io.orbator/orbator-mcp

AI visibility checks, software recommendations and tool comparisons from measured AI answer data

Endpointhttps://api.orbator.io/api/mcp (streamable-http)
Registry version0.1.0
Now4 tools · grade A (100) · pin ts_f373c2821f5f72fa4ddb6de51a835064 · protocol 2025-06-18
First / last listed2026-11-13 01:17 UTC / 2026-11-13 01:17 UTC
Grade over time2026-11-13: A (100), 4 tools

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Timeline

First listing · 2026-11-13 01:17 UTC
4 tools, grade A (100)

Tools: find_tools get_ai_index get_facts compare

Current tools (4)

find_toolsSoftware recommendations backed by measured AI answer data: find the best software/tools for a category or job, ranked by how often AI assistants (ChatGPT, Claude, Gemini, Perplexity) actually recommend them in real buyer-style queries — not by ads or affiliate placement. Use when asked "what software/tool should I use for X", "best X tools", or for vendor-neutral software recommendations. Pass th
params: category*, constraints, limit
get_ai_indexAI visibility check — which software AI recommends for a category. Returns the full AI Recommendation Index for one software category: the complete measured ranking of products AI assistants (ChatGPT, Claude, Gemini, Perplexity) recommend, with recommendation share %, average answer position, per-engine breakdown, 4-week trend, sample size, and methodology. Use to answer "does AI recommend <produc
params: category
get_factsCanonical software product facts with sources — pricing, features, integrations, platform, and limits, where every fact carries a source URL and a last-verified date. Use to verify software claims (e.g. current pricing) or to gather grounded data before recommending or comparing tools. Accepts a product name or domain (e.g. "hubspot.com").
params: product*
compareCompare software/tools side by side — a fact-by-fact comparison of two products (pricing, features, integrations, limits) with source URLs and verified dates for every claim. Use for "X vs Y" software comparison questions. Accepts product names or domains; pair order does not matter.
params: product_a*, product_b*

Entries describe changes in tool definitions. They are not statements about a server, its quality or its author. The grade measures how the tool definitions fit model providers (token cost, schema compatibility, confusable names) as scored by the ToolFit engine at the time of the listing. JSON: append .json. Opt-out: how or hello@youraitools.co.