Context & AI engineering
26,304 rows, by stacks then stars
1,865 of these skill files have been read, by 1,328 distinct authors, and what they tell an agent counted. What Context & AI engineering authors agree on, and what they forbid
creis-ai/mcp-property-valuation-server/io.github.creis-ai/mcp-property-valuation-server MCP server
no license5★ repoMCP服务器,提供房产小区评级和评估功能
cyanheads/eur-lex-mcp-server/io.github.cyanheads/eur-lex-mcp-server MCP server
5★ repoSearch EU legislation, CJEU case law, and treaties; traverse CELLAR graph; browse EuroVoc concepts.
cyanheads/eurostat-mcp-server/io.github.cyanheads/eurostat-mcp-server MCP server
5★ repoSearch and query the Eurostat catalogue — EU economy, demography, trade, and NUTS regional data.
cyanheads/protein-mcp-server/io.github.cyanheads/protein-mcp-server MCP server
5★ repoMCP Server for 3D protein structural data retrieval & analysis from RCSB PDB, PDBe, and UniProt.
cyberpapiii/imessage-max/io.github.cyberpapiii/imessage-max MCP server
5★ repoAI-optimized MCP server for iMessage on macOS. Read, search, and send messages.
cygnussystems/cygnus-ssh-mcp/io.github.cygnussystems/cygnus-ssh-mcp MCP server
5★ repoSSH-based MCP control of remote Linux, macOS, and Windows servers -- 46 purpose-built tools.
darrenjrobinson/HIBP-MCP-Server/io.github.darrenjrobinson/hibp MCP server
5★ repoA Model Context Protocol (MCP) server for the Have I Been Pwned (HIBP) API
dataplat/dbatools-mcp-server/io.github.dataplat/dbatools-mcp-server MCP server
5★ repoMCP server for dbatools — exposes SQL Server management commands as MCP tools
doc2mcp/doc2mcp/io.github.doc2mcp/agentverse MCP server
5★ repoMCP server for agentverse documentation, generated by doc2mcp.
edelciomolina/postgres-mcp/io.github.edelciomolina/postgres-mcp MCP server
no license5★ repoPostgreSQL MCP wrapper with .env credential mapping, tool selection, and safe read-only defaults.
electron-stagewright/electron-stagewright/io.github.electron-stagewright/core MCP server
5★ repoAgent-native MCP server for driving, inspecting, and asserting on real Electron desktop apps.
eltociear/skill-audit-mcp/io.github.eltociear/skill-audit-mcp MCP server
no license5★ repoMCP server: static security scanner for MCP servers, agent skills & plugins. 68 attack patterns.
forkflux/forkflux/io.github.forkflux/forkflux-mcp MCP server
5★ repoCoordination layer for AI agents across isolated developer local environments (devices)
francisco-perez-sorrosal/cv/io.github.francisco-perez-sorrosal/cv MCP server
no license5★ repoAn MCP server that provides access to Francisco Perez-Sorrosal's CV
friendlygeorge/docker-mcp-server/io.github.friendlygeorge/docker-mcp-server MCP server
5★ repoMCP server for Docker — containers, health checks, Compose, logs, monitoring for AI agents
fullstackdegen/agent-audit/io.github.fullstackdegen/agent-audit MCP server
5★ repoTurn Lighthouse audits into coding-agent fix packs for Claude Code, Cursor, and Copilot.
harrybin/visuals-mcp/io.github.harrybin/visuals-mcp MCP server
no license5★ repoMCP server for interactive visualizations: tables, images, trees, lists, master-detail
jgalea/telegram-mcp/io.github.jgalea/telegram-mcp MCP server
5★ repoTelegram MCP server: read, send, and search messages and manage chats via your account.
joelbarmettlerUZH/slidev-mcp/io.github.joelbarmettlerUZH/slidev-mcp MCP server
no license5★ repoGenerate, render, and host Slidev presentations from markdown
jpazvd/unicefstats-mcp/io.github.jpazvd/unicefstats-mcp MCP server
5★ repoUNICEF child development statistics: 790+ indicators, 200+ countries, SDMX-sourced. No API key.
