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Probative legal-marketing data

by com.probativegrowth
OverviewDiscussionsAdmin

Search the datasets

data_search
Read-onlyIdempotent

Find records by words across the open datasets when you do not know the key, e.g. "nursing home abuse" or "legal services price index". Results are not legal advice.

Input Schema

NameRequiredDescriptionDefault
limitNo
queryYes
datasetsNoDataset ids, e.g. bankruptcy, bar-pipeline, benchmarks, business-applications, ca-courts. list_datasets lists every id.
response_formatNoconcise

Output Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed2 schema fields changed
    • addedInput schema / properties / datasets / description
      Added value: +"Dataset ids, e.g. bankruptcy, bar-pipeline, benchmarks, business-applications, ca-courts. list_datasets lists every id."
    • removedInput schema / properties / datasets / items / enum
      Removed value: -[
-  "bankruptcy",
-  "bar-pipeline",
-  "benchmarks",
-  "ca-courts",
-  "civil-filings",
-  "consumer-complaints",
-  "consumer-sentinel",
-  "criminal-filings",
-  "crosswalks",
-  "deserts",
-  "disability-hearings",
-  "eeoc-charges",
-  "fatal-crashes",
-  "federal-filings-county",
-  "fees",
-  "filing",
-  "findings",
-  "firm-web-census",
-  "idb-civil",
-  "immigration-courts",
-  "language",
-  "law-firm-economy",
-  "law-offices",
-  "lawyer-wages",
-  "legal-need",
-  "legal-prices",
-  "limitations",
-  "mdl",
-  "nursing-homes",
-  "opinions",
-  "platforms",
-  "referral",
-  "robocall-complaints",
-  "state-courts",
-  "truck-crashes",
-  "va-compensation",
-  "vehicle-complaints",
-  "veterans-representation",
-  "wage-enforcement",
-  "work-injuries"
-]
  2. Changed1 schema field changed
    • changedInput schema / properties / datasets / items / enum
      Previous value: -[
-  "bankruptcy",
-  "bar-pipeline",
-  "benchmarks",
-  "ca-courts",
-  "civil-filings",
-  "consumer-complaints",
-  "consumer-sentinel",
-  "criminal-filings",
-  "crosswalks",
-  "deserts",
-  "disability-hearings",
-  "eeoc-charges",
-  "fatal-crashes",
-  "fees",
-  "filing",
-  "findings",
-  "idb-civil",
-  "immigration-courts",
-  "language",
-  "law-firm-economy",
-  "law-offices",
-  "lawyer-wages",
-  "legal-need",
-  "legal-prices",
-  "limitations",
-  "mdl",
-  "nursing-homes",
-  "opinions",
-  "platforms",
-  "referral",
-  "robocall-complaints",
-  "state-courts",
-  "truck-crashes",
-  "va-compensation",
-  "vehicle-complaints",
-  "veterans-representation",
-  "wage-enforcement",
-  "work-injuries"
-]New value: +[
+  "bankruptcy",
+  "bar-pipeline",
+  "benchmarks",
+  "ca-courts",
+  "civil-filings",
+  "consumer-complaints",
+  "consumer-sentinel",
+  "criminal-filings",
+  "crosswalks",
+  "deserts",
+  "disability-hearings",
+  "eeoc-charges",
+  "fatal-crashes",
+  "federal-filings-county",
+  "fees",
+  "filing",
+  "findings",
+  "firm-web-census",
+  "idb-civil",
+  "immigration-courts",
+  "language",
+  "law-firm-economy",
+  "law-offices",
+  "lawyer-wages",
+  "legal-need",
+  "legal-prices",
+  "limitations",
+  "mdl",
+  "nursing-homes",
+  "opinions",
+  "platforms",
+  "referral",
+  "robocall-complaints",
+  "state-courts",
+  "truck-crashes",
+  "va-compensation",
+  "vehicle-complaints",
+  "veterans-representation",
+  "wage-enforcement",
+  "work-injuries"
+]
  3. Changed1 schema field changed
    • changedInput schema / properties / datasets / items / enum
      Previous value: -[
-  "bankruptcy",
-  "bar-pipeline",
-  "benchmarks",
-  "ca-courts",
-  "civil-filings",
-  "consumer-complaints",
-  "consumer-sentinel",
-  "criminal-filings",
-  "crosswalks",
-  "deserts",
-  "disability-hearings",
-  "eeoc-charges",
-  "fatal-crashes",
-  "fees",
-  "filing",
-  "idb-civil",
-  "immigration-courts",
-  "language",
-  "law-firm-economy",
-  "law-offices",
-  "lawyer-wages",
-  "legal-need",
-  "legal-prices",
-  "limitations",
-  "mdl",
-  "nursing-homes",
-  "opinions",
-  "platforms",
-  "referral",
-  "robocall-complaints",
-  "state-courts",
-  "truck-crashes",
-  "va-compensation",
-  "vehicle-complaints",
-  "veterans-representation",
