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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

  • Scout

    felixgeelhaar/scout/io.github.felixgeelhaar/scout MCP server

    no license

    Browser automation MCP server with 84 tools. Pure CDP, DOM diffing, vision hybrid.

  • Yandex Direct

    gistrec/mcp-yandex-direct/io.github.gistrec/mcp-yandex-direct MCP server

    no license

    MCP server for Yandex Direct API v5: manage PPC campaigns, ads, keywords, and statistics.

  • MCP Toolbox for Databases

    googleapis/genai-toolbox/io.github.googleapis/genai-toolbox MCP server

    no license

    MCP Toolbox for Databases enables your agent to connect to your database.

  • OECD MCP Server

    isakskogstad/OECD-MCP-server/io.github.isakskogstad/oecd-mcp MCP server

    no license

    OECD economic and statistical data via SDMX API. Access 5,000+ datasets across 17 categories.

  • Code Assistant

    j0hanz/code-assistant/io.github.j0hanz/code-assistant MCP server

    no license

    Gemini-powered MCP server for code analysis.

  • Code Review Analyst

    j0hanz/code-review-analyst-mcp/io.github.j0hanz/code-review-analyst MCP server

    no license

    Gemini-powered MCP server for code review analysis.

  • Filesystem context

    j0hanz/filesystem-context-mcp-server/io.github.j0hanz/filesystem-context MCP server

    no license

    🔍 Read-only MCP server for secure filesystem exploration, searching, and analysis

  • Superfetch

    j0hanz/super-fetch-mcp-server/io.github.j0hanz/superfetch MCP server

    no license

    Intelligent web content fetcher MCP server that converts HTML to clean, AI-readable JSONL format

  • Fortnox

    jakobwennberg/fortnox-mcp/io.github.jakobwennberg/fortnox MCP server

    no license

    MCP server for Fortnox Swedish accounting API integration

  • Coalesce transform

    jessemarshall/coalesce-transform-mcp/io.github.jessemarshall/coalesce-transform MCP server

    no license

    MCP server for managing Coalesce Transform workspaces, nodes, pipelines, and runs.

  • Recipe mcp

    blaideinc/recipe-mcp/io.github.jkakar/recipe-mcp MCP server

    no license

    Generate and remix recipes using cookwith.co

  • Che apple mail mcp

    kiki830621/che-apple-mail-mcp/io.github.kiki830621/che-apple-mail-mcp MCP server

    no license

    Apple Mail MCP — 44 tools, SQLite millisecond search, .emlx parser, batch ops

  • MoldSim MCP Server

    kobzevvv/moldsim-mcp/io.github.kobzevvv/moldsim-mcp MCP server

    no license

    Injection molding simulation expertise — materials, process validation, and DFM checks

  • Legalithm mcp server

    legalithm/legalithm/io.github.legalithm/legalithm-mcp-server MCP server

    no license

    EU AI Act compliance in your editor: classify risk, cite obligations, draft Article 50 text.

  • Heu mcp

    lucavisconti211-debug/heu-mcp/io.github.lucavisconti211-debug/heu-mcp MCP server

    no license

    HEU Legal e-signature MCP: manage HEU documents and PDFs, prompt signers, download PDFs.

  • Openroad mcp

    luarss/openroad-mcp/io.github.luarss/openroad-mcp MCP server

    no license

    The OpenROAD MCP server - interactive EDA sessions via Model Context Protocol

  • n8n Manager MCP

    lukisch/n8n-manager-mcp/io.github.lukisch/n8n-manager-mcp MCP server

    no license

    MCP server for n8n workflow management -- view, create, sync and manage workflows via AI.

  • Mcp ratchet clinical charting

    m2ai-mcp-servers/mcp-ratchet-clinical-charting/io.github.m2ai-mcp-servers/mcp-ratchet-clinical-charting MCP server

    no license

    MCP server for clinical charting with Claude - document patient visits to EMR

  • Macuse

    macuse-app/macuse/io.github.macuse-app/macuse MCP server

    no license

    Bridges AI assistants with native macOS functionality through the Model Context Protocol (MCP).

