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MCP server for google-trends

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Status
Unhealthy
Uptime
0.3% over 36 days
Last Tested
Transport
Streamable HTTP
URL
Repository
pipeworx-io/mcp-google-trends
GitHub Stars
0
Server Listing
google-trends

TDQS

A3.9/5.0

Scored across 42 tools

Disambiguation3/5

Many tool pairs genuinely overlap: ask_pipeworx, ask_pipeworx_beta, ask_pipeworx_grounded, and deep_research all route questions, with beta openly documented as identical to stable, and polymarket_arbitrage vs polymarket_edges both compute partition overround. The very long descriptions do rescue most boundaries (e.g. company_facts vs entity_profile vs recent_changes), so an attentive agent can tell them apart, but the surface is dense with near-synonyms.

Naming Consistency4/5

Nearly everything is consistent snake_case, and domain-prefixed families (polymarket_*, archive_*, pipeworx_*) read predictably. It is slightly uneven in ordering style — noun-first (company_facts, entity_profile, recent_alerts) vs verb-first (ask_pipeworx, resolve_entity, discover_tools) — but the convention is stable and never chaotic.

Tool Count2/5

42 tools is heavy for what presents as a single server, and several are redundant (ask_pipeworx triple plus deep_research) or peripheral (remember/recall/forget, validate_claim). The breadth spans multiple unrelated domains, so the count reflects a gateway catalog rather than a well-scoped toolset.

