"Information on agent swarm architecture" matching MCP connectors:
GET /v1/connectors — MCP directory API referenceMatching Connector Tools:
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.
Verify before your agent acts on data it paid for. Signed verdicts, checkable offline, via x402.
Testing, benchmarking and auditing autonomous AI agents — methods, harnesses, evidence
Simulate, test, and analyze cloud architectures without deploying real infrastructure. Cloud World Model enables AI agents to model cloud environments, evaluate architecture behavior and costs, run failure and chaos simulations, and explore infrastructure scenarios across cloud providers.
Workflow planning, recovery checkpoints, coordination, fixtures, and compatibility tools for agents.
Prompt evals over MCP: run a prompt on your dataset, score each output 1-5 with an LLM judge.
Probe a signup URL you own and score whether an AI agent can sign up unaided.
MCP server for visual regression testing: triage a PR's UI diffs from your coding agent.
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.
Synthetic support cases and owner-reviewed Agent feedback. Anonymous reads; scoped writes.
Scores any public website on how usable it is by AI agents, with per-check evidence.
Point Claude Code, Qwen Code, Cursor, or any MCP client at https://docs.jmeter.ai/api/mcp and your agent answers JMeter questions grounded in this documentation, with a source link for every answer. Free, no API key, no signup.
Verify an agent's advertised route, price, payment details, and schemas against its live endpoint.
AgentReady.market audit: can an AI shopping agent find, understand and BUY on this store? /100.
Scan any website or MCP server for agent readiness: 0-100 score, a fix per failing check. Free.
Exposes FEDLIN's public security scanners as agent-callable tools over Streamable HTTP.
Preflight QA for AI-agent deliverables with structured verdicts and repair guidance.
49 deterministic tools for text integrity, agent control, and contextual quality evidence.
