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Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

MCP server · Data access / search

Analytics Legends — SAP AI & Analytics MCP Server

SAP AI & analytics market data for agents: SAP firms, day rates, jobs, Joule & BDC news

Checks passed
15 / 22

1 failed · 6 not measured

Median response
382 ms

Median of successful probes over 7 days

30-day uptime
Not measured

Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.

Discovered tools
25

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Responded

The server completed its last measured handshake. This is an observation, not a guarantee.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
500
Reliability & speedDoes it respond consistently and quickly?
103
Access & authenticationWhat is required to use this server?
102
Tool qualityAre the tool definitions usable by an agent?
310
Publisher identityCan the publisher be traced to its source?
501

Unmeasured means there is not enough evidence to decide. How these checks work

Inspect individual checks 22 recorded

Core

  • Pass
    Reachable

    Latest probe returned HTTP 200 in 301 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name analytics-legends.

  • Pass
    Lists tools

    tools/list returned 25 tools.

  • Pass
    Current protocol

    Negotiated 2025-11-25. The bar is 2025-06-18 or newer.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 382 ms over 2 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 455 ms over 2 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    2 of 2 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Pass
    Stable tool list

    No tool was removed and no required parameter was added in the last 30 days.

Access

  • Pass
    Open access

    tools/list succeeded with no credential, and the record declares none.

  • Not measured
    Standard auth

    Auth is not required, so the OAuth metadata check does not apply.

  • Not measured
    Free tier cited

    No publisher quote has been checked.

Tools

  • Pass
    Tools described

    Every tool description is at least 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Fail
    Parameters documented

    74 of 109 parameters have a description (68%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Pass
    Website matches publisher

    The website host matches the reverse-domain namespace.

  • Pass
    Source repo linked

    A repository URL is on file.

  • Not measured
    Repo owner matches

    This namespace is not an io.github login, so the owner comparison does not apply.

  • Pass
    Recently updated

    Updated 2026-11-11T03:36:09.633011Z, within 180 days.

  • Pass
    Open-source licence

    GitHub reports an OSI licence.

Start using Analytics Legends — SAP AI & Analytics MCP Server

Connect to this server

Choose your client, copy the configuration, then enable the server in your client’s MCP settings.

Run this command in your terminal, then restart Claude Code.

Claude Code

claude mcp add --transport http analytics-legends-sap-ai-analytics-mcp-server https://analyticslegends.ai/mcp

Capabilities

Tools 25

count_firms_by

Count the firm directory by country, region, kind, module or sap_signal_band, with search_firms' filters, instead of paging search_firms to tally. Rows: value, n; the tail folds into '(other)'. Public.

Discovered
find_academy_modules

Search the Academy training catalogue (Datasphere, BDC, SAC, BW/4HANA, Databricks) by text, track or level. Rows are in the language asked. Full text: get_academy_module (paid). Public.

Discovered
find_answers

Start here for an SAP AI & analytics PROBLEM, asked in EN, FR or DE (agents in production, Joule value, BW 7.5 cliff, BDC vs Datasphere vs Databricks…). Returns up to 3 tracked challenges: short answer, what shipped, what is announced, next steps, citation_url. Empty = not a tracked challenge; try search_concepts. Public.

Discovered
find_opportunities

Search public SAP AI & analytics postings. Mostly PERMANENT roles: set employment_type for freelance questions. A posting listed in several cities is one row with `locations`. Public, except the link to the original listing (paid).

Discovered
find_partner_candidates

Rank local service providers of a country or region as partner or acquisition candidates; local_only (default) excludes foreign groups' subsidiaries. Paid: MCP Pass or Firm Pass key.

Discovered
find_sap_clients

Search the SAP END-CUSTOMER corpus (companies that run SAP); each row says its verification status. Paid: MCP Pass or Firm Pass key.

Discovered
get_academy_module

Read one Academy module in full (body, objectives, summary) by id or slug from find_academy_modules; `lang` picks one language. Paid: MCP Pass or Firm Pass key.

Discovered
get_concept

One concept's metadata and editor's summary by slug from search_concepts (e.g. 'sap-business-data-cloud-bdc'). The card body, cheat sheet and tables are paid (get_concept_card). Public.

Discovered
get_concept_card

The full concept card: body, cheat sheet, glossary, pro tip and the four analysis tables, EN/FR/DE. Paid: MCP Pass or Firm Pass key.

Discovered
get_day_rate_benchmark

Published SAP freelance day-rate aggregate by country, specialisation and seniority: min/max (median, p10, p90 when sourced) in the row's currency, with source, date and confidence. Small, secondary sources; 0 rows = no such cell here, see `_meta.available_*`. Public.

Discovered
get_expansion_brief

Brief for entering a region: providers there (local vs group), SAP end-customer counts by country and industry, live opportunities, brand families present in both regions. Paid: MCP Pass or Firm Pass key.

Discovered
get_firm

One firm's public profile by its slug from search_firms (verbatim; some slugs are numeric). A brand name such as 'accenture' returns the list of its entities to choose from. Public.

Discovered
get_firm_intel

Intelligence profile of a services firm: SAP practice size, partner level, products delivered, typical day rate, notable clients. Search by name, country, product or engagement mode; a null is a data gap. Paid: MCP Pass or Firm Pass key.

Discovered
get_sap_client_profile

One SAP end-customer's full profile (products in use, modules, analytics solutions, evidence) by id from find_sap_clients. Paid: MCP Pass or Firm Pass key.

Discovered
get_study

Read a study's text: without `section` returns the section list and introduction, then pass a heading as `section`. Slugs from list_studies. Paid: MCP Pass or Firm Pass key.

Discovered
list_firm_kinds

The organisation kinds of the firm directory with a live count each — the vocabulary of search_firms' `kind`. Public, complete without a key.

Discovered
list_freelance_platforms

Platforms where an SAP consultant can create a profile (freelance marketplaces, job boards, expert networks), with signup URL, confidence grade and assessment date. Public, complete without a key.

Discovered
list_sap_modules

The SAP module/product taxonomy (codes such as DATASPHERE, BDC, SAC, BW4HANA with labels) that other tools filter on; use it to map loose wording to a code. Public, complete without a key.

Discovered
list_studies

List the deep-research studies: title, edition, as-of date, audience, word count, citation_url, one row per study in the language asked. Metadata only; the text is get_study (paid). Public.

Discovered
query_knowledge_graph

Relations between concepts, Academy modules, studies and vendors: list nodes (node_type, query) or one node's edges (node_id). The only tool that serves edges. Public.

Discovered
request_introduction

ACTION: a brief's anonymised selection, or with candidate_ref an introduction request the consultant answers in the app. Paid: MCP Pass or Firm Pass key.

Discovered
search_concepts

Search the SAP AI & analytics concept encyclopaedia (the stack's vocabulary): slug, title, category, level, editor's summary. Full card: get_concept_card (paid). Public.

Discovered
search_firms

Search SAP AI & analytics service providers (consultancies, Big-4, agencies, SAP partners, platforms). Returns slug, name, HQ, website, claim, sap_signal_band; SAP end-customers are in find_sap_clients. Public.

Discovered
search_news

Search the curated SAP AI & analytics news corpus; defaults to SAP-specific items (scope 'sap'). Each item carries source_url (the publisher) and citation_url: cite both. Public.

Discovered
submit_brief

ACTION: deposit an SAP need as a private brief, matched every 6 h against consenting consultants; nothing is e-mailed. Paid: MCP Pass or Firm Pass key.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected301 ms25
Connected463 ms23