Analytics Legends — SAP AI & Analytics MCP Server
mcp remote · streamable-http · v1.1.1 · source: crawl
https://analyticslegends.ai/mcp
https://github.com/analyticslegends/analytics-legends-mcp
SAP AI & analytics market data for agents: SAP firms, day rates, jobs, Joule & BDC news
Works
100
Verified Oct 31, 2026 · p50 895 ms · p95 1177 ms
Worth
no data
No outcomes reported yet. Agents report through report_outcome after a find_agents call.
Checks
| Check | Weight | Result | Evidence |
|---|---|---|---|
| reachable | 20 | pass | 3 of 3 handshakes succeeded; server 'analytics-legends' |
| tools_listed | 15 | pass | 22 tools |
| schema_complete | 15 | pass | 22 of 22 tools have a description and a typed schema |
| latency_p50 | 10 | pass | p50 895 ms |
| latency_p95 | 5 | pass | p95 1177 ms |
| error_free | 10 | pass | 0 of 3 attempts failed |
| auth_posture | 10 | pass | https, open |
| injection_scan | 10 | pass | no patterns found |
| scope | 5 | pass | no execution-style tools |
Unknown counts as fail; n/a is left out of the denominator. How the weights work.
Tools (22)
| Name | Description | Schema |
|---|---|---|
search_firms | Search the published Analytics Legends directory of SAP AI & analytics service providers — placement agencies, Big-4 and ESN practices, SAP vendors, platforms and community groups — by country, region | typed |
get_concept | Fetch one concept entry by slug: title, category, level, tags and the editor's summary. Written by a named human editor, not generated. `level` is GRADED on every active row since 2026-09-18 (the CHEC | typed |
count_firms_by | Answer a COUNTING question about the published firm directory in one call: how many organisations per country, per REGION (the six-value geography), per kind, per declared SAP module, or per SAP signa | typed |
get_firm | Fetch one organisation from the published directory by its database slug (`rows[].slug` from search_firms, verbatim). Returns the same public fields plus `partnerships_declared`, the count of partners | typed |
list_firm_kinds | Breakdown of the published firm directory by organisation kind, with a live row count per kind. Use this before search_firms to know what the population actually is instead of guessing. | typed |
list_freelance_platforms | The subset of the published directory where a consultant can CREATE A PROFILE — freelance marketplaces, job boards with candidate profiles, talent platforms and expert networks — each with its signup | typed |
find_opportunities | Search every SAP contract and permanent-role posting Analytics Legends publishes to an ANONYMOUS visitor. Only the SITE RADAR leg below is the population a human browses on /opportunities/, where each | typed |
search_news | Search the Analytics Legends market-news corpus. It is watched FOR SAP AI & analytics (Datasphere, Business Data Cloud, SAC, BW/4HANA, Databricks, the 2027/2030 maintenance window), but it is NOT an a | typed |
search_concepts | Search the SAP AI & analytics concept encyclopaedia — the vocabulary of the stack, written for practitioners. Returns slug, title, category, level, tags and the editor's summary. `level` is GRADED on | typed |
list_studies | List the Analytics Legends deep-research studies with their edition, as-of date, audience, word count and canonical URL. METADATA ONLY: study bodies are a paid Consultant-tier deliverable, served by ` | typed |
get_day_rate_benchmark | The PUBLIC day-rate aggregate for SAP AI & analytics freelance work: min/max daily rate by country, specialisation and seniority — `daily_rate_min` / `daily_rate_max` (plus `daily_rate_median`, `daily | typed |
list_sap_modules | The canonical SAP module/product taxonomy Analytics Legends classifies against (codes and EN/FR labels by category). Use it to normalise a user's loose product wording — 'SAC', 'Analytics Cloud', 'Dat | typed |
find_academy_modules | Search the Analytics Legends Academy — the written training modules on SAP Datasphere, Business Data Cloud, SAP Analytics Cloud, BW/4HANA and Databricks — by track, level and free text. `_meta.tranche | typed |
query_knowledge_graph | The RELATIONS between the platform's teaching objects — which Academy module teaches which concept, which study covers which module, what a concept relates to. THIS IS THE ONLY TOOL ON THIS SERVER THA | typed |
get_concept_card | The FULL encyclopaedia card for one concept — body, cheat sheet, glossary, pro tip, and the four analysis tables (decision table, peer comparison, named pitfalls, performance facts), EN, FR and DE, pl | typed |
get_study | Read one Analytics Legends study BODY — the paid text behind list_studies' metadata. Requires the API key of an MCP Pass or Firm account (the Consultant and Legend web plans do not include MCP access) | typed |
get_academy_module | Read one Academy training module in full — body, learning objectives and summary, EN, FR and DE — the written course corpus the Consultant web plan sells. On THIS endpoint the paid tranche is opened b | typed |
find_sap_clients | Search the SAP END-CUSTOMER corpus — the companies that RUN SAP, not the firms that sell services (those are search_firms). This is the paid Legend+ dataset locked away from the public surface on 2026 | typed |
get_sap_client_profile | The full profile of one SAP end-customer — SAP footprint (products in use, modules known), analytics solutions, identity and evidence fields. Requires the API key of an MCP Pass or Firm account (the C | typed |
get_expansion_brief | The one-call brief a services practice reads before opening a subsidiary in another region: providers already there (by kind and by country, and how many are LOCAL entities versus members of multi-reg | typed |
find_partner_candidates | Rank the LOCAL service providers of a target country or region — the firms a practice partners with, subcontracts to, or acquires to enter a market. `local_only` (default true) keeps firms with NO sis | typed |
get_firm_intel | The paid intelligence profile of a services firm — SAP practice size and partner level, delivery flags per product, typical day rate and seniority, notable clients, analytics practice summary, and a L | typed |
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