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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

  • Mikrotik mcp

    jeff-nasseri/mikrotik-mcp/io.github.jeff-nasseri/mikrotik-mcp MCP server

    244★ repo

    MCP server for MikroTik routers: firewall, NAT, routing, DHCP, DNS, WireGuard and more via SSH.

  • Code runner

    formulahendry/mcp-server-code-runner/io.github.formulahendry/code-runner MCP server

    243★ repo

    Code Runner MCP Server which can run code in various programming languages.

  • Gopeak

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

    241★ repo

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

  • Mobai mcp

    MobAI-App/mobai-mcp/io.github.MobAI-App/mobai-mcp MCP server

    237★ repo

    AI-powered mobile device automation for Android and iOS devices, emulators, and simulators

  • Mpp32 mcp server

    MPP32/MPP32/io.github.MPP32/mpp32-mcp-server MCP server

    236★ repo

    Payment layer for AI agents. One MCP, five protocols, thousands of paid APIs your agent can call.

  • Stata mcp

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

    236★ repo

    Let LLM help you achieve your regression analysis with Stata

  • Neural memory

    nhadaututtheky/neural-memory/io.github.nhadaututtheky/neural-memory MCP server

    235★ repo

    Persistent memory for AI agents — 55 MCP tools, spreading activation recall.

  • Google analytics mcp

    surendranb/google-analytics-mcp/io.github.surendranb/google-analytics-mcp MCP server

    235★ repo

    GA4 MCP server for AI agents: schema discovery, server-side aggregation, analysis-ready defaults.

  • CrowdStrike Falcon MCP Server

    CrowdStrike/falcon-mcp/io.github.CrowdStrike/falcon-mcp MCP server

    234★ repo

    Connects AI agents with CrowdStrike Falcon for security analysis and automation.

  • Git mcp server

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

    231★ repo

    Comprehensive Git MCP server enabling native git tools including clone, commit, worktree, & more.

  • Geargrafx MCP Server

    drhelius/geargrafx/io.github.drhelius/geargrafx MCP server

    229★ repo

    MCP server for Geargrafx PC Engine / TurboGrafx-16 emulator

  • Gmail MCP Server

    ArtyMcLabin/Gmail-MCP-Server/io.github.ArtyMcLabin/Gmail-MCP-Server MCP server

    226★ repo

    Lean Gmail MCP server with auto authentication support

  • Reddit research mcp

    king-of-the-grackles/reddit-research-mcp/io.github.king-of-the-grackles/reddit-research-mcp MCP server

    226★ repo

    Turn Reddit's chaos into structured insights with full citations - MCP server for Reddit research

  • Reddit mcp server

    jordanburke/reddit-mcp-server/io.github.jordanburke/reddit-mcp-server MCP server

    225★ repo

    Reddit MCP server with full read/write - posts, comments, search, and content creation.

  • Yuque mcp

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

    223★ repo

    MCP server for Yuque — expose your knowledge base to AI assistants.

  • Zwldarren akshare one mcp

    zwldarren/akshare-one-mcp/ai.smithery/zwldarren-akshare-one-mcp MCP server

    221★ repo

    Provide access to Chinese stock market data including historical prices, real-time data, news, and…

  • Figma ui mcp

    TranHoaiHung/figma-ui-mcp/io.github.TranHoaiHung/figma-ui-mcp MCP server

    221★ repo

    Bidirectional Figma MCP — AI draws UI on Figma canvas, reads designs back

  • Qdrant advisor

    qdrant/skills/meta/qdrant-advisor Skill

    220★ repo

    Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

  • OrchestKit Docs MCP

    yonatangross/orchestkit/io.github.yonatangross/orchestkit MCP server

    218★ repo

    Read-only MCP server for the OrchestKit docs: full-text search + Markdown fetch. No auth.

  • Opik MCP Server

    comet-ml/opik-mcp/io.github.comet-ml/opik-mcp MCP server

    216★ repo

    Interact with Opik prompts, traces, datasets and metrics through the Model Context Protocol.

