A Dockerized Python Code Execution Environment MCP Connectors

Robot Actions — Remote Device Control BOAuth

Drive real Android & iOS devices and web browsers from natural language for mobile + web QA. 145+ tools across device control, app management, automation sessions, browser automation, and flow recording / replay. Bearer-auth — get a token at robotactions.com → Profile → API Tokens.

App Automation Browser Automation Testing & QA Tools

2922

CompletionKit B

Prompt evals over MCP: run a prompt on your dataset, score each output 1-5 with an LLM judge.

AI & Machine Learning Testing & QA Tools

5421

Designesy A

Score any URL against a real design contract — 40 checks, A-F grade, token + motion validation.

Design Tools Developer Tools Testing & QA Tools

171

Data Quality Gate - deterministic post-scrape cleaner + verdict A

Post-scrape data cleaner, no LLM: repairs mojibake, HTML, invisible chars. Plus a verdict.

Data Platforms Testing & QA Tools Research & Data

31

Verificate MCP A

Agentic code review, no signup to try: reality gates + frontier-model review, with veto.

Code Analysis Testing & QA Tools

421

AnyHook A

A webhook inbox for agents: one call returns a live URL. Mock, verify, inspect and replay.

API Testing Testing & QA Tools Developer Tools

121

Agent Verification Utility A

Deterministic JSON checks with signed evidence and x402-paid execution

Security Testing & QA Tools API Testing

51

dropcoin-a11y A

Accessibility pre-checks (WCAG/BFSG) in a real browser + statement drafts. Pay per call.

Testing & QA Tools Browser Automation

21

governance-platform A

Pre-execution governance for AI agents. Deterministic PASS/FAIL/REVIEW verdicts, replayable proof.

AI & Machine Learning Testing & QA Tools Monitoring

373

litmus A

Grade MCP servers A to F with the open behavioral litmus. npm: full toolset; hosted: lookups only.

Testing & QA Tools Developer Tools

327

Human For AI A

Hire a real human for real-world verification, product testing, AI output review, and errands.

Testing & QA Tools

42

verify A

Runs your code against a contract; returns HELD or BROKE at the exact input. Deterministic.

Testing & QA Tools Code Analysis

12

Fail Modes A

Machine-readable taxonomy of 100+ AI system failure modes spanning factuality, alignment, planning, code generation, and instruction following.

AI & Machine Learning Testing & QA Tools

42

failmodes A

MCP server for the Fail Modes taxonomy — a knowledge base of AI system failure modes

AI & Machine Learning Knowledge & Memory Testing & QA Tools

42

canaryusers A

A flock of AI users tests your deployed app and reports where real people get stuck, with fixes.

Testing & QA Tools Autonomous Agents

32

TestMyVibes A

MCP-native AI browser testing for coding agents. Submit a URL + goal, get back action trail, bugs, screenshots, and WebM video your agent patches from directly. 43 tools, 12 AI evaluation personalities, combo tiers with auto-pause-on-bugs, throwaway email + SMS inboxes.

Testing & QA Tools Browser Automation Autonomous Agents

512

HefestoAI A

Pre-commit code quality guardian. Detects semantic drift in AI-generated code.

Code Analysis Testing & QA Tools Developer Tools

421

Android Security Analyzer A

MCP server for static security analysis of Android source code

Security Code Analysis Testing & QA Tools

42

mistaike.ai

295k+ bug-fix patterns with MCP Hub proxy, PII filtering, and code search