31,986 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 agents7,699Claude Code6,660Data and AI3,668Backend and APIs3,501Languages3,399Planning3,231Git and workflow3,226Code review2,759Testing2,389Memory and context2,368Writing and docs2,333DevOps and cloud2,313Research2,290Frontend2,267Security2,038Project management1,731
All Claude Code31,986 Codex23,430 OpenCode22,372 GitHub Copilot3,564 Gemini CLI1,915 Cursor1,742 Windsurf150 Kiro84
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| qmediat/gemini-code-context-mcp qmediat.io MCP server giving Claude Code persistent memory of your codebase via Gemini's 2M-token con | 0 | Claude Code | 1 | 647 tok |
| raskolnikovdd/adaptive-memory-graph Intelligent persistent memory graph MCP plugin for Claude | 0 | Claude Code | 1 | 484 tok |
| rbsoftwaresystems/draftlytic-mcp | 0 | Claude Code | 1 | 1,736 tok |
| rchanllc/picdefenseio-mcp-server MCP server for the PicDefense.io API — image risk scoring, EXIF, reverse-image backlinks, | 0 | Claude Code | 1 | 732 tok |
| redpop/apple-calendar-mcp MCP server for Apple Calendar on macOS — read events, create them, and find free time via | 0 | Claude Code | 1 | 2,141 tok |
| reesehammer/umbra-py umbra-py.space A Python-first toolkit to make Umbra SAR open data easy to discover, load, process, and an | 0 | Claude Code, Codex, OpenCode | 4 | 7,315 tok |
| rehmansherazi/syncbridge VS Code + Chrome extension bridge for AI-assisted coding workflows | 0 | Claude Code | 3 | — |
| romainsantoli-web/mcp-openclaw | 0 | Claude Code | 1 | 1,474 tok |
| rongchang726-png/vivarium A small world that evolves on its own (neural creatures under natural selection) — plus a | 0 | Claude Code | 1 | 2,205 tok |
| ronitjadhav/geoservercloud-mcp geoservermcp.maplabs.tech MCP (Model Context Protocol) server for GeoServer - enables AI assistants to manage GeoSer | 0 | Claude Code | 1 | 1,869 tok |
| ronniechong/healthchecks-io-mcp npmjs.com Healthchecks.io MCP | 0 | Claude Code, Codex, OpenCode | 2 | 1,524 tok |
| richard-kim-79/popup | 0 | Claude Code, Codex, OpenCode | 2 | 999 tok |
| rijul170/qualys-mcp MCP server for full Qualys portal management — VMDR, Policy Compliance, WAS, Cloud Agent, | 0 | Claude Code, Codex, OpenCode | 2 | 658 tok |
| rlawogh1005/green-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 1,017 tok |
| rmathew1973/ios-sim-mcp MCP server that drives the iOS Simulator via semantic accessibility-tree snapshots with st | 0 | Claude Code | 1 | 4,311 tok |
| adamkrawczyk/agentpact-mcp-server agentpact.xyz MCP server for AgentPact — the AI agent marketplace. 42 tools for discovering offers, nego | 0 | Claude Code, Codex, OpenCode | 2 | 2,538 tok |
| saagpatel/mcpforge pypi.org Generate production-ready FastMCP 3.x MCP servers from plain-English descriptions | 0 | Claude Code, Codex, OpenCode | 2 | 448 tok |
| salehrifai42/qmetrymcp mcp for qmetry | 0 | Claude Code, GitHub Copilot | 4 | 3,678 tok |
| shigechika/aruba-central-mcp MCP server for Aruba Central: expose AP, switch, and client status to AI assistants | 0 | Claude Code, GitHub Copilot | 2 | 2,776 tok |
| shigechika/boxadm-mcp MCP server for Box admin-log analytics — external-sharing visibility, read-only | 0 | Claude Code, GitHub Copilot | 2 | 6,078 tok |
| shigechika/cloudarmor-mcp MCP server for Google Cloud Armor WAF log patrol — deny summaries, false-positive checks, | 0 | Claude Code, GitHub Copilot | 2 | 3,430 tok |
| shigechika/entraadm-mcp MCP server for Microsoft Entra ID sign-in/audit-log triage (read-only) | 0 | Claude Code, GitHub Copilot | 2 | 2,971 tok |
| shigechika/eos-mcp MCP server for Arista EOS device operations via eAPI | 0 | Claude Code, GitHub Copilot | 2 | 3,649 tok |
| shigechika/gwsadm-mcp MCP server for Google Workspace security auditing — login audit, external sharing, daily b | 0 | Claude Code, GitHub Copilot | 2 | 6,021 tok |