Completeness4/5

Coverage is unusually broad — identifier resolution, financials, archives, prediction markets, subscriptions with create/list/delete, and feedback — with few obvious dead ends. The residual gap is coherence rather than missing operations: the tool set is complete for a meta-gateway but incoherent with the stated 'Google Trends' purpose.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 12 tool updates
    • Addedarchive_compare
    • Addedarchive_evidence
    • Changedask_pipeworx1 field changed
      • addedInput schema / properties / packs
        Added value: +{
        +  "description": "OPTIONAL. Restrict routing to these pack slugs (e.g. [\"sec-form-d\",\"sec-13f\"]) — the router then picks only from tools in those packs. Omit for the default full-catalog routing. Slugs come from list_packs / search_packs / https://pipeworx.io/directory; unlisted or unknown slugs are ignored and named in _meta.pack_scope.ignored, and if none of them resolves the question is routed across the whole catalog with _meta.pack_scope.full_catalog:true (never an empty answer).",
        +  "items": {
        +    "type": "string"
        +  },
        +  "type": "array"
        +}
    • Changedask_pipeworx_beta1 field changed
      • addedInput schema / properties / packs
        Added value: +{
        +  "description": "OPTIONAL. Restrict routing to these pack slugs (e.g. [\"sec-form-d\",\"sec-13f\"]) — the router then picks only from tools in those packs. Omit for the default full-catalog routing. Slugs come from list_packs / search_packs / https://pipeworx.io/directory; unlisted or unknown slugs are ignored and named in _meta.pack_scope.ignored, and if none of them resolves the question is routed across the whole catalog with _meta.pack_scope.full_catalog:true (never an empty answer).",
        +  "items": {
        +    "type": "string"
        +  },
        +  "type": "array"
        +}
    • Changedask_pipeworx_grounded1 field changed
      • addedInput schema / properties / prefer_tool
        Added value: +{
        +  "description": "Run this exact tool instead of letting the router choose — use a name from a previous answer's alternatives[]. Arguments are still filled from your question. Unknown names are refused, never guessed.",
        +  "type": "string"
        +}
    • Addedclassify_row
    • Changedcompany_facts3 fields changed
      • changedInput schema / examples
        Previous value: -[
        -  {
        -    "attribute": "revenue",
        -    "company": "AAPL",
        -    "period": {
        -      "fiscal_year": 2023,
        -      "type": "annual"
        -    }
        -  }
        -]New value: +[
        +  {
        +    "attribute": "revenue",
        +    "company": "AAPL",
        +    "period": {
        +      "fiscal_year": 2023,
        +      "type": "annual"
        +    }
        +  },
        +  {
        +    "attribute": "shares_outstanding",
        +    "company": "TSLA",
        +    "period": {
        +      "fiscal_quarter": 2,
        +      "fiscal_year": 2026,
        +      "type": "quarterly"
        +    }
        +  },
        +  {
        +    "attribute": "capex",
        +    "company": "TSLA",
        +    "period": {
        +      "fiscal_quarter": 2,
        +      "fiscal_year": 2026,
        +      "type": "quarterly"
        +    }
        +  },
        +  {
        +    "attribute": "net_income",
        +    "company": "TSLA",
        +    "period": {
        +      "fiscal_quarter": 4,
        +      "fiscal_year": 2025,
        +      "type": "quarterly"
        +    }
        +  }
        +]
      • changedInput schema / properties / attribute / description
        Previous value: -"Which figure. \"revenue\" = total consolidated revenue; \"net_income\" = net income (loss); \"cash\" = cash and cash equivalents at the period end."New value: +"Which figure. \"revenue\" = total consolidated revenue; \"net_income\" = net income (loss); \"cash\" = cash and cash equivalents at the period end; \"gross_profit\"; \"operating_income\"; \"eps_diluted\" (diluted EPS, unit USD/shares, never derived or summed); \"capex\" (cash paid for PP&E); \"operating_cash_flow\" (net cash from operating activities); \"long_term_debt\" (the noncurrent balance-sheet line where the filer tags it, else total long-term debt — `fact.measure` says which); \"shares_outstanding\" (dei cover-page common shares, unit \"shares\", as of the COVER DATE rather than the period end)."
      • changedInput schema / properties / attribute / enum
        Previous value: -[
        -  "revenue",
        -  "net_income",
        -  "cash"
        -]New value: +[
        +  "revenue",
        +  "net_income",
        +  "cash",
        +  "gross_profit",
        +  "operating_income",
        +  "eps_diluted",
        +  "capex",
        +  "operating_cash_flow",
        +  "long_term_debt",
        +  "shares_outstanding"
        +]
    • Addedcompany_register_search
    • Changedentity_profile2 fields changed
      • addedInput schema / properties / country
        Added value: +{
        +  "description": "OPTIONAL ISO 3166-1 alpha-2 of the business register you mean (\"NO\", \"FI\", \"GB\", \"JP\", \"FR\", \"EE\", \"BR\"). Only affects a NAME lookup, and is often what separates the company you mean from a US namesake. When a name resolves to a register entity with no CIK, the SEC/CIK-keyed sections are reported under `sources_skipped` with reason `not_queried` — they were never asked, which is not the same as having failed.",
        +  "type": "string"
        +}
      • changedInput schema / properties / value / description
