count_firms_by

shallow

ai.analyticslegends/sap-analytics · Verify this server

Answer a COUNTING question about the published firm directory in one call: how many organisations per country, per kind, per declared SAP module, or per SAP signal band — with the same `country`/`kind`/`module`/`query` filters `search_firms` takes, so you can count a slice as easily as the whole. Use this instead of paging `search_firms` and tallying rows: the directory holds thousands of organisations, and reading them all to produce a table of counts costs hundreds of calls and megabytes of rows for numbers Postgres computes in one scan. Every bucket is a value the directory actually stores; `value: null` is a real bucket meaning the field is unknown for those rows, and it is served rather than hidden — a country table that silently drops the rows with no country adds up to less than the population and says nothing about it.

No longer in the registry. The MCP registry stopped listing this server as of 31 Aug 2026. This report card stays available because the measurement was real, but the tool is excluded from search, rankings, and Vouch’s corpus counts. A published behaviour score is never recomputed or removed — it reflects what was measured while the server was listed.

100.0/100

1 trials · measured 8 days ago

count_firms_by scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against ai.analyticslegends/sap-analytics, measured 25 Aug 2026 under methodology v0.2.0. Every measured component scored 100.

Component breakdown

ComponentWeightValue
Reliability35%not applicable
Schema integrity25%100.0
Failure behaviour15%not applicable
Latency15%not applicable
Concurrency10%not applicable

Tool details

Transport
remote
Credential class
open
Category
Content & media
Input schema
declared
Output schema
declared
Side-effect classification
unclassified
Declared input schema
{
  "type": "object",
  "required": [
    "by"
  ],
  "properties": {
    "by": {
      "enum": [
        "country",
        "kind",
        "sap_signal_band"
      ],
      "type": "string",
      "description": "Which facet to count on. Required — there is no default worth guessing."
    },
    "kind": {
      "type": "string",
      "description": "Restrict to one organisation kind before counting, same vocabulary as search_firms. Combining it with `by:\"kind\"` is legal and returns that single bucket."
    },
    "query": {
      "type": "string",
      "maxLength": 200,
      "description": "Free-text filter, matched case-insensitively."
    },
    "module": {
      "type": "string",
      "description": "Restrict to organisations with a DECLARED link to one SAP module code before counting, same vocabulary as search_firms' `module`. Combining it with `by:\"module\"` is legal and returns that single bucket (plus the null bucket)."
    },
    "country": {
      "type": "string",
      "pattern": "^[A-Za-z]{2}$",
      "description": "ISO-3166-1 alpha-2 country code, e.g. DE, FR, CH."
    }
  },
  "additionalProperties": false
}

Score history

DayScoreTierMethodology
2026-08-25100.0shallowv0.2.0
2026-08-24100.0shallowv0.2.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1
reliabilitypass: 5

Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.

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Vouch score: count_firms_by
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count_firms_by — Vouch