kenneives/design-token-bridge-mcp/io.github.kenneives/design-token-bridge-mcp MCP server
5★ repoTranslate design tokens between Tailwind, Figma, CSS, Material 3, and SwiftUI
keshrath/agent-comm/io.github.keshrath/agent-comm MCP server
5★ repoAgent intercommunication - messaging, channels, shared state, and real-time events
khalidsaidi/ragmap/io.github.khalidsaidi/ragmap MCP server
5★ repoDiscover and recommend retriever MCP servers. Includes top picks and install config tools.
kovoor/vueuse-mcp/io.github.kovoor/vueuse-mcp MCP server
5★ repoSearch, browse, and get suggestions for VueUse composables
lacausecrypto/mcp-belgium/io.github.lacausecrypto/mcp-belgium MCP server
5★ repoSingle MCP server for Belgian public transport, statistics, open data, and geospatial services.
laveeshb/logicapps-mcp/io.github.laveeshb/logicapps-mcp MCP server
5★ repoMCP server for Azure Logic Apps - debug workflows, manage runs, and authoring
maksimsarychau/mcp-zebrunner/io.github.maksimsarychau/mcp-zebrunner MCP server
5★ repoAdvanced analytics, reporting, and safe mutations for Zebrunner. 64 tools, 14 resources, 17 prompts.
mbentham/SqlAugur/io.github.mbentham/sqlaugur MCP server
5★ repoMCP server providing AI assistants with safe, read-only SQL Server access
mikhae1/kubeview-mcp/io.github.mikhae1/kubeview MCP server
5★ repoRead-only Model Context Protocol MCP server enabling code-driven AI analysis of Kubernetes clusters.
mikusnuz/gsc-mcp/io.github.mikusnuz/gsc MCP server
5★ repoMCP server for Google Search Console & Indexing API — search analytics, sitemaps, URL inspection
mockzilla/mockzilla-mcp/io.github.mockzilla/mockzilla-mcp MCP server
5★ repoMockzilla MCP server. Mock any OpenAPI spec locally with Claude, Cursor, or Gemini CLI.
mrslbt/rakuten-mcp/io.github.mrslbt/rakuten-mcp MCP server
5★ repoRakuten Web Service for AI: Ichiba, Books, Travel, Recipe, Kobo, GORA — bilingual, read-only.
mrorigo/hashfile-mcp/io.github.mrorigo/hashfile MCP server
no license5★ repoHash-anchored file editing with surgical precision over file editing and ironclad control of access
mspstack/mcp-itglue/io.github.mspstack/mcp-itglue MCP server
5★ repoIT Glue MCP server for MSPs — documents, flexible assets, semantic vector search, RBAC, and BYOK
netixc/stremio-mcp/io.github.netixc/stremio-mcp MCP server
5★ repoSearch, play, and control Stremio on Android TV over native ADB.
nihmadev/fs-mcp-rs/io.github.nihmadev/fs-mcp-rs MCP server
no license5★ repoA fast, configurable filesystem server for the Model Context Protocol (MCP), written in Rust.
onelogin/onelogin-mcp/io.github.onelogin/onelogin-mcp MCP server
5★ repoMCP server for OneLogin API - manage users, apps, roles, and authentication
paladini/devutils-mcp-server/io.github.paladini/devutils-mcp-server MCP server
5★ repo36 local developer utilities for AI agents. Hash, encoding, UUID, JWT, JSON, network, text.
pavelpiha/specrun/io.github.pavelpiha/specrun MCP server
5★ repoMCP server that converts OpenAPI specs into tools which can query API endpoints
pedro-rivas/android-puppeteer-mcp/io.github.pedro-rivas/android-puppeteer-mcp MCP server
no license5★ repoMCP server for Android automation with UI interaction, screenshots, and device control
pepesto-solutions/pepesto-mcp/io.github.pepesto-solutions/pepesto-mcp MCP server
5★ repoMCP server for the Pepesto grocery shopping API — recipe-to-cart across European supermarkets.
