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

• 2461

  Vector DB MCP

  kroq86/Plojure/io.github.kroq86/vector-db-mcp · MCP server

  no license3★ repo

  Assembly-accelerated DuckDB MCP server for code search, indexing, and symbol lookup.

• 2462

  L10n.dev - AI Localization Agent

  l10n-dev/ai-l10n/io.github.l10n-dev/ai-l10n-mcp · MCP server

  3★ repo

  MCP Server that turns your AI agent into a localization expert with token-efficient i18n translation

• 2463

  Mcp nbb

  lacausecrypto/mcp-nbb/io.github.lacausecrypto/mcp-nbb · MCP server

  3★ repo

  MCP server for the National Bank of Belgium SDMX statistical API (221 dataflows).

• 2464

  Labelgrid mcp

  labelgrid/labelgrid-mcp/io.github.labelgrid/labelgrid-mcp · MCP server

  3★ repo

  Official LabelGrid MCP server — manage your music catalog, releases, analytics and distribution.

• 2465

  Unlinked

  larsbaunwall/unlinked/io.github.larsbaunwall/unlinked · MCP server

  3★ repo

  MCP server that brings your LinkedIn professional profile and experience into your context.

• 2466

  Deadzone

  laradji/deadzone/io.github.laradji/deadzone · MCP server

  3★ repo

  Local-first MCP server: semantic search over library docs. No cloud, no API key, no telemetry.

• 2467

  Bitbucket MCP Server

  lawp09/bitbucket-mcp/io.github.lawp09/bitbucket-mcp · MCP server

  3★ repo

  MCP server for Bitbucket API - manage repositories, pull requests, comments, pipelines and more

• 2468

  Mcp server

  localseodata/mcp-server/io.github.localseodata/mcp-server · MCP server

  3★ repo

  42 local SEO tools for AI assistants. SERP tracking, reviews, keywords, audits, and more.

• 2469

  Excalibur mcp

  lonniev/excalibur-mcp/io.github.lonniev/excalibur-mcp · MCP server

  no license3★ repo

  FastMCP server for posting formatted content to X (Twitter) — Tollbooth-monetized, DPYC-native

• 2470

  Personalbrain mcp

  lonniev/thebrain-mcp/io.github.lonniev/personalbrain-mcp · MCP server

  3★ repo

  FastMCP server for TheBrain API — AI access to a personal knowledge graph, Tollbooth-monetized

• 2471

  Acmi mcp

  madezmedia/acmi/io.github.madezmedia/acmi-mcp · MCP server

  3★ repo

  Persistent agent memory via ACMI — Profile/Signals/Timeline. 16 tools on Upstash Redis.

• 2472

  Fedlex mcp

  malkreide/fedlex-mcp/io.github.malkreide/fedlex-mcp · MCP server

  3★ repo

  Swiss federal law via Fedlex SPARQL endpoint

• 2473

  Swiss transport mcp

  malkreide/swiss-transport-mcp/io.github.malkreide/swiss-transport-mcp · MCP server

  3★ repo

  OJP 2.0 journey planning, SIRI-SX disruptions, occupancy, fares, train formation

• 2474

  Manticore Search

  manticoresoftware/mcp-manticore/io.github.manticoresoftware/mcp-manticore · MCP server

  3★ repo

  MCP server for Manticore Search — lets AI assistants query and manage search databases.

• 2475

  Mcp devtools

  marin1321/mcp-devtools/io.github.marin1321/mcp-devtools · MCP server

  3★ repo

  MCP server giving AI agents safe access to filesystem, databases, processes, and APIs.

• 2476

  Ubereats

  markswendsen-code/mcp-ubereats/io.github.markswendsen-code/ubereats · MCP server

  no license3★ repo

  MCP server for Uber Eats - let AI agents order food delivery

• 2477

  Pomera AI Commander

  matbanik/Pomera-AI-Commander/io.github.matbanik/pomera · MCP server

  3★ repo

  Desktop text workbench + MCP server: 22+ text processing tools for AI assistants

• 2478

  Shotcut MCP

  matrodrigs/shotcut-mcp/io.github.matrodrigs/shotcut-mcp · MCP server

  3★ repo

  Create, edit, validate, preview, and render Shotcut projects through AI clients.

• 2479

  CAD MCP Server

  mattmohandiss/cad-mcp-server/io.github.mattmohandiss/cad-mcp-server · MCP server

  3★ repo

  STEP file inspection for AI. Measure walls, draft angles, clearances. Returns facts, not guesses.

