"How to Manage AI Memory Effectively" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
Simulate AWS, Azure, GCP, OCI, and DigitalOcean architectures without deploying real infrastructure. AI agents can model cost, latency, and error rates, run failure and chaos scenarios, and compare designs before provisioning. Nine demo tools work with no key; add a Cloud World Model API key (x-api-key header or Authorization: Bearer) to unlock all 62 tools.
Risk-scan a diff, flag AI-generated-code tells, find secrets. 5 of 7 tools need no account.
Zero-config agent-readiness auditor and Flight Simulator tools for AI coding agents
Webhook, email, WebSocket and tunnel testing for AI agents: capture, wait, verify, replay.
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.
Diagnose why an AI agent failed and get the verified fix instantly. Free, no token.
Kilotest leverages 12 rule engines to test web pages for front-end quality (accessibility, usability, and standards conformity) and report results with specifiable granularity.
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.
Evidence-gated task verification for AI agents. Decompose goals into acceptance criteria, attach proof (screenshot, curl, file), independent LLM judge accepts or rejects. 24 tools. Hosted remote MCP (streamable-http, OAuth 2.1 + DCR).
Testing, benchmarking and auditing autonomous AI agents — methods, harnesses, evidence
Free platform to test MCP clients without installing anything. Create mock tools with dynamic templates, configurable delays, conditions (if/then), and response sequences. Supports JSON-RPC 2.0 over Streamable HTTP. Built-in text_echo and json_echo tools. Rate-limited tiers: anonymous (5 calls/min, 1 mock tool), registered (10 calls/min, 4 mock tools), premium (60 calls/min, unlimited). Zero setup — no install, no registration required. More info: https://www.testmcp.dev
UI Verify is visual regression testing built for coding agents. Connect the MCP server and your agent (Claude Code, Cursor, Codex) pulls a pull request's UI changes into the conversation, views each visual diff, reads the AI judge's verdict of regression vs intended change, and accepts the intended baselines - all over MCP.
Give AI assistants the context behind client website feedback. Read comments, screenshots, replies, element details, and developer briefs; organize priorities, update statuses, and export feedback from authorized projects. Coding agents with repository access can investigate issues and prepare fixes for review. Connect through Streamable HTTP and browser OAuth using a Simple Commenter account.
MCP server for visual regression testing: triage a PR's UI diffs from your coding agent.
Author and validate Calaf workspace seeds against the app's real importer. No account needed.
Generate synthetic random user data for testing, demos, and development without using real persona.
AI-callable tools for API mocking, testing, monitoring, security, and automation.
Agentic code review, no signup to try: reality gates + frontier-model review, with veto.
Scan GitHub-hosted AI skills for vulnerabilities: prompt injection, malware, OWASP LLM Top 10.
Deflated Sharpe and PBO checks. A verdict is not admission to anything and is not a forecast.
