tok
Glebsky/notion-mcp Notion mcp for Agent codding. 0 Codex, OpenCode 1 3,659 tok
henryhyw/slidecraft Agent-native framework for editable PowerPoint generation and reconstruction 0 Codex, OpenCode 1 259 tok
hspanteon/timeline-mcp fetch panteon timeline task 0 Claude Code, Codex, OpenCode 5 2,112 tok
lswith/imap-mcp An MCP for IMAP running on cloudflare 0 Claude Code, Codex, OpenCode 21 3,258 tok
jacksonxbxt/founders-transcript-archive Local-first Founders podcast transcript archive with hybrid retrieval, MCP, and agent tool 0 Codex, OpenCode 1 195 tok
ac0033/agent-memory Agent long-term memory infrastructure: a desensitization → distillation → reconciliation a 0 Claude Code, Codex, OpenCode 1 4,823 tok
ast0815/elog-mcp An MCP and OpenAPI server to provide an agent access to an ELOG 0 Codex, OpenCode 1 790 tok
timeaissr/datetime-mcp-server 0 Claude Code, Codex, OpenCode 1
xuzhougeng/svg-editor xuzhougeng.github.io AI-native SVG editor MCP App for Claude Science and Wisp Science. Open matplotlib/ggplot s 0 Codex, OpenCode 1 231 tok
Mik1810/ipe-mcp 0 Codex, OpenCode 1 1,494 tok
naer-lily/reference-search-mcp 0 Codex, OpenCode 1 1,809 tok
stufently/bing-webmaster-mcp MCP server and CLI for Bing Webmaster Tools: search performance, indexing status, sitemaps 0 Codex, OpenCode 1 779 tok
katekruger/instantly-mcp pypi.org MCP server for the Instantly.ai v2 API — analytics, leads, campaigns, Unibox, sender accou 0 Claude Code, Codex, OpenCode 2 2,970 tok
tetracoralla/context-surface-analyzer Deterministic analysis and comparison of explicit Agent tool-catalog snapshots. 0 Codex, OpenCode 1 531 tok
phamviet86/codex-a2a-gateway Bidirectional A2A v1.0 gateway for Codex via MCP and Codex App Server; tested with Hermes 0 Codex, OpenCode 1 1,544 tok
bitty-terminal/bitty-mcp Archived 2026-09-14: MCP functionality is covered by bitty-ai; repository kept read-only f 0 Codex, OpenCode 1 1,172 tok
Berrio/inkscape-mcp MCP server for secure headless Inkscape document design and exports 0 Codex, OpenCode 1 1,413 tok
fridaruh/MCP_Tools4Foresight mcp-tools4foresight.vercel.app Servidor MCP de solo lectura sobre las señales de foresight de tools4foresight.com: señale 0 Claude Code, Codex, OpenCode 2 534 tok
yazkyChristianNicolas/personal-finance-mcp-server MCP server remoto para personal-finance-service (Keycloak OAuth 2.0 + PKCE / Client Creden 0 Codex, OpenCode 1 2,331 tok
abhichat85/papyrus papyrus-web.vercel.app Universal document ingestion engine — any file in, agent-ready Markdown out. PDF, Word, Po 0 Claude Code, Codex, OpenCode 2 1,525 tok
jegamboafuentes/x402dispatcher 402dispatcher.com x402dispatcher is a Bazaar aggregator for AI agents. It discovers paywalled APIs from the 0 Codex, OpenCode 1 928 tok
katekruger/campaign-preflight Read-only preflight checks for outbound campaigns—contacts, personalization, suppressions, 0 Claude Code, Codex, OpenCode 2 4,926 tok
dills122/formly-contract dills122.github.io Compile Angular Formly configurations into deterministic, agent-readable contracts. 0 Codex, OpenCode 1 976 tok
resign13/GPT-Tools-MCP 0 Claude Code, Codex, Cursor, OpenCode 10 3,036 tok