• 2480

  Console mcp server

  mia-platform/console-mcp-server/io.github.mia-platform/console-mcp-server · MCP server

  3★ repo

  The official MCP Server from Mia-Platform to interact with Mia-Platform Console

• 2481

  Swsd

  mikimatsub/swsd-mcp/io.github.mikimatsub/swsd · MCP server

  3★ repo

  MCP server for SolarWinds Service Desk: tickets, knowledge base, and the service catalog.

• 2482

  Cws

  mikusnuz/cws-mcp/io.github.mikusnuz/cws · MCP server

  3★ repo

  MCP server for Chrome Web Store — extension upload, publish, status, and rollout

• 2483

  Mimer mcp

  mimersql/mimer-mcp/io.github.mimersql/mimer-mcp · MCP server

  3★ repo

  An MCP server with Mimer SQL Database Connectivity

• 2484

  Allure testops mcp

  mshegolev/allure-testops-mcp/io.github.mshegolev/allure-testops-mcp · MCP server

  3★ repo

  Allure TestOps MCP — projects, launches, test cases, test results via REST API.

• 2485

  Diagrams MCP

  ByteOverDev/diagrams-mcp/io.github.mskry/diagrams-mcp-server · MCP server

  no license3★ repo

  Generate cloud architecture diagrams, flowcharts, and sequence diagrams.

• 2486

  Microsoft Planner

  mspstack/mcp-planner/io.github.mspstack/mcp-planner · MCP server

  3★ repo

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

• 2487

  Mcp server malcolm

  nagameTW/mcp-server-malcolm/io.github.nagameTW/mcp-server-malcolm · MCP server

  3★ repo

  MCP server for Malcolm (Zeek/Suricata/Arkime/OpenSearch): threat-hunting access for AI agents

• 2488

  WhatsApp MCP Server

  nakulben/whatsapp-mcp/io.github.nakulben/whatsapp-mcp · MCP server

  3★ repo

  Manage WhatsApp Business templates and send messages via Meta Cloud API

• 2489

  Ambient Context MCP

  nassie256/ambient-context-mcp/io.github.nassie256/ambient-context-mcp · MCP server

  3★ repo

  Local Windows ambient context (presence, foreground app, battery) as privacy-gated MCP tools.

• 2490

  Rebar

  navapbc/rebar/io.github.navapbc/rebar · MCP server

  3★ repo

  Event-sourced ticket system with a Jira reconciler, exposed as an MCP server.

• 2491

  Mnemon mcp

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

  3★ repo

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

• 2492

  PrismHR MCP

  nikulk2992-jpg/prismhr-mcp/io.github.nikulk2992-jpg/prismhr-mcp · MCP server

  no license3★ repo

  Open-source MCP server for PrismHR. PEO workflow tools + Microsoft 365 connectors.

• 2493

  Dns

  ofershap/mcp-server-dns/io.github.ofershap/dns · MCP server

  3★ repo

  MCP server for DNS lookups, reverse DNS, WHOIS, and domain checks — zero auth, zero config

• 2494

  Mycase mcp

  oktopeak/mycase-mcp/io.github.oktopeak/mycase-mcp · MCP server

  3★ repo

  Connect Claude to MyCase: cases, contacts, documents, tasks, calendar, calls, time, billing, staff.

• 2495

  ProductPlan MCP Server

  olgasafonova/productplan-mcp-server/io.github.olgasafonova/productplan-mcp-server · MCP server

  3★ repo

  Talk to roadmaps with AI. Query and manage bars, OKRs, ideas, and launches.

• 2496

  Mcp

  openagentemail/openagentemail/io.github.openagentemail/mcp · MCP server

  3★ repo

  Unlimited agent mailboxes — create identities, read/wait for mail, extract OTPs, send email.

• 2497

  Mcp server

  opengolfapi/mcp-server/io.github.opengolfapi/mcp-server · MCP server

  3★ repo

  Golf for AI agents — every US course free, plus open contribution, identity & tournaments.

• 2498

  Outscraper MCP Server

  outscraper/outscraper-mcp-server/io.github.outscraper/outscraper-mcp-server · MCP server

  3★ repo

  Outscraper MCP business discovery, Maps intelligence, enrichment, reviews, and contact data.

