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Context & AI engineering

26,411 rows, by stacks then stars

2,072 of these skill files have been read, by 1,193 distinct authors, and what they tell an agent counted. What Context & AI engineering authors agree on, and what they forbid

  • FunseaAI Unity MCP

    FunseaAI/unity-mcp/io.github.FunseaAI/unity-mcp MCP server

    no license

    stdio bridge for the local Unity Editor MCP server from FunseaAI/unity-mcp.

  • Agent recall

    Goldentrii/AgentRecall-MCP/io.github.Goldentrii/agent-recall MCP server

    no license

    Correction-first agent memory. Precision KPI tracks if agents heed warnings. 5 layers, local-only.

  • Gopeak

    HaD0Yun/godot-mcp/io.github.HaD0Yun/gopeak MCP server

    no license

    GoPeak — The most comprehensive MCP server for Godot Engine. 95+ tools, LSP, DAP, screenshots.

  • Ionis mcp

    IONIS-AI/ionis-mcp/io.github.IONIS-AI/ionis-mcp MCP server

    no license

    HF propagation analytics. 175M WSPR/RBN signatures, band openings, solar correlation.

  • MCP Memory Gateway

    IgorGanapolsky/mcp-memory-gateway/io.github.IgorGanapolsky/mcp-memory-gateway MCP server

    no license

    Pre-action gates that block AI agents from repeating known mistakes.

  • Mcp file processor

    IntelagentStudios/Intelagent-MCPs/io.github.IntelagentStudios/mcp-file-processor MCP server

    no license

    Text extraction, keyword extraction, language detection, and chunking for RAG

  • Maasy — AI Marketing Copilot

    Jbelieve/mcp-server/io.github.Jbelieve/maasy MCP server

    no license

    AI marketing copilot: brand intelligence, campaigns, content, CRM, SEO, and skills for Claude.

  • macOS-MCP

    Jeomon/macos-mcp/io.github.Jeomon/macos-mcp MCP server

    no license

    MCP server for macOS desktop automation via the Accessibility API.

  • Riksdag & Regering MCP

    KSAklfszf921/Riksdag-Regering-MCP/io.github.KSAklfszf921/riksdag-regering-mcp MCP server

    no license

    Svenska Riksdagens och Regeringskansliets öppna data - 27 verktyg för politik, dokument och analys

  • Mcp instagram dm

    KynuxDev/mcp-instagram-dm/io.github.KynuxDev/mcp-instagram-dm MCP server

    no license

    Read, send, search & manage Instagram DMs through AI assistants. 15 tools, cookie auth.

  • Plots mcp

    MR901/plots-mcp/io.github.MR901/plots-mcp MCP server

    no license

    MCP server for data visualization with Mermaid charts.

  • MidOS - MCP Community Library

    MidOSresearch/midos-mcp/io.github.MidOSresearch/midos-mcp MCP server

    no license

    Curated knowledge API for AI agents - skill packs, semantic search, validated patterns.

  • mcp-broker

    NavinAgrawal/mcp-broker/io.github.NavinAgrawal/mcp-broker MCP server

    no license

    Local MCP broker that exposes one compact entry for many upstream servers.

  • Proxy4agents mcp

    NovadaLabs/proxy4agent/io.github.NovadaLabs/proxy4agents-mcp MCP server

    no license

    Residential proxy MCP for AI agents — geo-targeting, sticky sessions, anti-bot bypass.

  • Stylespeak

    patrizzos/stylescope/io.github.Patrizzos/stylespeak MCP server

    no license

    MCP server and CLI that makes CSS legible to AI agents — explains what applies and why.

  • PayRam Helper MCP Server

    PayRam/payram-helper-mcp-server/io.github.PayRam/payram-helper-mcp MCP server

    no license

    Remote MCP server to integrate and validate self-hosted PayRam deployments.

  • AirTreks MCP

    SEKeener/airtreks-mcp/io.github.SEKeener/airtreks-mcp MCP server

    no license

    Multi-city flight routing intelligence — plan RTW trips, validate alliances, get carrier picks.

  • Autodesk Revit MCP Server

    Sam-AEC/Autodesk-Revit-MCP-Server/io.github.Sam-AEC/autodesk-revit-mcp-server MCP server

    no license

    MCP server connecting AI assistants to Autodesk Revit through a local bridge.

  • Stata mcp

    SepineTam/stata-mcp/io.github.SepineTam/stata-mcp MCP server

    no license

    Let LLM help you achieve your regression analysis with Stata

  • Ckb

    SimplyLiz/CodeMCP/io.github.SimplyLiz/ckb MCP server

    no license

    Code intelligence MCP server — 80+ tools for navigation, impact analysis, and architecture

  • contextkeeper

    TheRealDataBoss/workbench/io.github.TheRealDataBoss/contextkeeper MCP server

    no license

    Zero model drift between AI agents. Session continuity for Claude, GPT, Gemini, and any LLM.

