Analytics Legends — SAP Analytics MCP Server

A read-only Model Context Protocol server over a curated corpus of the SAP analytics services market: who delivers SAP Datasphere, Business Data Cloud, SAP Analytics Cloud and BW/4HANA work, what the contract market looks like, what the day rates are, what the vocabulary means, and what has just happened.

It exists so that an assistant answering an SAP analytics question can cite a record instead of guessing. Every row carries a citation_url on analyticslegends.ai, and every response carries the size of the population it was drawn from.

Nothing to install. The server is hosted:

https://analyticslegends.ai/mcp        streamable-http

The public tools need no credential.

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Connect

claude mcp add --transport http analytics-legends https://analyticslegends.ai/mcp
# with a subscriber key, to open the six gated tools:
claude mcp add --transport http analytics-legends https://analyticslegends.ai/mcp \
  --header "Authorization: Bearer alk_…"

Add a custom connector pointing at https://analyticslegends.ai/mcp. The public tranche answers immediately, with no credential.

To open the paid tranche, use the connector's request-header authentication and set Authorization to Bearer alk_…. The credential is entered once, by whoever adds the connector, and is shared by that workspace — one key, one daily quota. There is no OAuth consent flow to walk: this server's unit of access is a personal API key minted on an analyticslegends.ai account, not a delegated identity.

{
  "mcpServers": {
    "analytics-legends": {
      "type": "streamable-http",
      "url": "https://analyticslegends.ai/mcp"
    }
  }
}

{
  "mcpServers": {
    "analytics-legends": {
      "type": "streamable-http",
      "url": "https://analyticslegends.ai/mcp",
      "headers": { "Authorization": "Bearer alk_…" }
    }
  }
}

The manifest is served at /.well-known/mcp.json and mirrored in this repository as mcp.json. tools/list is the authority for the surface — this README is a copy, and a copy can drift.

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The 20 tools

Fourteen are public and unauthenticated. Six need a subscriber key; they are listed and refuse by name, never hidden — an agent can see what it is missing. Three open at Consultant, three at Legend, and the MCP Pass opens all six.

Tool	Answers
search_firms	Which SAP analytics providers match a country, kind, free text
count_firms_by	A counting question in one call, instead of a page of rows
get_firm	One organisation from the published directory
list_firm_kinds	The directory's breakdown by organisation kind, with live counts
find_opportunities	The live contract and permanent-role radar
search_news	The curated SAP analytics news corpus
search_concepts	The concept encyclopaedia — the vocabulary of the stack
get_concept	One concept: title, category, level, tags, editor's summary
list_studies	The deep-research study editions and their metadata
get_day_rate_benchmark	The public day-rate aggregate by country, stack, seniority
list_sap_modules	The canonical SAP module/product taxonomy
list_freelance_platforms	The CV/profile platforms a consultant can sign up on
find_academy_modules	The Academy training catalogue, searchable by module
query_knowledge_graph	A traversal of the learning knowledge graph
🔒 get_concept_card	The full encyclopaedia card — body, key points, cheat sheet
🔒 get_study	One study body
🔒 get_academy_module	One Academy module, in full
🔒 find_sap_clients	The SAP end-customer corpus — who runs SAP
🔒 get_sap_client_profile	One end-customer's SAP footprint and analytics estate
🔒 get_firm_intel	A firm's practice size, partner level, delivery flags

Every tool is annotated readOnlyHint: true. The server writes nothing, anywhere.

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Two rules it holds itself to

A count is read at query time, and it comes with its population. Responses carry _meta.match_count (what your filters matched) and _meta.tranche_total_row_count (the whole tranche). Quote those rather than any number written in a description — including the ones in this file.

A citation says what it is. Every item carries citation_url and citation_scope. record means the URL is that item's own page; section_hub means this platform publishes no page for that item and the URL is the section index — say so, or cite the section, but do not present a hub URL as the item's page. News items also carry source_url for the upstream publisher: cite both.

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What is deliberately not served, at any tier

• People. Individual professionals are held as initials only. No tool returns anyone's identity or contact details.
• The matchers. Opportunity-to-consultant scoring stays on the platform.
• SAP's own documentation. Not ours to restate — cite SAP.

Retrieval with attribution is permitted. Training-data use is not.

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Subscriptions

The six gated tools open with an analyticslegends.ai subscription (Consultant or above), or with the MCP Pass (€39.90/month) — the machine-access subscription: this server's entire paid tranche, no web subscriber screens.

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Where the source lives

The platform's application repository is private: it holds a paid corpus and personal data. This repository is the server's public face — its manifest, its registry descriptor, its client configuration and this documentation. The server itself answers at https://analyticslegends.ai/mcp, and the honest way to inspect it is to call tools/list against it.

Health, with its own timestamp: /api/mcp-health.json — read its generated_at rather than assuming a cadence.

Published in the official MCP registry as ai.analyticslegends/sap-analytics.

Licence

MIT for the contents of this repository. The licence does not grant rights over the data served by the endpoint, which stays under the platform's terms.