Every change Wellknown observed on this MCP server, newest first, with what it was before and what it became. Tool-surface changes carry the definition diff. Nothing here is edited after the fact.
Changed the definition of "get_market_rates" and "search_prices"
⟨38 unchanged words⟩ (Physical-world data), people (Work by people), products (Data products).","enum":["company","code", ⟨3 unchanged words⟩ ","text","environment","physical","people","products"],"type":"string"},"side": ⟨48 unchanged words⟩
⟨38 unchanged words⟩ (Physical-world data), people (Work by people), products (Data products).","enum":["company","code", ⟨3 unchanged words⟩ ","text","environment","physical","people","products"],"type":"string"},"limit": ⟨96 unchanged words⟩
Certificate recorded, valid to 2027-01-09
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Changed the definition of "check_software_terms", "find_lots", "find_vendors" and 2 more
⟨13 unchanged words⟩ GitHub, Notion and more): whether theownerholder can export its data, what the vendor's API terms say about training AI on data pulled through them, our reading of the content's rights risk, and the clauses word for word. Research from public sources, not legal advice. Without `system`, lists the systems on file.
⟨24 unchanged words⟩ industry, years of history, systems, size,whetherwhat
Added "find_lots" (9 tools before, 10 now)
Find data on offer across brokers' catalogues — Every lot publicly on offer in the catalogues the lot index reads each day (companies' records, codebases, footage, speech, environments), in one vocabulary: kind, industry, years of history, systems, size, whether the rights are settled and whether it is ready, each linked to its catalogue's own page. No holder is named. Longest history first.
Added "find_vendors" (8 tools before, 9 now)
Find companies that sell AI training data — Vendors that sell training data, RL environments, evaluations, expert work or annotation to AI developers, each with what it says it sells and where its data comes from in its own words, and whether it says it pays owners for data. A to Z, not ranked.
Changed the definition of "search_prices" and "value_data"
Only numbers and dates differ: this server embeds live figures in the definition, so the text moves without the contract changing.
⟨59 unchanged words⟩ ":"How many rows to return (default1050, at most 50).","maximum":50 ⟨82 unchanged words⟩
⟨14 unchanged words⟩ question id, as returned in `questions` (for video, for example {\"hours\": \"1000\1000-10000\"}).
Unknown → Live
First tool surface recorded: 8 tools (server version 2026.10.14)
https://aidata.broker/mcp (mcp_streamable_http) — from mcp_registry, with the record
Showing the latest 10 events. The API returns up to 500 and filters by kind: ?kind=tool_surface_changed
⟨145 unchanged words⟩ ":{"description":"\"settled\": theownerlot'sholdsown catalogue says its holder has the rights with nothing left to confirm; \"open\": the catalogue names conditions or consent still to confirm. We have not checked either.","enum":["settled","open"], ⟨4 unchanged words⟩
⟨31 unchanged words⟩ words, and whether it says it paysownersholders for data. A to Z, not ranked.
⟨14 unchanged words⟩ , license or pay for data from itsowners.holders.","type":"boolean"},"from":{ ⟨99 unchanged words⟩
Every table behind these tools as a CSV and JSON download (our compilation of the tables under CC BY4.04.0; quotes keep their sources' terms, and article text is not covered), with row counts, review dates and the ⟨5 unchanged words⟩
⟨49 unchanged words⟩ defaults and marked as assumed. An indication,nevernot an offer.