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 "ask_pipeworx", "ask_pipeworx_beta", "ask_pipeworx_grounded" and 2 more
Only numbers and dates differ: this server embeds live figures in the definition, so the text moves without the contract changing.
⟨44 unchanged words⟩ the question to the right one of 7,125132 tools across18751876 verified sources, fills arguments, returns the structured ⟨165 unchanged words⟩
Only numbers and dates differ: this server embeds live figures in the definition, so the text moves without the contract changing.
Beta version of ask_pipeworx: identical universal router (same 7,125132 tools, same arguments, same response shape) ⟨68 unchanged words⟩
⟨9 unchanged words⟩ ask_pipeworx — picks the right tool from 7,125132 across18751876 sources, fills arguments, fetches the data — ⟨38 unchanged words⟩ "llm_error"} when the data doesn't directly answer. An "llm_error" also carries refusal_cause ("wall" = our time budget ended before any model call was made; "route"|"threw"|"unparseable"|"wall_after_failure" = a model call failed); refusal_reason itself is unchanged. Use whenever an answer will be quoted, ⟨33 unchanged words⟩
Only numbers and dates differ: this server embeds live figures in the definition, so the text moves without the contract changing.
⟨30 unchanged words⟩ on every tier. Grounded multi-source research across Pipeworx's18751876 STRUCTURED data sources (SEC filings, FRED/BLS economics ⟨23 unchanged words⟩ routes each to the right one of 7,125132 tools IN PARALLEL, and returns a findings ⟨216 unchanged words⟩
before
{"properties":{"brand":{"type":"string"},"candidates":{"description":"Rivals, best first. Populated on \"ambiguous\" and on \"matched\" alike.","items":{"properties":{"country":{"description":"ISO-2 of the REGISTER, not of the company's operations.","type":"string"},"data_as_of":{"description":"That register's own snapshot date, per row, so a stale country is visible.","type":["string","null"]},"detail_tool":{"description":"The live pack tool that returns the full record, e.g. \"brreg-no:get_entity\".","type":["string","null"]},"legal_form":{"type":["string","null"]},"legal_name":{"type":"string"},"lei":{"description":"From the GLEIF crosswalk when present. Never guessed from a name.","type":["string","null"]},"match_type":{"enum":["id","exact","exact_form","prefix","tokens"],"type":"string"},"matched_kind":{"enum":["legal","trading","former","english","kana"],"type":"string"},"matched_name":{"description":"The name row that matched, exactly as the publisher spells it.","type":"string"},"register":{"description":"Publisher + dataset, e.g. \"Brønnøysund Register Centre, Enhetsregisteret\". Never a URL or filename.","type":"string"},"register_id":{"description":"The native id in the register's own canonical formatting.","type":"string"},"register_key":{"description":"Stable machine slug for the register.","type":"string"},"registration_status":{"description":"GLEIF rows only: the LEI RECORD's lifecycle (ISSUED/LAPSED/RETIRED/...). A DIFFERENT fact from `status` — a lapsed LEI is unmaintained reference data about a company that may well still trade.","type":["string","null"]},"score":{"description":"0-1, assigned centrally. An adapter never grades itself.","type":"number"},"status":{"description":"The COMPANY's status.","enum":["active","inactive","dissolved","unknown"],"type":"string"},"status_raw":{"description":"The register's own status word, verbatim and unglossed.","type":["string","null"]}},"required":["country","register","register_key","register_id","legal_name","score","status"],"type":"object"},"type":"array"},"cik_withheld":{"description":"A CIK that came back from a FUZZY SEC name match and is NOT asserted, because the spine matched a stronger non-US candidate. The number is here so a caller who wanted the US filer can still use it; what changed is that we no longer claim it IS the answer. See `unresolved.cik` for the reason.","type":"string"},"fanout_incomplete":{"description":"Present IFF at least one register in `searched[]` carried an `error` — set even when `match_status` stayed \"ambiguous\". `withheld_match` is the candidate this call declined to ASSERT because a register was missing, carried rather than discarded so a caller who accepts the caveat can still use it.","properties":{"unavailable":{"items":{"properties":{"country":{"type":"string"},"error":{"type":"string"},"register":{"type":"string"},"register_key":{"type":"string"}},"type":"object"},"type":"array"},"withheld_match":{"type":["object","null"]}},"type":"object"},"figi_withheld":{"description":"A FIGI that matched this name in OpenFIGI (`figi_match: \"name_search\"`) and is NOT asserted, because `match_status` is \"incomplete\": a name search cannot tell a company apart from a security carrying its name, and the registers that would have settled it are the ones we could not ask. A `ticker_map` FIGI is never withheld this way — it is corroborated by the resolved ticker it came from. Carried so a caller who accepts the caveat can use it; see `unresolved.figi`, and retry, since a transiently rate-limited register completes on the next call.","type":"string"},"ids":{"description":"Every identifier established: cik, ticker, company_name, lei, figi, isin, cusip, register_id, register_country. A key absent here appears in `unresolved` with a reason — never silently dropped.","type":"object"},"ingredient":{"type":"string"},"match_explanation":{"description":"Plain words. Always present when the spine ran, and required on \"ambiguous\" and \"no_match\".","type":"string"},"match_scoring":{"description":"The margin rule's own inputs, so a caller can see WHY it fell where it did.","properties":{"margin":{"type":["number","null"]},"runner_up":{"type":["number","null"]},"thresholds":{"properties":{"floor":{"type":"number"},"margin":{"type":"number"},"match":{"type":"number"}},"type":"object"},"top":{"type":["number","null"]}},"type":"object"},"match_status":{"description":"The headline to branch on. \"ambiguous\" is an ANSWER, not a failure: two companies matched the name equally well and both are in `candidates`. \"no_match\" means every register in `searched` was asked and none carried it. \"incomplete\" means one of them could NOT be asked (it carries an `error` in `searched[]`), so the candidate set is short by an unknown amount and no id is asserted — distinct from \"ambiguous\" because a RETRY is what resolves it, not a narrower query; `fanout_incomplete` names the unreachable registers and carries, under `withheld_match`, the candidate that would have been returned on a complete fan-out.","enum":["matched","ambiguous","no_match","incomplete"],"type":"string"},"notes":{"type":"string"},"query":{"type":"string"},"registers":{"description":"The matched entity as every register that carries it — the match (flagged `matched: true`) plus anything that collapsed into it. A Companies House number AND the LEI that crosswalks to it are the SAME answer, not rivals.","items":{"properties":{"country":{"description":"ISO-2 of the REGISTER, not of the company's operations.","type":"string"},"data_as_of":{"description":"That register's own snapshot date, per row, so a stale country is visible.","type":["string","null"]},"detail_tool":{"description":"The live pack tool that returns the full record, e.g. \"brreg-no:get_entity\".","type":["string","null"]},"legal_form":{"type":["string","null"]},"legal_name":{"type":"string"},"lei":{"description":"From the GLEIF crosswalk when present. Never guessed from a name.","type":["string","null"]},"match_type":{"enum":["id","exact","exact_form","prefix","tokens"],"type":"string"},"matched_kind":{"enum":["legal","trading","former","english","kana"],"type":"string"},"matched_name":{"description":"The name row that matched, exactly as the publisher spells it.","type":"string"},"register":{"description":"Publisher + dataset, e.g. \"Brønnøysund Register Centre, Enhetsregisteret\". Never a URL or filename.","type":"string"},"register_id":{"description":"The native id in the register's own canonical formatting.","type":"string"},"register_key":{"description":"Stable machine slug for the register.","type":"string"},"registration_status":{"description":"GLEIF rows only: the LEI RECORD's lifecycle (ISSUED/LAPSED/RETIRED/...). A DIFFERENT fact from `status` — a lapsed LEI is unmaintained reference data about a company that may well still trade.","type":["string","null"]},"score":{"description":"0-1, assigned centrally. An adapter never grades itself.","type":"number"},"status":{"description":"The COMPANY's status.","enum":["active","inactive","dissolved","unknown"],"type":"string"},"status_raw":{"description":"The register's own status word, verbatim and unglossed.","type":["string","null"]}},"required":["country","register","register_key","register_id","legal_name","score","status"],"type":"object"},"type":"array"},"related":{"description":"Entities that collapsed INTO the match, each carrying `collapsed_by`.","items":{"properties":{"country":{"description":"ISO-2 of the REGISTER, not of the company's operations.","type":"string"},"data_as_of":{"description":"That register's own snapshot date, per row, so a stale country is visible.","type":["string","null"]},"detail_tool":{"description":"The live pack tool that returns the full record, e.g. \"brreg-no:get_entity\".","type":["string","null"]},"legal_form":{"type":["string","null"]},"legal_name":{"type":"string"},"lei":{"description":"From the GLEIF crosswalk when present. Never guessed from a name.","type":["string","null"]},"match_type":{"enum":["id","exact","exact_form","prefix","tokens"],"type":"string"},"matched_kind":{"enum":["legal","trading","former","english","kana"],"type":"string"},"matched_name":{"description":"The name row that matched, exactly as the publisher spells it.","type":"string"},"register":{"description":"Publisher + dataset, e.g. \"Brønnøysund Register Centre, Enhetsregisteret\". Never a URL or filename.","type":"string"},"register_id":{"description":"The native id in the register's own canonical formatting.","type":"string"},"register_key":{"description":"Stable machine slug for the register.","type":"string"},"registration_status":{"description":"GLEIF rows only: the LEI RECORD's lifecycle (ISSUED/LAPSED/RETIRED/...). A DIFFERENT fact from `status` — a lapsed LEI is unmaintained reference data about a company that may well still trade.","type":["string","null"]},"score":{"description":"0-1, assigned centrally. An adapter never grades itself.","type":"number"},"status":{"description":"The COMPANY's status.","enum":["active","inactive","dissolved","unknown"],"type":"string"},"status_raw":{"description":"The register's own status word, verbatim and unglossed.","type":["string","null"]}},"required":["country","register","register_key","register_id","legal_name","score","status"],"type":"object"},"type":"array"},"resolved":{"description":"At least one identifier was established. Read `match_status` and `unresolved` for WHICH — a company can be resolved in a national register with no CIK at all.","type":"boolean"},"resources":{"type":"object"},"searched":{"description":"EVERY register asked, with its own as-of date and row count. A register that could not be reached carries `error` — 0 rows with an error is \"we could not ask\", 0 rows without one is \"nothing is there\", and they are different answers.","items":{"properties":{"country":{"type":"string"},"data_as_of":{"type":["string","null"]},"error":{"type":"string"},"register":{"type":"string"},"register_key":{"type":"string"},"rows":{"type":"number"}},"required":["register","register_key","country","rows"],"type":"object"},"type":"array"},"sec_alternatives":{"description":"EDGAR's own discarded near-misses on a name match, surfaced instead of dropped.","items":{"properties":{"cik":{"type":"string"},"company_name":{"type":"string"},"ticker":{"type":"string"}},"type":"object"},"type":"array"},"sources":{"description":"Per-identifier provenance. Every key in `ids` has a matching key here.","type":"object"},"type":{"type":"string"},"unresolved":{"description":"Per-identifier reason an id could NOT be established — the honest twin of `ids`.","type":"object"}},"required":["type","query","resolved","ids","sources","unresolved"],"type":"object"}Unknown → Live
Certificate recorded, valid to 2026-12-18
Authorization not required, issuer https://gateway.pipeworx.io
First tool surface recorded: 44 tools (server version 0.1.0)
https://gateway.pipeworx.io/hcup-inpatient-stats/mcp (mcp_streamable_http) — from mcp_registry, with the record
Showing the latest 6 events. The API returns up to 500 and filters by kind: ?kind=tool_surface_changed
after
{"properties":{"brand":{"type":"string"},"candidates":{"description":"Rivals, best first. Populated on \"ambiguous\" and on \"matched\" alike.","items":{"properties":{"country":{"description":"ISO-2 of the REGISTER, not of the company's operations.","type":"string"},"data_as_of":{"description":"That register's own snapshot date, per row, so a stale country is visible.","type":["string","null"]},"detail_tool":{"description":"The live pack tool that returns the full record, e.g. \"brreg-no:get_entity\".","type":["string","null"]},"legal_form":{"type":["string","null"]},"legal_name":{"type":"string"},"lei":{"description":"From the GLEIF crosswalk when present. Never guessed from a name.","type":["string","null"]},"match_type":{"enum":["id","exact","exact_form","prefix","tokens"],"type":"string"},"matched_kind":{"enum":["legal","trading","former","english","kana"],"type":"string"},"matched_name":{"description":"The name row that matched, exactly as the publisher spells it.","type":"string"},"register":{"description":"Publisher + dataset, e.g. \"Brønnøysund Register Centre, Enhetsregisteret\". Never a URL or filename.","type":"string"},"register_id":{"description":"The native id in the register's own canonical formatting.","type":"string"},"register_key":{"description":"Stable machine slug for the register.","type":"string"},"registration_status":{"description":"GLEIF rows only: the LEI RECORD's lifecycle (ISSUED/LAPSED/RETIRED/...). A DIFFERENT fact from `status` — a lapsed LEI is unmaintained reference data about a company that may well still trade.","type":["string","null"]},"score":{"description":"0-1, assigned centrally. An adapter never grades itself.","type":"number"},"status":{"description":"The COMPANY's status.","enum":["active","inactive","dissolved","unknown"],"type":"string"},"status_raw":{"description":"The register's own status word, verbatim and unglossed.","type":["string","null"]}},"required":["country","register","register_key","register_id","legal_name","score","status"],"type":"object"},"type":"array"},"cik_withheld":{"description":"A CIK that came back from a FUZZY