  • Federated ai commons

    Toby-Self/Federated-AI-Commons-Model/io.github.Toby-Self/federated-ai-commons MCP server

    no license

    MCP server for a federated AI-commons governance simulation with a verified compliance oracle.

  • Mcp victorialogs

    VictoriaMetrics-Community/mcp-victorialogs/io.github.VictoriaMetrics-Community/mcp-victorialogs MCP server

    no license

    MCP Server for VictoriaLogs. Provides integration with VictoriaLogs API and documentation

  • Mcp victoriatraces

    VictoriaMetrics-Community/mcp-victoriatraces/io.github.VictoriaMetrics-Community/mcp-victoriatraces MCP server

    no license

    MCP Server for VictoriaTraces. Provides integration with VictoriaTraces API and documentation

  • Mcp vmanomaly

    VictoriaMetrics-Community/mcp-vmanomaly/io.github.VictoriaMetrics-Community/mcp-vmanomaly MCP server

    no license

    MCP Server for vmanomaly - VictoriaMetrics anomaly detection

  • Google Ads

    ZLeventer/google-ads-mcp/io.github.ZLeventer/google-ads-mcp MCP server

    no license

    MCP server for Google Ads — 22 tools for spend diagnosis, impression share, and asset performance.

  • Hrevn mcp server

    ai-human-andalusia/hrevn-mcp-server/io.github.ai-human-andalusia/hrevn-mcp-server MCP server

    no license

    HREVN trust layer for baseline diagnostics and verifiable workflow integrity for AI agents.

  • TypesenseKit

    akshitkrnagpal/typesensekit/io.github.akshitkrnagpal/typesensekit MCP server

    no license

    95 typed Typesense operations for AI agents through an MCP server that is read-only by default.

  • mail-index

    alunsoldantarctica/mail-index/io.github.alunsoldantarctica/mail-index MCP server

    no license

    Local-first, read-only MCP server for recall over your Gmail: search, contacts, threads, digests.

  • Rug munch mcp

    CryptoRugMunch/rug-munch-mcp/io.github.amarodeabreu/rug-munch-mcp MCP server

    no license

    Crypto risk intelligence: 19 tools for rug pull detection, AI forensics, and token analysis.

  • Mcp listen

    analyticsinmotion/mcp-listen/io.github.analyticsinmotion/mcp-listen MCP server

    no license

    Give your AI agents the ability to listen. Microphone capture and speech-to-text.

  • Mcp memento

    annibale-x/mcp-memento/io.github.annibale-x/mcp-memento MCP server

    no license

    An MCP server that provides persistent memory and context management across sessions

  • Mcp webgate

    annibale-x/mcp-webgate/io.github.annibale-x/mcp-webgate MCP server

    no license

    Web search that doesn't wreck your AI's memory.

  • Pdf toolkit mcp

    beepboop2025/pdf-toolkit-mcp/io.github.beepboop2025/pdf-toolkit-mcp MCP server

    no license

    37 tools to read, create, merge, split, watermark, fill, redact & search PDFs. Local, no API key.

  • Octocode MCP - AI Context Platform

    bgauryy/octocode-mcp/io.github.bgauryy/octocode-mcp MCP server

    no license

    AI code research platform. Search, analyze, and extract insights from any GitHub repository.

  • Trackman mcp

    bjornj12/trackman-mcp-client/io.github.bjornj12/trackman-mcp MCP server

    no license

    Fetch your Trackman Golf stats (handicap, rounds, shots, club gapping) as MCP tools.

  • Levea mcp server

    brajendrak00068/openclaw-ai-video-editor/io.github.brajendrak00068/levea-mcp-server MCP server

    no license

    Autonomous AI video editor over MCP: viral clips, captions, reframe, chroma key, MP4 export

  • Whoop mcp

    briangaoo/whoop-mcp/io.github.briangaoo/whoop-mcp MCP server

    no license

    Full read + write access to your Whoop fitness data via the private iOS API. 48 tools.

  • Realtime exchange rate mcp

    cahthuranag/realtime-exchange-rate-mcp/io.github.cahthuranag/realtime-exchange-rate-mcp MCP server

    no license

    Real-time currency exchange rates, historical data, and multi-currency lookups for MCP clients.