  • Unifi mcp server

    enuno/unifi-mcp-server/io.github.enuno/unifi-mcp-server MCP server

    216★ repo

    An MCP server that leverages official UniFi API

  • Funplay Unity MCP

    FunplayAI/funplay-unity-mcp/io.github.FunplayAI/funplay-unity-mcp MCP server

    214★ repo

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

  • FunseaAI Unity MCP

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

    214★ repo

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

  • Gemini mcp

    RLabs-Inc/gemini-mcp/io.github.RLabs-Inc/gemini-mcp MCP server

    213★ repo

    Gemini 3 MCP server with 30+ tools: images, video, research, TTS, code exec & CLI

  • Mcp sap docs

    marianfoo/mcp-sap-docs/io.github.marianfoo/mcp-sap-docs MCP server

    213★ repo

    Fast MCP server for unified SAP docs search (SAPUI5, CAP, OpenUI5, wdi5) with BM25 full-text search

  • Mcp victoriametrics

    VictoriaMetrics/mcp-victoriametrics/io.github.VictoriaMetrics/mcp-victoriametrics MCP server

    212★ repo

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

  • llmtrim

    fkiene/llmtrim/io.github.fkiene/llmtrim MCP server

    211★ repo

    MCP server and proxy that compresses LLM prompts, tool output, and replies to cut token cost.

  • Postgres mcp

    pgEdge/pgedge-postgres-mcp/io.github.pgEdge/postgres-mcp MCP server

    211★ repo

    Enterprise PostgreSQL MCP server with NL queries, hybrid search (pgvector+BM25), and web UI

  • Mcp victoriametrics

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

    208★ repo

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

  • Crowdsentinel mcp server

    thomasxm/CrowdSentinels-AI-MCP/io.github.thomasxm/crowdsentinel-mcp-server MCP server

    206★ repo

    AI threat hunting & incident response for Elasticsearch/OpenSearch with endpoint & network forensics

  • Antigravity Link

    cafeTechne/antigravity-link-extension/io.github.cafeTechne/antigravity-link MCP server

    205★ repo

    MCP server and OpenAPI-backed mobile companion for controlling Antigravity IDE sessions

  • OpenVibeCoding Read-only MCP

    xiaojiou176-open/OpenVibeCoding/io.github.xiaojiou176-open/openvibecoding-readonly MCP server

    205★ repo

    Read-only MCP for OpenVibeCoding runs, workflows, proof, queue, replay, and incident reads.

  • Elves

    aigorahub/elves Skill

    203★

    Autonomous multi-batch development skill for Claude Code and Codex. They work while you sleep.

  • OMEGA Memory

    omega-memory/omega-memory/io.github.omega-memory/omega-memory MCP server

    203★ repo

    Persistent memory, coordination, and learning for AI agents. Local-first, 25 MCP tools.

  • Subagent

    ethanhq/cc-fleet/codex-plugin/skills/subagent Skill

    201★ repo

    🚢 Run Claude Code's ⚙️ Dynamic Workflows, 👥 Agent Teams & ⚡ Subagents on any third-party model — DeepSeek · GLM · Kimi · Qwen … or your Codex subscription. No Anthropic subscription needed. ｜ 🚢 让 Claude Code 的 ⚙️ Dynamic Workflow、👥 Agent Team、⚡ Subagent 用上任意第三方模型 — DeepSeek · GLM · Kimi · Qwen…… 或你的 Codex 订阅,无需 Claude 订阅

  • Woz benchmark

    WithWoz/wozcode-plugin/codex/wozcode/skills/woz-benchmark Skill

    no license201★ repo

    WOZCODE plugin for Claude Code

  • Lighthouse mcp

    priyankark/lighthouse-mcp/io.github.priyankark/lighthouse-mcp MCP server

    201★ repo

    MCP server for Google Lighthouse performance metrics

  • Yolfi Payments MCP

    yolfinance/yolfi-agent/io.github.yolfinance/yolfi-agent MCP server

    201★ repo

    Let AI agents add Yolfi crypto checkout, paylinks, webhooks, and status checks.

  • Wireshark mcp

    bx33661/Wireshark-MCP/io.github.bx33661/wireshark-mcp MCP server

    200★ repo

    Professional network analysis with tshark. Security audits, deep-dives, and threat detection.

  • jDocmunch MCP

    jgravelle/jdocmunch-mcp/io.github.jgravelle/jdocmunch-mcp MCP server

    no license200★ repo

    Section-level doc search for .md, .rst, .adoc, .ipynb, .html, .yaml, .json, and OpenAPI specs.

