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

AISOTools

Check whether AI assistants recommend a product, and search or compare 3,000+ AI tools.

Checks passed
15 / 22

0 failed · 7 not measured

Median response
496 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
6

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?
400
Publisher identityCan the publisher be traced to its source?
402

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 552 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-06-18, serverInfo.name aisotools.

  • Pass
    Lists tools

    tools/list returned 6 tools.

  • Pass
    Current protocol

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

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 496 ms over 2 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 546 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.

  • Pass
    Parameters documented

    11 of 11 parameters have a description (100%). 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.

  • Pass
    Source repo linked

    A repository URL is on file.

  • Pass
    Repo owner matches

    The GitHub repository owner matches the namespace login.

  • Pass
    Recently updated

    Updated 2026-10-24T03:29:02.949996Z, within 180 days.

  • Not measured
    Open-source licence

    The GitHub licence lookup has not returned an OSI result yet.

Start using AISOTools

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 aisotools https://aisotools.com/api/mcp

Capabilities

Tools 6

check_ai_visibility

Use this when the user wants to know whether AI assistants recommend their product, brand or app — for example 'does ChatGPT mention my product?' or 'which competitors does ChatGPT suggest instead of us?'. It reads the product's homepage, asks ChatGPT five buying questions a customer in that category would ask, and reports which questions named the product and which rival products were named instead, with a 0-100 score. Takes 10-30 seconds; a check of the same product from the last 24 hours is returned instead of re-running. Results come from one run of one assistant and can vary between runs. Do not use it for questions about AI tools in general, for private or login-only sites, or to rank websites in search engines.

Discovered
compare_ai_tools

Side-by-side comparison of 2-5 AI tools: pricing, rating, features, pros and cons. Use it when the user is choosing between named products.

Discovered
find_ai_tool_alternatives

Alternatives to a given AI tool, drawn from the catalog's curated alternative lists and falling back to same-category tools. Use it when the user wants to replace or switch off a product.

Discovered
get_ai_tool

Full catalog record for one AI tool: description, features, pros, cons, who it is best for, pricing tiers, and alternatives. Accepts a slug or a display name.

Discovered
list_ai_tool_categories

Every category in the AISOTools catalog with its slug, subcategories, and how many tools it contains.

Discovered
search_ai_tools

Search the AISOTools catalog of AI tools by keyword, category slug, and pricing model. Returns ranked summaries with the canonical aisotools.com page for each result. Use it when the user asks which AI tool does something. `matched` is how many tools matched in total and `returned` is how many came back — when `truncated` is true there are more, so do not tell the user the catalog only contains what this page returned; raise `limit` (max 50) instead.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected552 ms6
Connected440 ms6