| shigechika/junos-mcp MCP server for Juniper/JUNOS — show, upgrade with rollback, config push (commit confirmed) | 0 | Claude Code, GitHub Copilot | 2 | 6,244 tok |
| shigechika/keycloak-mcp MCP server for the Keycloak Admin REST API — a strong ally for auth troubleshooting: inspe | 0 | Claude Code, GitHub Copilot | 2 | 3,010 tok |
| shigechika/zapi-mcp MCP server for the Zabbix API — daily brief, problems, hosts, items | 0 | Claude Code, GitHub Copilot | 2 | 3,814 tok |
| shmindmaster/gitpin shmindmaster.github.io Require exact PR evidence before agent-authored changes merge. Local evidence MCP + base-t | 0 | Claude Code, Codex, OpenCode | 2 | 1,288 tok |
| runcycles/cycles-mcp-server runcycles.io MCP budget and risk authority for Cycles — runtime governance for Claude, Cursor, and Wind | 0 | Claude Code | 3 | 185 tok |
| rwestergren/hevy-mcp Manage your Hevy workouts, routines, folders, and exercise templates. Create and update se | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 3 | 6,835 tok |
| ryanmat/mcp-server-logicmonitor MCP server for LogicMonitor REST API v3 integration. Enables AI assistants to interact wit | 0 | Claude Code | 6 | — |
| ryanduguid/aus-accounting-mcp duguid.com.au Local MCP server for Australian accounting review: ATO small-business benchmarks, Payday S | 0 | Claude Code, Codex, OpenCode | 2 | 439 tok |
| ryanthegentry/402index 402index.io Protocol-agnostic directory of paid APIs (L402 + x402 + MPP) for AI agents | 0 | Claude Code, Codex, OpenCode | 2 | 1,960 tok |
| shuaicongxiaomai/agentguard | 0 | Claude Code | 1 | 871 tok |
| silly-geese/quality-qr-mcp MCP server for creating and managing trackable QR codes. 6 tools, 12 QR types, scan analyt | 0 | Claude Code | 1 | 198 tok |
| sincekmori/negirau negirau.com Negirau lets anyone send a one-tap, login-free appreciation to the people behind everyday | 0 | Claude Code, Codex, OpenCode | 2 | 5,112 tok |
| shakaran/symfony-agent-mcp Model Context Protocol server for Symfony applications — read-only introspection of routes | 0 | Claude Code | 1 | — |
| sharozdawa/content-optimizer Open source alternative to Surfer SEO. SERP-based content scoring with 7 categories, entit | 0 | Claude Code | 1 | — |
| sharozdawa/schema-gen AI-powered Schema.org JSON-LD markup generator. 12 schema types with live preview. Web app | 0 | Claude Code | 1 | — |
| skypier-jp-works/mcp-jp-corporate-id MCP server for validating and normalizing Japanese corporate numbers and qualified invoice | 0 | Claude Code | 1 | 1,975 tok |
| skypier-jp-works/mcp-jp-paid-leave MCP server for Japanese statutory annual paid leave (nenkyu) calculations under the Labor | 0 | Claude Code | 1 | 1,517 tok |
| slettmayer/calc-mcp-server MCP server for exact arithmetic: one safe calculator tool over an AST allowlist, with no u | 0 | Claude Code, Codex, OpenCode | 2 | 1,678 tok |
| snapsynapse/ai-incident-law aiincidentlaw.org Open, searchable corpus of public legal and regulatory matters involving AI incidents, fai | 0 | Claude Code, Codex, OpenCode | 2 | 1,301 tok |
| snapsynapse/publedge publedge.org Open recordkeeping protocol for fact-specific written interpretations between two parties: | 0 | Claude Code, Codex, OpenCode | 2 | 1,827 tok |
| sota-deploy/mcp-server MCP server for sota.io -- deploy web apps via AI agents | 0 | Claude Code | 1 | 1,599 tok |
| soulmaten7/potal potal-x1vl.vercel.app | 0 | Claude Code, Cursor | 5 | 15,509 tok |
| sparta2025/postgres-mcp | 0 | Claude Code | 1 | 1,225 tok |
| spyyps/recommend-dish recommend dish | 0 | Claude Code, Gemini CLI | 2 | 1,695 tok |
| Cvartel/Face-Recognition-MCP-Server The face recognition MCP server for AI-native development | 0 | Claude Code | 1 | 3,588 tok |
| sunholo-data/ailang-parse sunholo.com Universal document parsing and generation in AILANG. Deterministic Office (DOCX/PPTX/XLSX) | 0 | Claude Code | 8 | 943 tok |