peturgeorgievv-factory/postfast-mcp/io.github.peturgeorgievv-factory/postfast-mcp MCP server
5★ repoMCP server for the PostFast API — schedule and manage social media posts via AI tools
PineForge — offline PineScript v6 backtest MCP
pineforge-4pass/pineforge-backtest-mcp/io.github.pineforge-4pass/pineforge-backtest-mcp MCP server
5★ repoOffline PineScript v6 → C++ backtests at deterministic TradingView parity, run locally via MCP.
PineForge — offline PineScript v6 backtest MCP
pineforge-4pass/pineforge-codegen-mcp/io.github.pineforge-4pass/pineforge-codegen-mcp MCP server
5★ repoOffline PineScript v6 → C++ backtests at deterministic TradingView parity, run locally via MCP.
prasadabhishek/photographi-mcp/io.github.prasadabhishek/photographi-mcp MCP server
5★ repoVisual Intelligence Command Center: A Local Computer Vision Engine for Photo Libraries
precis-finance/precis-finance-mcp/io.github.precis-finance/precis-finance-mcp MCP server
no license5★ repoPublic read-only Précis Finance MCP demo with synthetic data; no account or credentials required.
qarnet/serial-mcp/io.github.qarnet/serial-mcp MCP server
5★ repoMCP server for serial port communication. 25 tools, resources, prompts, and stdio/HTTP transports.
raalarcon9705/jira-mcp/io.github.raalarcon9705/jira-mcp MCP server
5★ repoJira & Confluence MCP: 24 tools for issues, sprints, comments, transitions & wiki. Run via npx.
Tentra — Memory for AI Coding Agents
rdanieli/tentra-mcp/io.github.rdanieli/tentra MCP server
5★ repoMemory for AI coding agents. Call graphs + refactor safety + persistent code context. 35 MCP tools.
rm-rf-prod/GroundTruth-MCP/io.github.rm-rf-prod/groundtruth MCP server
no license5★ repoLive docs MCP server. 445+ libraries, code audit, snippets, dispatch tool, telemetry.
rupinder2/mcp-gateway/io.github.rupinder2/mcp-gateway MCP server
5★ repoAggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading.
rupinder2/mcp-orchestrator/io.github.rupinder2/mcp-orchestrator MCP server
5★ repoAggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading.
s-b-e-n-s-o-n/portkey-admin-mcp/io.github.s-b-e-n-s-o-n/portkey-admin-mcp MCP server
5★ repoFull Portkey Admin API MCP server — configs, prompts, keys, analytics, and more.
sandsower/vedurstofa-mcp/io.github.sandsower/vedurstofa-mcp MCP server
no license5★ repoMCP server for Icelandic weather, forecasts, warnings, and earthquakes from vedur.is.
mcp-s-ai/image-recongnition-mcp/io.github.shalevshalit/image-recongnition-mcp MCP server
no license5★ repoMCP server for AI-powered image recognition and description using OpenAI vision models.
mcp-s-ai/image-recognition-mcp/io.github.shalevshalit/image-recognition-mcp MCP server
no license5★ repoMCP server for AI-powered image recognition and description using OpenAI vision models.
shigechika/mcp-stdio/io.github.shigechika/mcp-stdio MCP server
5★ repoStdio-to-HTTP gateway — connects MCP clients to remote HTTP MCP servers
sidebutton/sidebutton/io.github.sidebutton/sidebutton MCP server
5★ repoOpen-source MCP server with browser automation and knowledge packs for AI agents
simplifier-ag/simplifier-mcp/io.github.simplifier-ag/simplifier-mcp MCP server
5★ repoMCP Server for Simplifier - manage Connectors, BusinessObjects, Datatypes and logins
singhpratech/notepatra/io.github.singhpratech/notepatra-mcp MCP server
5★ repoNotepatra editor MCP server — 35 tools; every write human-approved in the editor; local-only.