SEC name match and is NOT asserted, because the spine matched a stronger non-US candidate, or `match_status` is \"ambiguous\" or \"incomplete\" and the SEC hit was not an exact ticker, CIK or legal name (fleet #3606). The number is here so a caller who wanted the US filer can still use it; what changed is that we no longer claim it IS the answer. See `unresolved.cik` for the reason.","type":"string"},"company_name_withheld":{"description":"The company name of a FUZZY SEC name match that is NOT asserted, withheld together with `cik_withheld`. See `unresolved.cik`.","type":"string"},"fanout_incomplete":{"description":"Present IFF at least one register in `searched[]` carried an `error` — set even when `match_status` stayed \"ambiguous\". `withheld_match` is the candidate this call declined to ASSERT because a register was missing, carried rather than discarded so a caller who accepts the caveat can still use it.","properties":{"unavailable":{"items":{"properties":{"country":{"type":"string"},"error":{"type":"string"},"register":{"type":"string"},"register_key":{"type":"string"}},"type":"object"},"type":"array"},"withheld_match":{"type":["object","null"]}},"type":"object"},"figi_withheld":{"description":"A FIGI that is NOT asserted. Either it matched this name in OpenFIGI (`figi_match: \"name_search\"`) while `match_status` is \"incomplete\" — a name search cannot tell a company apart from a security carrying its name, and the registers that would have settled it are the ones we could not ask — or it is a `ticker_map` FIGI whose ticker came from a FUZZY SEC name match that is itself withheld (`cik_withheld`), so the mapping inherits the doubt. A `ticker_map` FIGI from an EXACT SEC hit (a real ticker, a CIK, an exact legal name) is never withheld. Carried so a caller who accepts the caveat can use it; see `unresolved.figi`.","type":"string"},"ids":{"description":"Every identifier established: cik, ticker, company_name, lei, figi, isin, cusip, register_id, register_country. A key absent here appears in `unresolved` with a reason — never silently dropped.","type":"object"},"ingredient":{"type":"string"},"lei_withheld":{"description":"A LEI that is NOT asserted: it matched the bare string exactly in GLEIF, but `match_status` is \"ambiguous\" or \"incomplete\" so the registers cannot say which company that string means, and a GLEIF hit on the same string is the same guess from another register. `relationships` is withheld with it. A LEI from an exact SEC hit, or from a complete legal name carrying its legal form, is never withheld. See `unresolved.lei`.","type":"string"},"match_explanation":{"description":"Plain words. Always present when the spine ran, and required on \"ambiguous\" and \"no_match\".","type":"string"},"match_scoring":{"description":"The margin rule's own inputs, so a caller can see WHY it fell where it did.","properties":{"margin":{"type":["number","null"]},"runner_up":{"type":["number","null"]},"thresholds":{"properties":{"floor":{"type":"number"},"margin":{"type":"number"},"match":{"type":"number"}},"type":"object"},"top":{"type":["number","null"]}},"type":"object"},"match_status":{"description":"The headline to branch on. \"ambiguous\" is an ANSWER, not a failure: two companies matched the name equally well and both are in `candidates`. \"no_match\" means every register in `searched` was asked and none carried it. \"incomplete\" means one of them could NOT be asked (it carries an `error` in `searched[]`), so the candidate set is short by an unknown amount and no id is asserted — distinct from \"ambiguous\" because a RETRY is what resolves it, not a narrower query; `fanout_incomplete` names the unreachable registers and carries, under `withheld_match`, the candidate that would have been returned on a complete fan-out.","enum":["matched","ambiguous","no_match","incomplete"],"type":"string"},"notes":{"type":"string"},"query":{"type":"string"},"registers":{"description":"The matched entity as every register that carries it — the match (flagged `matched: true`) plus anything that collapsed into it. A Companies House number AND the LEI that crosswalks to it are the SAME answer, not rivals.","items":{"properties":{"country":{"description":"ISO-2 of the REGISTER, not of the company's operations.","type":"string"},"data_as_of":{"description":"That register's own snapshot date, per row, so a stale country is visible.","type":["string","null"]},"detail_tool":{"description":"The live pack tool that returns the full record, e.g. \"brreg-no:get_entity\".","type":["string","null"]},"legal_form":{"type":["string","null"]},"legal_name":{"type":"string"},"lei":{"description":"From the GLEIF crosswalk when present. Never guessed from a name.","type":["string","null"]},"match_type":{"enum":["id","exact","exact_form","prefix","tokens"],"type":"string"},"matched_kind":{"enum":["legal","trading","former","english","kana"],"type":"string"},"matched_name":{"description":"The