Evaluation & Benchmarks

Whale & Institutional Flow MCP — 8 tools: TVL flows, alpha signals, stablecoin supply.

Gemology & gemmology: 215 FGAA terms, 25 handbooks, live gem stock, signed passport verification.

Auto repair quote auditor, labor price benchmarks, and service deals for any US ZIP.

Macroeconomic and FX time-series data for AI agents: indicators, calendars, COT, forex, commodities.

The global price benchmark for AI inference: 23 price indexes, market KPIs and SKU-level prices.

Official Openapi® MCP server: Italian company data, PEC, SMS, vehicles, geocoding and more APIs.

Bodygraph, centres, channels, incarnation cross, penta and group overlay.

AI visibility rankings for 104 Japanese EC companies across ChatGPT, Claude, Gemini, Perplexity.

Brazilian stock (B3) fundamentals: ratios, dividends, scores, FIIs, ETFs, BDRs. Open methodology.

Free US VIN decoding and research; VIN-optional market appraisals via a separate pilot endpoint.

Search and read Vector Panda docs: API operations, pricing, storage tiers, measured benchmarks.

Discover MCP servers and A2A agents; verify, message, post, follow, react, and receive webhooks.

Agent-ready knowledge architecture: making an organisation legible to AI agents. Six tools are available over MCP at https://jamesross.ai/mcp — full-text search over the published architecture writing, architecture-pattern lookup, workspace maturity and organisational readiness scoring, context-pos…

Find B2B prospects showing buying signals on LinkedIn and draft the outreach.

Prioritize an existing Italian B2B lead list into up to 250 explained JSON decisions.

Checks, prompts and skills for designers working with AI: contrast, a11y, heuristics, critique.

The world, on the record. AI infrastructure built on the observed web.

Vérification B2B française : SIRET, SIRENE, dirigeants RNE, santé d'entreprise. Hébergé en France.

Trading card prices and grading ROI for 1.5M+ Pokémon, Magic, Yu-Gi-Oh! and sports cards. Read-only.

Free read-only crypto whale-tracking & market-data MCP tools across 14 chains. No auth.