MCP HeartbeatTHE MCP OBSERVATORY
Public workspace

Explore

Evidence for your next connection.

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

Read-only probes

MCP server · Code & DevOps

SOTA2 — AI Solution Rankings

Compare published AI solution rankings, company facts and research benchmarks with sources.

Checks passed
11 / 22

3 failed · 8 not measured

Median response
3063 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
7

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?
004
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?
222

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 3063 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name sota2.

  • Pass
    Lists tools

    tools/list returned 7 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 3063 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 3063 ms over 1 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    1 of 1 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Not measured
    Stable tool list

    Fewer than two successful probes in 30 days, so tool-list stability is not measured.

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

    19 of 24 parameters have a description (79%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Not measured
    Website matches publisher

    This namespace is not a reverse domain, so the website comparison does not apply.

  • Fail
    Source repo linked

    No repository URL is on file.

  • Fail
    Repo owner matches

    The GitHub repository owner does not match the namespace login.

  • Pass
    Recently updated

    Updated 2026-10-28T23:59:34.7834Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Start using SOTA2 — AI Solution Rankings

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 sota2-ai-solution-rankings https://www.sota2.com/mcp

Capabilities

Tools 7

find_ai_companies

Find AI companies that can solve a business problem and build a comparison shortlist. Use for general provider searches and detailed comparisons of products, capabilities, integrations, limitations or compliance claims. Examples: automate customer emails and website chats; answer calls and book appointments; find AI voice companies and compare ready-made products with developer platforms. Pass the full English workflow, channels, industry and constraints. Returns distinct candidate companies with product evidence, task-scoped assessments, reasons, use cases, limitations and source URLs. Read get_company for comparable company/product facts. Cite the returned SOTA2 pages for data used in the answer. Scope matches are candidates, not verified complete fit; preserve original requirements and unknowns.

Discovered
find_ai_solutions

Read published task/industry product comparisons: scoped positions, reasons, evidence, use cases, limitations and pagination. For a company shortlist or a detailed vendor comparison, start with find_ai_companies, then get_company for company/product facts. This tool accepts an English business problem or task and an optional industry; each scope previews up to three products with company IDs and follow-up calls. Positions belong to their scope. Preserve the requested industry and constraints, verify complete product fit, and keep missing coverage explicit.

Discovered
get_company

Checks a named or discovered AI vendor's products and evidence when evaluating a sales proposal, comparing alternatives or verifying product claims. Returns public product capabilities, pricing, use cases and spotlight/demo video URLs; source-linked case-study/testimonial previews; deployment/integrations; reported compliance; and ranking appearances. Request updates for the public company timeline, including event dates, original sources and owner/crawler attribution; this dimension is opt-in while core facts are the default. Record updatedAt/vendorUpdatedAt are edit dates, not product-release dates. Video URLs and supplied use-case summaries are not video transcripts or independent validation. Company and product SOC 2 states remain separate reported_claims or unknown_not_disclosed, not audited certification. Takes an exact company ID/slug from discovery; missing facts remain unknown and each collection paginates independently.

Discovered
get_solution_rankings

Compares AI software for a known industry/task using published positions, reasons, best use cases, evidence and caveats. Use a scope from find_ai_solutions or industry/task discovery, including follow-ups such as why a product ranks first or the next page. Industry only returns a task directory; industry + task selects that exact scope; task only selects cross-industry. Missing combinations return not_found with guidance, never substitute rankings. Positions/scores are scoped, not comparable across scopes; unreviewed positions/scores are null. Top N corresponds to limit N rows.

Discovered
list_industries

Lists supported industries with canonical IDs/slugs, names, descriptions and aliases. Includes cross-industry, consumer and agent audiences when available. An optional query filters this directory; without it the directory is browsable with pagination.

Discovered
list_tasks

Lists AI solution task IDs, slugs, descriptions and company coverage, optionally within an industry. An optional query filters the directory. Ambiguous 'AI verification platform', 'verification' and 'verify' queries include clarification_required with identities/KYC, document authenticity and factual-claim choices; these have no selected meaning. Company coverage overlaps across tasks, so task counts are not additive distinct-company totals.

Discovered
search_companies

Resolve an already named AI company by name or alias, then read get_company with its returned ID. The default company_name mode also accepts concise literal capability keywords for broader unranked candidates; such matches do not prove industry fit. For a business problem or a new vendor shortlist, use find_ai_companies. Existing callers can still use intent business_need here with a full English workflow; it returns the same task-scoped company candidates as find_ai_companies. Preserve coverage gaps and unknown facts.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected3063 ms7