• 2499

  Originalvoices

  ovlabs/mcp-server-originalvoices/io.github.ovlabs/originalvoices · MCP server

  no license3★ repo

  MCP server for OriginalVoices - Ask AI twins questions about any audience

• 2500

  Symbols

  p1va/symbols/io.github.p1va/symbols · MCP server

  3★ repo

  MCP server to read, inspect and troubleshoot codebase symbols

• 2501

  Pforge

  paiml/pforge/io.github.paiml/pforge · MCP server

  3★ repo

  Zero-boilerplate MCP server framework with declarative YAML configuration

• 2502

  Mcp mailtrap

  pijusz/mcp-mailtrap/io.github.pijusz/mcp-mailtrap · MCP server

  3★ repo

  MCP server for the Mailtrap email platform — analytics, sending, contacts, sandbox

• 2503

  Ai r

  pro-target/ai-r/io.github.pro-target/ai-r · MCP server

  3★ repo

  Read local AI agent sessions (Claude Code, Codex, OpenCode, Antigravity, Pi): intents, plans, tools

• 2504

  Qingkuai mcp server

  qingkuai-js/language-features/io.github.qingkuai-js/qingkuai-mcp-server · MCP server

  3★ repo

  MCP server for Qingkuai (.qk) — docs search, syntax check, compilation, and formatting tools.

• 2505

  Adif mcp

  qso-graph/adif-mcp/io.github.qso-graph/adif-mcp · MCP server

  no license3★ repo

  ADIF 3.1.6 parser and validator for amateur radio QSO logs. Full spec coverage.

• 2506

  Mcp

  quicknode/agent-plugins/io.github.quicknode/mcp · MCP server

  3★ repo

  Manage your blockchain infrastructure across 80+ chains with your agents.

• 2507

  RCSB PDB

  rcsb/rcsb-mcp/io.github.rcsb/rcsb-mcp · MCP server

  3★ repo

  MCP server to search, inspect, and cross-reference RCSB Protein Data Bank structures

• 2508

  Custom mcp database

  renanlido/custom-mcp-database/io.github.renanlido/custom-mcp-database · MCP server

  no license3★ repo

  Run alias-based queries against PostgreSQL, MySQL, MongoDB and Oracle without exposing credentials.

• 2509

  Q-SYS MCP

  reowens/qsys-tools/io.github.reowens/qsys-mcp · MCP server

  3★ repo

  Control QSC Q-SYS systems over QRC from AI agents or Claude.

• 2510

  Mcp

  replynodes/replynodes-mcp/io.github.replynodes/mcp · MCP server

  3★ repo

  Connect AI agents to Replynodes over the Model Context Protocol.

• 2511

  PSX MCP

  revolutionarybukhari/psx-mcp/io.github.revolutionarybukhari/psx-mcp · MCP server

  no license3★ repo

  Pakistan Stock Exchange in plain English — quotes, dividends, announcements, and indices.

• 2512

  Mcp server

  roamzy-io/mcp-server/io.github.roamzy-io/mcp-server · MCP server

  3★ repo

  Agent-native global eSIM: buy for 193 countries, per-MB in USDT/USDC. Agents earn 20% referral.

• 2513

  Memory OS AI

  romainsantoli-web/Memory-os-ai/io.github.romainsantoli-web/memory-os-ai · MCP server

  3★ repo

  Adaptive memory for AI agents — FAISS search, chat extraction, cross-project linking

• 2514

  Rootstock (RSK) MCP Server

  rsksmart/rsk-mcp-server/io.github.rsksmart/rsk-mcp-server · MCP server

  3★ repo

  MCP Server for Rootstock Blockchain

• 2515

  Mcp guardian

  rudraneel93/mcp-guardian/io.github.rudraneel93/mcp-guardian · MCP server

  3★ repo

  Security, cost, and health governance proxy for MCP infrastructure

• 2516

  Browser agent

  runbook-ai/runbook-ai-mcp/io.github.runbook-ai/browser-agent · MCP server

  3★ repo

  MCP server for browser automation with AI agent

• 2517

  Code sentinel

  salrad22/code-sentinel/io.github.salrad22/code-sentinel · MCP server

  no license3★ repo

  Code quality analysis MCP server - detects security issues, deceptive patterns, and placeholders

• 2518

  Mobile device mcp

  saranshbamania/mobile-device-mcp/io.github.saranshbamania/mobile-device-mcp · MCP server

  no license3★ repo

  AI control of Android/iOS devices. Screenshots, UI tree, AI vision, Flutter, video. 49 tools.

• 2519

  Sendblue browser mcp

  sendblue-api/sendblue-browser-use/io.github.sendblue-api/sendblue-browser-mcp · MCP server

  3★ repo

  Drive a stealth-patched Chromium daemon: navigate, screenshot, eval JS, attach over CDP.

• 2520

  pykrx-mcp

  sharebook-kr/pykrx-mcp/io.github.sharebook-kr/pykrx-mcp · MCP server

  3★ repo

  Korean stock market data (KOSPI/KOSDAQ) with ETF tracking and fundamental analysis