        Previous value: -"Ticker (e.g., \"AAPL\"), zero-padded CIK (e.g., \"0000320193\"), or company name (e.g., \"Moderna\") — names resolve via SEC EDGAR company-name match."New value: +"Ticker (e.g., \"AAPL\"), zero-padded CIK (e.g., \"0000320193\"), or company name (e.g., \"Moderna\"). A NAME now resolves through the national business registers as well as SEC EDGAR, so a non-US company returns its register identity and record rather than `resolved: false`."
    • Addedresearch_row
    • Changedresolve_entity2 fields changed
      • addedInput schema / properties / country
        Added value: +{
        +  "description": "OPTIONAL ISO 3166-1 alpha-2 of the country whose business register you mean (\"NO\", \"FI\", \"JP\", \"GB\", \"FR\", \"EE\", \"BR\"). Narrows the national-register fan-out and is often the difference between the right company and a US namesake — \"Apple\" with country \"NO\" is a Norwegian company, not Apple Inc. Omitting it searches every register we can name, which is the right default when you do not know. company only; ignored for drug.",
        +  "type": "string"
        +}
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "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"
        +}
    • Changedsubscribe2 fields changed
      • changedInput schema / properties / params / description
        Previous value: -"Type-specific filter. sec_8k: {ticker:\"AAPL\", items?:[\"5.02\",\"1.01\"]}. polymarket_edge: {topic:\"fed\", min_spread_bps?:500}. fred_series: {series_id:\"UNRATE\"}. patent_grant: {applicant:\"Apple Inc.\"}. clinical_trial: {sponsor?:\"Pfizer\", condition?:\"lung cancer\", phase?:\"PHASE3\"} (sponsor or condition required)."New value: +"Type-specific filter. sec_8k: {ticker:\"AAPL\", items?:[\"5.02\",\"1.01\"]}. polymarket_edge: {topic:\"fed\", min_spread_bps?:500}. fred_series: {series_id:\"UNRATE\"}. patent_grant: {applicant:\"Apple Inc.\"}. clinical_trial: {sponsor?:\"Pfizer\", condition?:\"lung cancer\", phase?:\"PHASE3\"} (sponsor or condition required). form_d: {state?:\"CA\", industry?:\"Biotechnology\", min_amount?:500000, exemption?:\"06B\"} (all optional — omit all to watch every new Form D nationwide). news_keyword: {query:\"\\\"semiconductor sanctions\\\"\", lang?:\"eng\", domains?:[\"reuters.com\"]} (query required). job_post: EITHER {ats:\"greenhouse\", board_token:\"acme\"} (exact board) OR {domain:\"acme.com\"} (auto-detected), plus optional title_query/location_query substrings. tool_diff: {tool:\"form5500\", args?:{...}, fields:[\"headcount\"], schedule:\"daily\"} — re-runs that tool on schedule and fires when the named fields change; tool must be read-only and not need a Pipeworx-held platform key; schedule \"hourly\" needs the paid tier. new_entity: {state:\"CO\", name_query?:\"dental\", entity_type?:\"limited liability\"} — state is required and must be one of FL, NY, CO, OR, CT, TX, PA. tech_change: {domains:[\"acme.com\",\"example.org\"], technologies?:[\"Shopify\",\"Segment\"]} — domains required (1-200), technologies optional (exact names, case-insensitive) to narrow which detected technologies alert. Unknown keys in form_d/news_keyword/job_post/tool_diff/new_entity/tech_change params are rejected at subscribe time."
      • changedInput schema / properties / type / enum
        Previous value: -[
        -  "sec_8k",
        -  "polymarket_edge",
        -  "fred_series",
        -  "patent_grant",
        -  "clinical_trial"
        -]New value: +[
        +  "sec_8k",
        +  "polymarket_edge",
        +  "fred_series",
        +  "patent_grant",
        +  "clinical_trial",
        +  "form_d",
        +  "news_keyword",
        +  "job_post",
        +  "tool_diff",
        +  "new_entity",
        +  "tech_change"
        +]
  2. 1 tool update
    • Changedrelease_calendar_markets2 fields changed
      • addedOutput schema / properties / empty_reason
        Added value: +{
        +  "description": "Present ONLY on a zero-release window: \"no_releases_in_window\". The window was queried and nothing is scheduled — this is an answer, not a failure.",
        +  "type": "string"
        +}
      • addedOutput schema / properties / hint
        Added value: +{
        +  "description": "Present ONLY on a zero-release window: what to change (usually a wider `hours`).",
        +  "type": "string"
        +}
  3. 37 tool updates
    • First observedai_visibility_check
    • First observedask_pipeworx
    • First observedask_pipeworx_beta
    • First observedask_pipeworx_grounded
    • First observedbet_research
    • First observedcompany_facts
    • First observedcompare_entities
    • First observeddeep_research
    • First observeddiscover_tools
    • First observedentity_profile
    • First observedforget
    • First observedgenerate_llms_txt
    • First observedgoogle_trending_searches
    • First observedkalshi_weather_edge
    • First observedlist_subscriptions
    • First observedpipeworx_feedback
    • First observedpipeworx_trending
    • First observedpolymarket_arbitrage
    • First observedpolymarket_edge_tracker
    • First observedpolymarket_edges
    • First observedpolymarket_fill_risk
    • First observedpolymarket_kalshi_spread
    • First observedrecall
    • First observedrecent_alerts
    • First observedrecent_changes
    • First observedrelease_calendar_markets
    • First observedremember
    • First observedresolution_audit
    • First observedresolution_diff
    • First observedresolve_entity
    • First observedscan_competitor_ai_presence
    • First observedscan_dependency
    • First observedsearch_within
    • First observedsubscribe
    • First observedsuggest_questions
    • First observedunsubscribe
    • First observedvalidate_claim

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