name row that matched, exactly as the publisher spells it.","type":"string"},"register":{"description":"Publisher + dataset, e.g. \"Brønnøysund Register Centre, Enhetsregisteret\". Never a URL or filename.","type":"string"},"register_id":{"description":"The native id in the register's own canonical formatting.","type":"string"},"register_key":{"description":"Stable machine slug for the register.","type":"string"},"registration_status":{"description":"GLEIF rows only: the LEI RECORD's lifecycle (ISSUED/LAPSED/RETIRED/...). A DIFFERENT fact from `status` — a lapsed LEI is unmaintained reference data about a company that may well still trade.","type":["string","null"]},"score":{"description":"0-1, assigned centrally. An adapter never grades itself.","type":"number"},"status":{"description":"The COMPANY's status.","enum":["active","inactive","dissolved","unknown"],"type":"string"},"status_raw":{"description":"The register's own status word, verbatim and unglossed.","type":["string","null"]}},"required":["country","register","register_key","register_id","legal_name","score","status"],"type":"object"},"type":"array"},"related":{"description":"Entities that collapsed INTO the match, each carrying `collapsed_by`.","items":{"properties":{"country":{"description":"ISO-2 of the REGISTER, not of the company's operations.","type":"string"},"data_as_of":{"description":"That register's own snapshot date, per row, so a stale country is visible.","type":["string","null"]},"detail_tool":{"description":"The live pack tool that returns the full record, e.g. \"brreg-no:get_entity\".","type":["string","null"]},"legal_form":{"type":["string","null"]},"legal_name":{"type":"string"},"lei":{"description":"From the GLEIF crosswalk when present. Never guessed from a name.","type":["string","null"]},"match_type":{"enum":["id","exact","exact_form","prefix","tokens"],"type":"string"},"matched_kind":{"enum":["legal","trading","former","english","kana"],"type":"string"},"matched_name":{"description":"The name row that matched, exactly as the publisher spells it.","type":"string"},"register":{"description":"Publisher + dataset, e.g. \"Brønnøysund Register Centre, Enhetsregisteret\". Never a URL or filename.","type":"string"},"register_id":{"description":"The native id in the register's own canonical formatting.","type":"string"},"register_key":{"description":"Stable machine slug for the register.","type":"string"},"registration_status":{"description":"GLEIF rows only: the LEI RECORD's lifecycle (ISSUED/LAPSED/RETIRED/...). A DIFFERENT fact from `status` — a lapsed LEI is unmaintained reference data about a company that may well still trade.","type":["string","null"]},"score":{"description":"0-1, assigned centrally. An adapter never grades itself.","type":"number"},"status":{"description":"The COMPANY's status.","enum":["active","inactive","dissolved","unknown"],"type":"string"},"status_raw":{"description":"The register's own status word, verbatim and unglossed.","type":["string","null"]}},"required":["country","register","register_key","register_id","legal_name","score","status"],"type":"object"},"type":"array"},"resolved":{"description":"At least one identifier was established. Read `match_status` and `unresolved` for WHICH — a company can be resolved in a national register with no CIK at all.","type":"boolean"},"resources":{"type":"object"},"searched":{"description":"EVERY register asked, with its own as-of date and row count. A register that could not be reached carries `error` — 0 rows with an error is \"we could not ask\", 0 rows without one is \"nothing is there\", and they are different answers.","items":{"properties":{"country":{"type":"string"},"data_as_of":{"type":["string","null"]},"error":{"type":"string"},"register":{"type":"string"},"register_key":{"type":"string"},"rows":{"type":"number"}},"required":["register","register_key","country","rows"],"type":"object"},"type":"array"},"sec_alternatives":{"description":"EDGAR's other name-matching candidates: distinct companies, deduped by CIK, excluding this issuer's own share classes — surfaced instead of dropped so a caller can tell a genuinely CONTESTED name match from a clean one.","items":{"properties":{"cik":{"type":"string"},"company_name":{"type":"string"},"ticker":{"type":"string"}},"type":"object"},"type":"array"},"sources":{"description":"Per-identifier provenance. Every key in `ids` has a matching key here.","type":"object"},"ticker_withheld":{"description":"The ticker of a FUZZY SEC name match that is NOT asserted, withheld together with `cik_withheld` because it is the same guess. Carried so a caller who meant the US filer can still use it; see `unresolved.ticker`.","type":"string"},"type":{"type":"string"},"unresolved":{"description":"Per-identifier reason an id could NOT be established — the honest twin of `ids`.","type":"object"}},"required":["type","query","resolved","ids","sources","unresolved"],"type":"object"}