  • MCP Task Orchestrator

    jpicklyk/task-orchestrator/io.github.jpicklyk/task-orchestrator MCP server

    200★ repo

    Server-enforced workflow discipline for AI agents: work items, dependency graphs, quality gates

  • Alpha vantage mcp

    alphavantage/alpha_vantage_mcp/io.github.alphavantage/alpha_vantage_mcp MCP server

    196★ repo

    Real-time financial market data: stocks, forex, crypto, commodities, and economic indicators

  • Mcp arr

    aplaceforallmystuff/mcp-arr/io.github.aplaceforallmystuff/mcp-arr MCP server

    196★ repo

    MCP server for *arr media suite - Sonarr, Radarr, Lidarr, Readarr, Prowlarr

  • reMarkable MCP Server

    SamMorrowDrums/remarkable-mcp/io.github.SamMorrowDrums/remarkable MCP server

    195★ repo

    Access your reMarkable tablet - read documents, browse files, extract text and OCR

  • Awesome Copilot MCP Server

    microsoft/mcp-dotnet-samples/io.github.microsoft/awesome-copilot MCP server

    195★ repo

    An MCP server that stores Copilot customizations from the Awesome Copilot repository

  • Discovery

    eli-labz/Cognitive-Core-Skills/third-party/knowledge-catalog-main/samples/discovery Skill

    194★ repo

    A universal, industry-neutral taxonomy of cognitive core skills (perception, memory, reasoning, planning, action, verification, learning, governance) for LLMs, SLMs, AI agents, and world models — with schemas, 159 skill cards, benchmarks, and CI.

  • Mcp

    agenticmail/agenticmail/io.github.agenticmail/mcp MCP server

    192★ repo

    Real email and SMS for AI agents — send mail, receive verification codes, drive a real inbox.

  • Livetennisapi mcp

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

    190★ repo

    Real-time tennis scores, players, odds and model win-probability for ATP, WTA, Challenger, ITF.

  • Glade mcp

    Glade-tool/glade-mcp/io.github.Glade-tool/glade-mcp MCP server

    189★ repo

    Control the Unity and Godot editors from AI clients: scenes, scripts, physics, materials.

  • MinerU Open MCP

    opendatalab/MinerU-Ecosystem/io.github.opendatalab/mineru-open-mcp MCP server

    188★ repo

    Parse PDFs, images, doc, docx, ppt, pptx, xls, xlsx, html into Markdown using MinerU API.

  • Parse-DMARC MCP Server

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

    186★ repo

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

  • Reversecore MCP

    sjkim1127/Reversecore_MCP/io.github.sjkim1127/reversecore-mcp MCP server

    186★ repo

    Security-first MCP server for reverse engineering, malware analysis, forensics, and SAST.

  • Toleno Network

    tolenonetwork/toleno-mcp/io.github.tolenonetwork/toleno-mcp MCP server

    no license185★ repo

    Toleno Network MCP Server — Manage your Toleno mining account with Claude AI using natural language.

  • Aelf skills

    AElfProject/aelf-skills Skill

    no license184★

    Unified aelf skills hub for discovery, routing, bootstrap, and health checks across OpenClaw, Codex, Cursor, and Claude Code.

  • HomeLab Monitor

    SikamikanikoBG/homelab-monitor/io.github.SikamikanikoBG/homelab-monitor MCP server

    181★ repo

    Self-hosted homelab dashboard with a built-in read-only MCP server (hosts, Docker, GPU, services).

  • OpenClaw MCP Server

    freema/openclaw-mcp/io.github.freema/openclaw-mcp MCP server

    181★ repo

    MCP server bridging Claude.ai/Desktop with self-hosted OpenClaw via OAuth 2.1.

  • Word MCP Live

    ykarapazar/word-mcp-live/io.github.ykarapazar/word-mcp-live MCP server

    181★ repo

    Live Microsoft Word editing via MCP — tracked changes, undo, comments, 40+ tools

  • Mcp

    muxinc/mux-node-sdk/com.mux/mcp MCP server

    179★ repo

    The official MCP Server for the Mux API

  • Xquik MCP Server

    Xquik-dev/x-twitter-scraper/com.xquik/mcp MCP server

    178★ repo

    127 REST operations. 119 MCP routes; 118 JSON/text ops. OAuth 2.1. Not affiliated with X Corp.

  • Mcp

    Zomato/mcp-server-manifest/com.zomato/mcp MCP server

    no license178★ repo

    An MCP server that exposes functionalities to use Zomato's services.

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