MCP server for the Mamba Labs Company Firmographic Enricher actor on Apify. Turn a company domain into structured firmographics: employee band, industry, HQ, founded year, revenue estimate, logo and description, with provenance. Clay-ready.
Single tool with strong naming (verb_noun: enrich_company_firmographics), comprehensive description (287 chars, within 10-1024 baseline), and complete input schema with Zod types and per-parameter descriptions. Tool annotations present (readOnlyHint, idempotentHint, destructiveHint). Output schema not explicitly documented, response is JSON.stringify of Apify actor results, structure opaque to LLM. Error handling is good (APIFY_TOKEN validation, HTTP status classification, actionable messages), but output schema documentation would elevate to 80+.
Enrich a company domain into structured firmographics: employee band, industry, HQ, founded year, revenue estimate, logo, and description, with source provenance. Parsed from the company's schema.org/Organization JSON-LD and HTML meta tags and returned as a flat, Clay-ready JSON row with a source_signals array and a data_completeness score. Read-only; requires an APIFY_TOKEN and consumes Apify credits per call.
Output schema not documented. Tool returns JSON.stringify of Apify actor results; LLM cannot predict field structure, types, or presence. Breaks downstream tool chaining and forces LLM to parse unstructured text.
No pagination or result limiting documented. Tool accepts 'domains' array for batch processing but no guidance on max batch size, result count limits, or how to handle large responses. Risks context window exhaustion.
APIFY_TOKEN exposed as environment variable in .mcp.json config. While not a tool parameter, this is a credential that should be injected via secure vault or agent-level secret management, not visible in config files.
Error messages reference external URLs (console.apify.com) but do not guide LLM on recovery steps. E.g., 402 error says 'check balance' but does not suggest retry strategy or fallback.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | C | 65 | 2026-07-28+ | v2 |