  • Gemini researcher

    capyBearista/gemini-researcher/io.github.capyBearista/gemini-researcher MCP server

    no license

    Stateless MCP server that proxies research queries to Gemini CLI, reducing agent context/model usage

  • Leadenrich mcp

    carsonroell-debug/leadenrich-mcp/io.github.carsonroell-debug/leadenrich-mcp MCP server

    no license

    Waterfall lead enrichment — cascades Apollo, Clearbit, and Hunter for max coverage

  • Charlotteonthecheap mcp

    chrischall/charlotteonthecheap-mcp/io.github.chrischall/charlotteonthecheap-mcp MCP server

    no license

    Charlotte On The Cheap MCP — free and cheap Charlotte events, deals and local guides

  • Debmatic mcp

    claymore666/debmatic-mcp/io.github.claymore666/debmatic-mcp MCP server

    no license

    MCP server for controlling HomeMatic smart home devices via the CCU JSON-RPC API

  • Coinrule MCP

    coinrule-com/coinrule-mcp/io.github.coinrule-com/coinrule-mcp MCP server

    no license

    Trade, monitor portfolios, and build Coinrule strategies by chat.

  • Dlp mcp

    cx-anand-nandeshwar/security-mcp-marketplace/io.github.cx-anand-nandeshwar/dlp-mcp MCP server

    no license

    The DLP MCP provides the compliance violation in the one drive, google drive documents.

  • Eia mcp server

    cyanheads/eia-mcp-server/io.github.cyanheads/eia-mcp-server MCP server

    no license

    Browse and query the EIA API v2 — electricity, petroleum, natural gas, coal, forecasts via MCP.

  • Gbif mcp server

    cyanheads/gbif-mcp-server/io.github.cyanheads/gbif-mcp-server MCP server

    no license

    Search GBIF species taxonomy, occurrence records, datasets, and publishers.

  • Fred mcp server

    cyanheads/fred-mcp-server/io.github.cyanheads/fred-mcp-server MCP server

    no license

    Search and fetch ~800K Federal Reserve economic time-series from the FRED API via MCP.

  • Noaa cdo mcp server

    cyanheads/noaa-cdo-mcp-server/io.github.cyanheads/noaa-cdo-mcp-server MCP server

    no license

    Search NOAA CDO stations and datasets, fetch historical weather observations.

  • Nominatim mcp server

    cyanheads/nominatim-mcp-server/io.github.cyanheads/nominatim-mcp-server MCP server

    no license

    Geocode, reverse geocode, and run Overpass spatial queries on OpenStreetMap data.

  • Clawmerchants mcp gateway

    danielxri/clawmerchants/io.github.danielxri/clawmerchants-mcp-gateway MCP server

    no license

    MCP Gateway: wrap any MCP server with cold-start retries, uptime SLA, and per-execution MPP billing.

  • Ethora mcp cli

    dappros/ethora-mcp-cli/io.github.dappros/ethora-mcp-cli MCP server

    no license

    MCP server for the Ethora chat & messaging platform: chat ops, AI agents, RAG, automation.

  • Univercity mcp

    davidscoreal/univercity-mcp/io.github.davidscoreal/univercity-mcp MCP server

    no license

    8-dimension business diagnosis with Revenue Leak Score and triple-option recommendations

  • Prism mcp

    dcostenco/prism-mcp/io.github.dcostenco/prism-mcp MCP server

    no license

    Session memory, knowledge search, Brave Search, Gemini AI, and code transforms for AI agents

  • ConnectIQ MCP Server

    deugene/connect-iq-mcp/io.github.deugene/connect-iq-mcp MCP server

    no license

    MCP server for Garmin ConnectIQ SDK documentation and resources

  • Samotpravil MCP

    dkanster/samotpravil-mcp/io.github.dkanster/samotpravil-mcp MCP server

    no license

    MCP server for Samotpravil API — docs, typed tools, Python SDK parity, safety flags.

  • Ai dictionary mcp

    donjguido/ai-dictionary-mcp/io.github.donjguido/ai-dictionary-mcp MCP server

    no license

    Look up, search, cite, discuss, and track AI phenomenology terms

  • Mcp server lol

    ebrunet001/mcp-server-lol/io.github.ebrunet001/mcp-server-lol MCP server

    no license

    League of Legends AI coaching: player profiles, match history, ranked stats & performance analysis

  • Mcp server tft

    ebrunet001/mcp-server-tft/io.github.ebrunet001/mcp-server-tft MCP server

    no license

    Teamfight Tactics AI coaching: composition analysis, augment optimization & improvement tips

  • Figma Context MCP

    felixAnhalt/Figma-Context-MCP/io.github.felixAnhalt/Figma-Context-MCP MCP server

    no license

    LLM-optimized Figma MCP server.