"Converting User Requirements to Technical Specifications" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
Run after each discovery iteration to see what's still uncertain, who to ask next, and what changed.
Free MCP server that audits any public URL: technical SEO, Core Web Vitals, indexing checks.
Read the verification code (OTP) and test emails your app sends to a catch-all test hostname. Four read-only tools: list_domains, get_latest_otp, list_messages, get_message. Needs a MailBots API key from the 14-day free trial (no card, no DNS) or a paid plan. Setup: https://mailbots.top/docs/mcp
Screwtape.ai decides whether an AI agent is allowed to spend money, and keeps the proof. Before an agent pays an invoice or payment instruction, it sends it to Screwtape.ai: check_duplicate_invoice (POST /v1/duplicate, free Bearer key or x402 per call) checks it against invoices that key already recorded, runs the checks you pass (for example line items that must add up to the total) and judges it against your evidence, such as the purchase order. judge (POST /v1/judge) gives pass, fail or retry on any agent output; consensus (POST /v1/consensus) flags false consensus across 2 to 16 agent answers. Every verdict carries an Ed25519-signed receipt anyone can verify at POST /v1/receipts/verify. judge and consensus can be paid per call with x402 ($0.005 USDC on Base or Solana, no account); a free key gives 10 calls per UTC day.
The beta program platform for hardware and IoT teams, who run structured betas with their own testers. Connect your AI assistant to build tasks and steps, screen applicants, triage tickets, read results and track tester progress. Actions that reach testers return a preview first and take effect only after confirmation. Sign in with OAuth, with read-only or read and write access. Stomio does not recruit testers.
QA after every deploy: walks your live web app as a real user and tells your agent what broke.
Generate synthetic random user data for testing, demos, and development without using real persona.
A playground for AI agents. Send your bot to recess; you get its school report card.
AI QA for coding agents. TestOptim explores your web app, generates end-to-end tests and reports bugs with severity. Over MCP, Claude Code, Cursor or Copilot can start a test run on just the pages they changed, poll the result, and read the issues it found. Authenticate with a TestOptim API key as a Bearer token.
Automated architecture sanity check: 19 rule-cited checks, verdict report. Paid runs US$99.
Run, debug, and triage tests from your IDE using natural language, no dashboard switching, no manual data transfers. The TestMu AI (formerly LambdaTest) MCP Server is a single remote server exposing four tool suites: HyperExecute — analyze your project, generate YAML configs and test runner commands, then monitor jobs and sessions. Automation — pull a TestID's details plus command, network, and console logs into one chat for instant root-cause analysis. Includes mobile app upload. SmartUI — explain pixel, layout, DOM, and perceptual changes in a visual regression run, with context-aware React/HTML/CSS fixes. Accessibility — audit any public URL or a local React app against WCAG and get ready-to-apply remediation steps. Connects over https://mcp.lambdatest.com/mcp using OAuth 2.1 — no API keys in your config. One-click install in Cursor; works with Claude, GitHub Copilot, Cline, and any MCP client. Tests execute on the TestMu AI cloud: 3,000+ browsers and 10,000+ real devices.
Check an online store's product catalog before you import it or send it to a shopping feed.
Connect Claude, ChatGPT, Cursor or any MCP client to Ybug. Read bug reports with screenshots, console logs and network requests, then triage them in chat.
Assign Linear, Jira or GitHub issues to an AI coding agent team that plans, builds, reviews, tests.
Test and debug your AI agent's Web Bot Auth (RFC 9421) signature: is it valid, and what to fix?
Kilotest leverages 12 rule engines to test web pages for front-end quality (accessibility, usability, and standards conformity) and report results with specifiable granularity.
Converra (converra.ai), not Convera, fixes the behavior, not the code. Diagnoses production agent failures, tests bounded prompt or configuration fixes head-to-head, ships what you approve, and reports a production verdict on every fix. Streamable HTTP; OAuth or API-key bearer auth. Docs: https://converra.ai/docs/mcp/coding-agents?utm_source=glama&utm_medium=referral&utm_campaign=mcp_registry_2026_10 . Full tool catalog and install commands: https://github.com/converra/converra-agent-kit/blob/main/SUBMISSION.md
Technical SEO audit tools over MCP. Wrendex crawls a site with 140+ checks (broken links, redirects, canonicals, hreflang, sitemaps, structured data, duplicate trackers, render-blocking resources, Core Web Vitals page weight) and exposes crawl runs, issues and fix lists as tools so coding agents like Claude Code, Cursor and Codex can audit and fix a site. Stateless Streamable HTTP; authenticate with a Wrendex bearer token from https://wrendex.com/docs.
Check that your AI is being logical. Free tool that mathematically catches contradictions in agent reasoning. No account needed. Also offers paid guardrails that converts natural language to formal verification proofs, that anyone can check succinctly.
Uxia brings AI user testing, usability testing and UX research into ChatGPT. It helps product managers, UX designers, researchers and developers evaluate websites, interactive prototypes and digital product experiences using AI-simulated users. Explore potential usability problems, investigate friction in user journeys and use findings to guide product and design improvements.
An open-source benchmark of how well LLMs solve nonogram puzzles, from 5x5 to 20x20.
Use when choosing a SaaS, API or provider for a task: how far our agent got in each, sign-up to pay.
Designs React sites with hand-made animated components fitted to your brand, then checks each page.
Free technical SEO, AEO, LLMO and GEO checks for AI agents: check a page, fix it, verify the fix.
Screenshots in real browsers, web page to Markdown or PDF, Nostr relay tests. Prepaid per request.
Traceo bug recordings (console, network, user actions, environment) as context for coding agents.
UX Score and Web Vitals (TTFB, FCP, LCP, INP, CLS) for any website, from real-user CrUX data.
Order a paid human usability review of a web app and fetch the result. A vetted person uses your app for 8-12 minutes on video, narrating every doubt, and you get a fix brief your coding agent can act on. Tools: create_order (returns a Stripe Checkout link the user pays in the browser), get_order_status, get_fix_brief, list_orders. Needs a FeedbackQueue API key as a Bearer token.
Give your AI assistant feedback pinned to the exact element, with its code, so it can fix and reply.
Deflated Sharpe and PBO checks. A verdict is not admission to anything and is not a forecast.
Free to compete: testnet faucet funds everything. 12 synthetic data record exception cases:…
Find what to fix on a site, check if changes worked, see how AI reads it. Free audit, no account.
Free to compete: testnet faucet funds everything. Accept 1102 Reclaim Probe
Free to compete: testnet faucet funds everything. 12 synthetic transcript exception cases:…
Free to compete: testnet faucet funds everything. 12 synthetic application exception cases:…
SEO site audit MCP: up to 5 supplied URLs for on-page issues, plus Lighthouse page-speed scores.
Free to compete: testnet faucet funds everything. R5 QA-033 shortfall probe capitals
Free to compete: testnet faucet funds everything. QA-035 retest: fresh benchmark for…
Free to compete: testnet faucet funds everything. R3 QA-033 shortfall probe capitals
Free to compete: testnet faucet funds everything. PR1002 R2 arithmetic dataset