-  "wage-enforcement",
-  "work-injuries"
-]New value: +[
+  "bankruptcy",
+  "bar-pipeline",
+  "benchmarks",
+  "ca-courts",
+  "civil-filings",
+  "consumer-complaints",
+  "consumer-sentinel",
+  "criminal-filings",
+  "crosswalks",
+  "deserts",
+  "disability-hearings",
+  "eeoc-charges",
+  "fatal-crashes",
+  "fees",
+  "filing",
+  "findings",
+  "idb-civil",
+  "immigration-courts",
+  "language",
+  "law-firm-economy",
+  "law-offices",
+  "lawyer-wages",
+  "legal-need",
+  "legal-prices",
+  "limitations",
+  "mdl",
+  "nursing-homes",
+  "opinions",
+  "platforms",
+  "referral",
+  "robocall-complaints",
+  "state-courts",
+  "truck-crashes",
+  "va-compensation",
+  "vehicle-complaints",
+  "veterans-representation",
+  "wage-enforcement",
+  "work-injuries"
+]
  4. Changed2 schema fields changed
    • removedInput schema / properties / detail
      Removed value: -{
-  "default": "summary",
-  "enum": [
-    "summary",
-    "full"
-  ],
-  "type": "string"
-}
    • addedInput schema / properties / response_format
      Added value: +{
+  "default": "concise",
+  "enum": [
+    "concise",
+    "detailed"
+  ],
+  "type": "string"
+}
  5. Changed1 schema field changed
    • changedInput schema / properties / datasets / items / enum
      Previous value: -[
-  "bankruptcy",
-  "bar-pipeline",
-  "benchmarks",
-  "ca-courts",
-  "civil-filings",
-  "consumer-complaints",
-  "consumer-sentinel",
-  "crosswalks",
-  "deserts",
-  "disability-hearings",
-  "eeoc-charges",
-  "fatal-crashes",
-  "fees",
-  "filing",
-  "idb-civil",
-  "immigration-courts",
-  "language",
-  "law-firm-economy",
-  "law-offices",
-  "lawyer-wages",
-  "legal-need",
-  "legal-prices",
-  "limitations",
-  "mdl",
-  "nursing-homes",
-  "opinions",
-  "platforms",
-  "referral",
-  "robocall-complaints",
-  "state-courts",
-  "truck-crashes",
-  "veterans-representation",
-  "work-injuries"
-]New value: +[
+  "bankruptcy",
+  "bar-pipeline",
+  "benchmarks",
+  "ca-courts",
+  "civil-filings",
+  "consumer-complaints",
+  "consumer-sentinel",
+  "criminal-filings",
+  "crosswalks",
+  "deserts",
+  "disability-hearings",
+  "eeoc-charges",
+  "fatal-crashes",
+  "fees",
+  "filing",
+  "idb-civil",
+  "immigration-courts",
+  "language",
+  "law-firm-economy",
+  "law-offices",
+  "lawyer-wages",
+  "legal-need",
+  "legal-prices",
+  "limitations",
+  "mdl",
+  "nursing-homes",
+  "opinions",
+  "platforms",
+  "referral",
+  "robocall-complaints",
+  "state-courts",
+  "truck-crashes",
+  "va-compensation",
+  "vehicle-complaints",
+  "veterans-representation",
+  "wage-enforcement",
+  "work-injuries"
+]
  6. Changed3 schema fields changed
    • changedInput schema / properties / datasets / items / enum
      Previous value: -[
-  "bankruptcy",
-  "bar-pipeline",
-  "benchmarks",
-  "ca-courts",
-  "civil-filings",
-  "consumer-complaints",
-  "consumer-sentinel",
-  "crosswalks",
-  "deserts",
-  "disability-hearings",
-  "eeoc-charges",
-  "fatal-crashes",
-  "fees",
-  "filing",
-  "idb-civil",
-  "immigration-courts",
-  "language",
-  "law-firm-economy",
-  "law-offices",
-  "lawyer-wages",
-  "legal-need",
-  "legal-prices",
-  "limitations",
-  "mdl",
-  "nursing-homes",
-  "opinions",
-  "platforms",
-  "referral",
-  "robocall-complaints",
-  "state-courts",
-  "veterans-representation",
-  "work-injuries"
-]New value: +[
+  "bankruptcy",
+  "bar-pipeline",
+  "benchmarks",
+  "ca-courts",
+  "civil-filings",
+  "consumer-complaints",
+  "consumer-sentinel",
+  "crosswalks",
+  "deserts",
+  "disability-hearings",
+  "eeoc-charges",
+  "fatal-crashes",
+  "fees",
+  "filing",
+  "idb-civil",
+  "immigration-courts",
+  "language",
+  "law-firm-economy",
+  "law-offices",
+  "lawyer-wages",
+  "legal-need",
+  "legal-prices",
+  "limitations",
+  "mdl",
+  "nursing-homes",
+  "opinions",
+  "platforms",
+  "referral",
+  "robocall-complaints",
+  "state-courts",
+  "truck-crashes",
+  "veterans-representation",
+  "work-injuries"
+]
    • removedInput schema / properties / detail / description