  • ARC-1

    marianfoo/arc-1/io.github.marianfoo/arc-1 MCP server

    no license

    MCP server for SAP ABAP systems

  • Parse-DMARC MCP Server

    meysam81/parse-dmarc/io.github.meysam81/parse-dmarc MCP server

    no license

    Lightweight DMARC parser: auto-fetch email reports, visualize compliance in a single all-in-one app

  • Quanttogo mcp

    michaeljiangmingfeng-debug/quanttogo-mcp/io.github.michaeljiangmingfeng-debug/quanttogo-mcp MCP server

    no license

    Quantitative trading strategies, market indices, and live performance data

  • PostgreSQL MCP Server

    neverinfamous/postgresql-mcp/io.github.neverinfamous/postgres-mcp MCP server

    no license

    PostgreSQL MCP server with 203 tools, connection pooling, HTTP/SSE, OAuth 2.1, and tool filtering

  • Odoo mcp

    nicolasramos/odoo-mcp/io.github.nicolasramos/odoo-mcp MCP server

    no license

    MCP server for Odoo 18 with 38 business tools

  • Servicenow nodejs

    Happy-Technologies-LLC/mcp-servicenow-nodejs/io.github.nickzitzer/servicenow-nodejs MCP server

    no license

    Multi-instance ServiceNow MCP server with 40+ tools and intelligent schema discovery

  • MCP Fiscal Brasil

    nikolasdehor/mcp-fiscal-brasil/io.github.nikolasdehor/mcp-fiscal-brasil MCP server

    no license

    Servidor MCP para integrar IAs com o sistema fiscal brasileiro: CNPJ, NFe, NFSe, SPED, eSocial.

  • Mnemon mcp

    nikitacometa/mnemon-mcp/io.github.nikitacometa/mnemon-mcp MCP server

    no license

    Persistent layered memory for AI agents. SQLite FTS5, fact versioning, zero-cloud.

  • Claude Code Explorer MCP

    nirholas/claude-code/io.github.nirholas/claude-code-explorer-mcp MCP server

    no license

    Explore the Claude Code CLI source — browse tools, commands, search code, and more.

  • Mcp server tfl

    oneill9/mcp-server-tfl/io.github.oneill9/mcp-server-tfl MCP server

    no license

    Community-built server providing real-time London transport data via the TfL Unified API

  • Tinify ai

    onepunchtechnology/tinify-ai-mcp-server/io.github.onepunchtechnology/tinify-ai MCP server

    no license

    MCP server for Tinify image optimization — one tool, max optimization

  • OpenFate Bazi MCP

    openfate-ai/bazi-mcp/io.github.openfate-ai/bazi-mcp MCP server

    no license

    OpenFate Bazi MCP with True Solar Time, Four Pillars, Da Yun, and branch interactions.

  • canary ibkr MCP

    osauer/ibkr/io.github.osauer/ibkr MCP server

    no license

    Local IBKR MCP server for agentic trading desks: market data, portfolio context, risk checks.

  • PineForge — offline PineScript v6 backtest MCP

    pineforge-4pass/pineforge-codegen-mcp/io.github.pineforge-4pass/pineforge-codegen-mcp MCP server

    no license

    Offline PineScript v6 → C++ backtests at deterministic TradingView parity, run locally via MCP.

  • Appstore connect mcp

    pofky/appstore-connect-mcp/io.github.pofky/appstore-connect-mcp MCP server

    no license

    Check app review status, read reviews, download sales reports from App Store Connect

  • Vocametrix Voice Analysis

    pmarmaroli/vocametrix-mcp/io.github.pmarmaroli/vocametrix-mcp MCP server

    no license

    Clinical voice analysis MCP server — AVQI, DSI, jitter/shimmer, pronunciation assessment, and more.

  • Pynet mcp bridge

    rafa2403nunez-droid/PyNetBridge/io.github.rafa2403nunez-droid/pynet-mcp-bridge MCP server

    no license

    MCP implementation to connect AI agents with the PyNet Platform for BIM/Engineering automation.

  • Orionbelt semantic layer

    ralfbecher/orionbelt-semantic-layer/io.github.ralfbecher/orionbelt-semantic-layer MCP server

    no license

    API-first semantic layer MCP server compiling YAML models into dialect-specific SQL

  • N8n mcp

    ratamaha-git/n8n-mcp/io.github.ratamaha-git/n8n-mcp MCP server

    no license

    MCP server for n8n: generate, lint, explain failed executions, drive live n8n via REST.

  • Rendley mcp

    rendleyhq/rendley-mcp/io.github.rendleyhq/rendley-mcp MCP server

    no license

    Create videos with prompts, and use Rendley’s video editor to adjust anything you need.

  • Claude prompt optimizer

    rishiatlan/Claude-Prompt-Optimizer-MCP/io.github.rishiatlan/claude-prompt-optimizer MCP server

    no license

    Scores, compiles & optimizes prompts for any LLM. Zero AI calls inside. Freemium.

