# Analytics Legends — SAP AI & Analytics MCP Server (ai.analyticslegends/sap-analytics): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/ai.analyticslegends%2Fsap-analytics/versions/latest)
- Connected to: https://analyticslegends.ai/mcp
- Homepage: https://analyticslegends.ai/
- Repository: https://github.com/analyticslegends/analytics-legends-mcp
- Scoring rules: v2
- Tools: 22
- Average: 78.5 / 100 (Clear)
- Near-identical pairs: 1

This page shows how Analytics Legends — SAP AI & Analytics MCP Server (ai.analyticslegends/sap-analytics)'s tool descriptions scored, the issues found and the names of its tools and parameters. The descriptions are the server's own: read them where the copy came from.

Forecall asked the URL this server lists in the official MCP Registry for its tools/list once, on the date above, without calling any tool. The server may have changed since.

## Across the server

- Minor: The server's instructions are 5713 characters. Claude Code reads only the first 2,048 by default (Codex 0.154.0 reads them whole). Put what the server is for first.

## Tools

- `get_concept_card`: 65 / 100
- `query_knowledge_graph`: 66 / 100
  - Minor: No `required` list, so every argument is optional.
- `list_firm_kinds`: 67 / 100
- `list_freelance_platforms`: 67 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `list_sap_modules`: 69 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `get_sap_client_profile`: 72 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.
- `list_studies`: 72 / 100
  - Minor: No `required` list, so every argument is optional.
- `find_sap_clients`: 77 / 100
  - Minor: No `required` list, so every argument is optional.
- `get_concept`: 77 / 100
- `get_firm`: 77 / 100
- `get_firm_intel`: 79 / 100
  - Minor: No `required` list, so every argument is optional.
- `count_firms_by`: 81 / 100
- `get_day_rate_benchmark`: 81 / 100
  - Minor: The description is long (473 words). It helps selection but costs steps and tokens.
  - Minor: No `required` list, so every argument is optional.
- `search_firms`: 81 / 100
  - Minor: No `required` list, so every argument is optional.
- `get_expansion_brief`: 82 / 100
- `search_concepts`: 82 / 100
  - Minor: No `required` list, so every argument is optional.
- `find_partner_candidates`: 84 / 100
  - Minor: No `required` list, so every argument is optional.
- `get_study`: 85 / 100
- `find_academy_modules`: 89 / 100
  - Minor: No `required` list, so every argument is optional.
- `find_opportunities`: 91 / 100
  - Minor: The description is long (553 words). It helps selection but costs steps and tokens.
  - Minor: No `required` list, so every argument is optional.
- `search_news`: 91 / 100
  - Minor: No `required` list, so every argument is optional.
- `get_academy_module`: 92 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.

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