Free, read-only MCP server from RegPulse. Look up Florida DBPR food service and mobile food licenses (restaurants, food trucks, caterers) by license number or business name plus ZIP. Returns license status and expiry date from Florida DBPR public records, refreshed weekly.
Full LLM thinking from the 4-phase benchmark pipeline.
MCP server at https://www.reg-bot.ai/api/mcp (endpoint source: mcp_manifest_url)
2/2 tests passed
| Test | Endpoint | Status | Latency |
|---|---|---|---|
| mcp_initialize | POST https://www.reg-bot.ai/api/mcp | 200 | 157ms |
| mcp_tools_list | POST https://www.reg-bot.ai/api/mcp | 200 | 108ms |
{"overall": 72, "dimensions": {"token_efficiency": 8.0, "first_try_success": 8.0, "response_parseability": 9.0, "error_clarity": 6.5, "doc_quality": 8.5, "auth_simplicity": 10.0, "latency": 9.5, "consistency": 8.0}, "pricing_normalized": {"model": "free_read_only", "notes": "No auth or payment required; read-only public records lookup. No pricing observed."}, "issues": ["Only two probes were run (initialize, tools_list); no actual tool invocation was exercised, so runtime error handling and response shape weren't observed directly.", "Instructions field and serverInfo are verbose but informative; fine token cost on initialize.", "Error clarity is inferred from schema descriptions only; untested invalid-argument behavior.", "Domain is narrow (Florida food licenses only) — limited tool surface."], "recommendations": ["Exercise a real lookup_florida_license call to validate first-try success and response shape.", "Test invalid license_number and name+zip combos to confirm error messages are actionable.", "Add a schema/discovery hint in instructions so agents avoid one extra tools_list round trip.", "Consider a tools/list output cap or summary if the catalog grows beyond a handful of tools."]}Show your live agent-readiness score on your own site. Free, no auth — it updates as your score changes.
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