mcp
Sorted by GitHub stars, which measures attention rather than fitness. Read the release date and the commit count next to it before picking one.
| Tool | Stars |
|---|---|
Sandboxed Python execution for AI agents. PEP 723 inline deps, multi-version Python, zero pollution. no licence · released 2026-02-09 | n/a |
Test a Python package/version on a target runtime. Scoped Linux install and usable-import evidence. no licence · released 2026-09-08 | n/a |
MCP server for Pyxel, a retro game engine for Python no licence · released 2026-07-15 | n/a |
Live Pīpīwai Trail park and road status, compiled from NPS and Hawaii DOT. no licence · released 2026-08-26 | n/a |
Korean saju fortune MCP: natal chart, today/daily/yearly luck, compatibility, and saved profiles. no licence · released 2026-08-24 | n/a |
Control QSC Q-SYS systems over QRC from AI agents or Claude. no licence · released 2026-07-10 | n/a |
Tells AI agents which files to test first — churn, coverage, and test mapping as risk scores. no licence · released 2026-04-23 | n/a |
Translation QA: automated checks, AI evaluation, linguistic review, and visual in-context testing. no licence · released 2026-07-21 | n/a |
Deterministic pre-execution safety certification for autonomous AI agents. no licence · released 2026-03-16 | n/a |
Connects AI assistants to QCDatabase.AI for everyday construction quality-control work. no licence · released 2026-08-28 | n/a |
Local quantum error correction tools; decoder output verified against H c = s (mod 2). no licence · released 2026-08-24 | n/a |
Connect your QI SCD account to AI via Brazil's Open Finance: balances, statements, cards, investment no licence · released 2026-06-11 | n/a |
Local QMD search and bounded index maintenance through a Streamable HTTP MCP server. no licence · released 2026-08-19 | n/a |
Generate QR codes from text or URLs. Returns base64 PNG. x402 micropayment. no licence · released 2026-05-16 | n/a |
Generate QR codes for URLs, PIX, Wi-Fi, vCards, WhatsApp and more. For AI agents. no licence · released 2026-05-09 | n/a |
Dynamic QR codes by chat: edit destinations after printing, smart routing, and scan analytics. no licence · released 2026-08-11 | n/a |
Dynamic QR codes for AI agents — custom styling, scan tracking, webhooks no licence · released 2026-06-09 | n/a |
Generate styled QR codes with colors, logos, frames, and batch support no licence · released 2026-02-17 | n/a |
Generate, update, manage, and track QR codes using the QRStuff platform. no licence · released 2026-07-08 | n/a |
Create, manage, and share QR codes and short URLs no licence · released 2026-03-31 | n/a |
Healthcare staffing simulator — ED, walk-in clinic, and appointment office DES tools. no licence · released 2026-05-27 | n/a |
MCP server for QMetry Test Management for Jira (QTM4J) Open API. no licence · released 2026-04-21 | n/a |
Discover, inspect, quote, and call external tools, with usage and final credit settlement audits no licence · released 2026-09-07 | n/a |
Official MCP server for Qase — manage test cases, runs, suites, defects via AI tools. no licence · released 2026-09-08 | n/a |
Qatar payments for AI agents — cards / Apple Pay via Tap Payments. Never holds funds. no licence · released 2026-07-09 | n/a |
MCP server that wraps the Qdrant vector database API as tools. no licence · released 2026-08-31 | n/a |
Full-lifecycle bridge structural analysis — modeling, staging, code checks. no licence · released 2026-08-18 | n/a |
Deterministic fact verification for AI agents — checksums & curated data, not guesses. no licence · released 2026-06-22 | n/a |
MCP server for the Qiskit Code Assistant intelligent code completion no licence · released 2026-04-20 | n/a |
MCP server for querying and retrieving Qiskit documentation, guides, and API references no licence · released 2026-07-13 | n/a |
MCP server for qiskit-gym reinforcement learning quantum circuit synthesis no licence · released 2026-07-13 | n/a |
MCP server for IBM Quantum computing services through Qiskit IBM Runtime no licence · released 2026-07-13 | n/a |
MCP server for AI Transpiler IBM Quantum services no licence · released 2026-07-13 | n/a |
MCP server for Qiskit quantum computing with circuit serialization utilities no licence · released 2026-07-13 | n/a |
AI QA that runs your app in a browser on every pull request: projects, test targets, test cases. no licence · released 2026-08-17 | n/a |
Verifiable random decisions, audit sampling, fair selection, and proof verification using QnEvt. no licence · released 2026-06-06 | n/a |
One Data Plane for crypto research, with 42 live tools for markets, entities, news, and signals. no licence · released 2026-07-31 | n/a |
Deploy apps and manage Kubernetes on AWS, GCP, Azure, and On-Premise with natural language. no licence · released 2026-02-08 | n/a |
QR codes active 90 days, claimable forever. Request an API key in chat to retarget and track scans. no licence · released 2026-04-29 | n/a |
QR Code MCP — wraps api.qrserver.com (free, no auth) no licence · released 2026-07-22 | n/a |
Evidence-backed decision briefs with citations — recommendation, confidence, risks, sources. no licence · released 2026-05-01 | n/a |
Virtual phone numbers for SMS verification, OTP receipt, and number management. no licence · released 2026-06-18 | n/a |
AI access to Quadratic spreadsheets: open files, run Python/SQL, query connected databases. no licence · released 2026-06-18 | n/a |
Search and manage 220M+ B2B contacts. Filter by title, industry, location, and more. no licence · released 2026-04-17 | n/a |
Multi-agent governance: task orchestration, compliance, decision validation, and ML predictions. no licence · released 2026-04-05 | n/a |
Verify email addresses and clean lists to improve deliverability and sender reputation. no licence · released 2026-08-14 | n/a |
Create and manage trackable QR codes with scan tracking, analytics, and dynamic URL updates. no licence · released 2026-04-12 | n/a |
Screen and score stocks with the Quality Screener engine: filters, custom scores, and history. no licence · released 2026-07-06 | n/a |
Local QA MCP: scan URLs, inspect pages, generate Playwright repros, and run tests. no licence · released 2026-08-28 | n/a |
Talk to your public-facing AI from any MCP client — Claude, ChatGPT, Cursor, Cline, Windsurf. no licence · released 2026-05-11 | n/a |
AI access to your Qualy payments back office: contacts, payment requests, and search. no licence · released 2026-07-08 | n/a |
Paper-backed quant trading methods and a deterministic, no-LLM decision helper for serious traders. no licence · released 2026-06-13 | n/a |
Deterministic stock screening, backtesting, and factor analysis for AI trading agents no licence · released 2026-03-08 | n/a |
Macro events, earnings & market data from QuantGist for Claude and other AI agents. no licence · released 2026-07-17 | n/a |
Broad, OAuth-protected provider and financial-domain API tools for research agents. no licence · released 2026-08-31 | n/a |
Portfolio risk analytics — VaR, Monte Carlo, optimization, options Greeks, stress testing. no licence · released 2026-05-09 | n/a |
China A-share market data for research, backtesting and AI agents via MCP. no licence · released 2026-08-08 | n/a |
Daily sovereign-credibility and macro scores for 169 emerging markets, built on free public data. no licence · released 2026-09-01 | n/a |
Dividend portfolio tracking and planning for US and EU markets: income, safety, Spain-aware taxes. no licence · released 2026-08-26 | n/a |
Portfolio scenarios with instrument checks, Monte Carlo analysis and interactive reports. no licence · released 2026-09-02 | n/a |
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