      Removed value: -"summary (default): each record as its id, a 1-2 sentence text, status, date checked, one source URL and the page to cite. full: every field, every source and the per-record provenance."
    • removedOutput schema / properties
      Removed value: -{
-  "meta": {
-    "description": "Credit line (attribution), citation, DOI, version, license (CC BY 4.0), disclaimer, notice and the page to cite",
-    "required": [
-      "attribution",
-      "license",
-      "disclaimer",
-      "notice"
-    ],
-    "type": "object"
-  },
-  "nextCursor": {
-    "description": "Pass as `cursor` to get the next page; null on the last page",
-    "type": [
-      "string",
-      "null"
-    ]
-  },
-  "provenance": {
-    "description": "Where this came from: the publisher of the dataset, the dataset and its version DOI, the record id, the original source (who published it and its URL), the day that source was last checked, and when this answer was retrieved",
-    "properties": {
-      "citeUrl": {
-        "description": "The page to cite",
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "dataset": {
-        "description": "Dataset id",
-        "type": "string"
-      },
-      "datasetTitle": {
-        "type": "string"
-      },
-      "dateChecked": {
-        "description": "YYYY-MM-DD the record was last checked against its source",
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "doi": {
-        "description": "Version DOI",
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "doiUrl": {
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "line": {
-        "description": "The same facts as one sentence, to quote under an answer",
-        "type": "string"
-      },
-      "publisher": {
-        "description": "Publisher of the dataset",
-        "type": "string"
-      },
-      "recordId": {
-        "description": "Stable id of the record",
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "retrievedAt": {
-        "description": "ISO 8601 time this answer was served",
-        "type": "string"
-      },
-      "source": {
-        "description": "The original source: statute, rule, bar opinion, court report, agency table or platform policy",
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "sourceKind": {
-        "description": "primary or secondary",
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "sourceUrl": {
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "status": {
-        "description": "P primary source, S secondary, D default (no specific rule found), U open question",
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "version": {
-        "description": "Dataset version",
-        "type": "string"
-      }
-    },
-    "required": [
-      "publisher",
-      "dataset",
-      "version",
-      "retrievedAt"
-    ],
-    "type": "object"
-  }
-}
  7. Changed1 schema field changed
    • changedInput schema / properties / datasets / items / enum
      Previous value: -[
-  "bankruptcy",
-  "bar-pipeline",
-  "benchmarks",
-  "ca-courts",
-  "civil-filings",
-  "consumer-complaints",
-  "deserts",
-  "eeoc-charges",
-  "fatal-crashes",
-  "fees",
-  "filing",
-  "idb-civil",
-  "immigration-courts",
-  "language",
-  "law-firm-economy",
-  "law-offices",
-  "lawyer-wages",
-  "legal-prices",
-  "limitations",
-  "mdl",
-  "opinions",
-  "platforms",
-  "referral",
-  "robocall-complaints",
-  "state-courts",
-  "veterans-representation",
-  "work-injuries"
-]New value: +[
+  "bankruptcy",
+  "bar-pipeline",
+  "benchmarks",
+  "ca-courts",
+  "civil-filings",
+  "consumer-complaints",
+  "consumer-sentinel",
+  "crosswalks",
+  "deserts",
+  "disability-hearings",
+  "eeoc-charges",
+  "fatal-crashes",
+  "fees",
+  "filing",
+  "idb-civil",
+  "immigration-courts",
+  "language",
+  "law-firm-economy",
+  "law-offices",
+  "lawyer-wages",
+  "legal-need",
+  "legal-prices",
+  "limitations",
+  "mdl",
+  "nursing-homes",
+  "opinions",
+  "platforms",
+  "referral",
+  "robocall-complaints",
+  "state-courts",
+  "veterans-representation",
+  "work-injuries"
+]
  8. Changed1 schema field changed
    • changedInput schema / properties / datasets / items / enum
      Previous value: -[
-  "bar-pipeline",
-  "benchmarks",