  • Mcp sqlite

    rosch100/mcp-sqlite/io.github.rosch100/mcp-sqlite MCP server

    no license

    MCP server for SQLCipher 4 encrypted SQLite databases with full CRUD operations and query support

  • Mcp gateway

    rupinder2/mcp-gateway/io.github.rupinder2/mcp-gateway MCP server

    no license

    Aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading.

  • Portkey admin mcp

    s-b-e-n-s-o-n/portkey-admin-mcp/io.github.s-b-e-n-s-o-n/portkey-admin-mcp MCP server

    no license

    Full Portkey Admin API MCP server — configs, prompts, keys, analytics, and more.

  • junai Pipeline MCP

    saajunaid/junai/io.github.saajunaid/junai-mcp MCP server

    no license

    Agentic pipeline orchestration MCP server for AI-driven development workflows.

  • Cognitive ai memory

    sachitrafa/cognitive-ai-memory/io.github.sachitrafa/cognitive-ai-memory MCP server

    no license

    Ebbinghaus-based persistent memory for Claude. Memories decay with time, strengthen on recall.

  • Contest mcp

    sbrunner-atx/contest-mcp/io.github.sbrunner-atx/contest-mcp MCP server

    no license

    Log amateur-radio QSOs to N3FJP logging software over its TCP API.

  • Domain & Company Intel MCP

    selflabbs/domain-intel-mcp/io.github.selflabbs/domain-intel-mcp MCP server

    no license

    Domain intel for AI agents: RDAP registration, DNS, email deliverability, tech stack.

  • Base Intel MCP

    selflabbs/base-intel-mcp/io.github.selflabbs/base-intel-mcp MCP server

    no license

    Read-only on-chain intelligence for AI agents on Base: balances, tokens, gas, tx status.

  • Regulatory Intel MCP

    selflabbs/regulatory-intel-mcp/io.github.selflabbs/regulatory-intel-mcp MCP server

    no license

    US Federal Register for AI agents: rules, notices, executive orders, agency lookup. No keys.

  • Package Intel MCP

    selflabbs/package-intel-mcp/io.github.selflabbs/package-intel-mcp MCP server

    no license

    Package intelligence for AI agents across npm, PyPI, crates.io and deps.dev. No API keys.

  • Market Intel MCP

    selflabbs/market-intel-mcp/io.github.selflabbs/market-intel-mcp MCP server

    no license

    Live & historical FX rates and currency conversion for AI agents. No API keys.

  • ConnectWise PSA

    selic/mcp-connectwise-psa/io.github.selic/mcp-connectwise-psa MCP server

    no license

    ConnectWise PSA (Manage) MCP server — tickets, time entries, companies, configurations, BYOK

  • Weather & Geo Intel MCP

    selflabbs/weather-intel-mcp/io.github.selflabbs/weather-intel-mcp MCP server

    no license

    US weather & geo for AI agents: forecasts, alerts, earthquakes, elevation, geocoding. No keys.

  • Microsoft Planner

    selic/mcp-planner/io.github.selic/mcp-planner MCP server

    no license

    Microsoft Planner MCP server — plans, buckets, tasks via Microsoft Graph, ETags handled

  • Security Intel MCP

    selflabbs/security-intel-mcp/io.github.selflabbs/security-intel-mcp MCP server

    no license

    CVE lookups (NVD) and dependency-manifest audits (OSV) for AI agents. No API keys.

  • Mcp server registration

    shafarenkacfi/mcp-server-poc/io.github.shafarenkacfi/mcp-server-registration MCP server

    no license

    An MCP server that provides [describe what your server does]

  • Image recongnition mcp

    mcp-s-ai/image-recongnition-mcp/io.github.shalevshalit/image-recongnition-mcp MCP server

    no license

    MCP server for AI-powered image recognition and description using OpenAI vision models.

  • Commune

    shanjai-raj/commune-mcp/io.github.shanjai-raj/commune-mcp MCP server

    no license

    Email and SMS MCP server for AI agents — 41 tools for inboxes, sending, search, and SMS.

  • DevTool MCP

    standardbeagle/devtool-mcp/io.github.standardbeagle/devtool-mcp MCP server

    no license

    Development tooling MCP server with process management, proxy, and frontend diagnostics

  • Evocrawl MCP Server

    superaihuman/evocrawl-mcp/io.github.superaihuman/evocrawl-mcp MCP server

    no license

    MCP server for Evocrawl — search, scrape, and interact with the web.