-  "ca-courts",
-  "civil-filings",
-  "consumer-complaints",
-  "deserts",
-  "eeoc-charges",
-  "fatal-crashes",
-  "fees",
-  "filing",
-  "language",
-  "law-offices",
-  "lawyer-wages",
-  "legal-prices",
-  "limitations",
-  "mdl",
-  "opinions",
-  "platforms",
-  "referral",
-  "robocall-complaints",
-  "state-courts"
-]New value: +[
+  "bankruptcy",
+  "bar-pipeline",
+  "benchmarks",
+  "ca-courts",
+  "civil-filings",
+  "consumer-complaints",
+  "deserts",
+  "eeoc-charges",
+  "fatal-crashes",
+  "fees",
+  "filing",
+  "idb-civil",
+  "immigration-courts",
+  "language",
+  "law-firm-economy",
+  "law-offices",
+  "lawyer-wages",
+  "legal-prices",
+  "limitations",
+  "mdl",
+  "opinions",
+  "platforms",
+  "referral",
+  "robocall-complaints",
+  "state-courts",
+  "veterans-representation",
+  "work-injuries"
+]
  9. Changed1 schema field changed
    • changedInput schema / properties / datasets / items / enum
      Previous value: -[
-  "benchmarks",
-  "ca-courts",
-  "fees",
-  "filing",
-  "language",
-  "mdl",
-  "opinions",
-  "platforms",
-  "referral"
-]New value: +[
+  "bar-pipeline",
+  "benchmarks",
+  "ca-courts",
+  "civil-filings",
+  "consumer-complaints",
+  "deserts",
+  "eeoc-charges",
+  "fatal-crashes",
+  "fees",
+  "filing",
+  "language",
+  "law-offices",
+  "lawyer-wages",
+  "legal-prices",
+  "limitations",
+  "mdl",
+  "opinions",
+  "platforms",
+  "referral",
+  "robocall-complaints",
+  "state-courts"
+]
  10. Changed3 schema fields changed
    • changedInput schema / properties / datasets / items / enum
      Previous value: -[
-  "ca-courts",
-  "fees",
-  "filing",
-  "language",
-  "mdl",
-  "opinions",
-  "platforms"
-]New value: +[
+  "benchmarks",
+  "ca-courts",
+  "fees",
+  "filing",
+  "language",
+  "mdl",
+  "opinions",
+  "platforms",
+  "referral"
+]
    • addedInput schema / properties / detail
      Added value: +{
+  "default": "summary",
+  "description": "summary (default): each record as its id, a 1-2 sentence text, status, date checked, one source URL and the page to cite. full: every field, every source and the per-record provenance.",
+  "enum": [
+    "summary",
+    "full"
+  ],
+  "type": "string"
+}
    • changedInput schema / properties / limit / default
      Previous value: -8New value: +5
  11. Added

TDQS

A3.6/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnly, idempotent, non-destructive, and closed-world, so the safety profile is covered. The description adds only the 'Results are not legal advice' disclaimer and nothing about result shape or ranking behavior; an output schema covers returns, so this is adequate but thin.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two short sentences with the usage condition front-loaded and examples inline. The closing disclaimer earns its place only as compliance boilerplate, which keeps it from a 5.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With rich annotations and an output schema, the description only needs to convey purpose and selection logic, which it does. Slight gap: nothing tells the agent how to scope results via `datasets` or when to pick 'detailed' formatting.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 25%, so the description should compensate. It helps for the required `query` by showing two realistic example strings, but says nothing about `limit` or `response_format`, whose defaults and enum the schema conveys structurally.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource with scope: 'Find records by words across the open datasets.' The clause 'when you do not know the key' implicitly distinguishes it from key-based siblings like data_lookup, though no sibling is named explicitly.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Gives a clear selection condition ('when you do not know the key') plus concrete query examples, which tells the agent when free-text search beats a lookup. No explicit exclusion or named alternative, so it stops short of the top score.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

All Probative legal-marketing data toolsInspect
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