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 · Data access / search

AI Benchmark Index

By aibenchmarkindex.com Verified namespace

Search 264 AI benchmarks by category, with data sources and licences for each.

WebsiteSource codeSearch & web data
Connect to AI Benchmark Index
Checks passed
15 / 22

0 failed · 7 not measured

Median response
3560 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
11

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 898 ms.

  • Pass
    Valid handshake

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

  • Pass
    Lists tools

    tools/list returned 11 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 3560 ms over 2 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 5955 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

    14 of 14 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.

  • 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 2026-10-16T01:37:30.37853Z, within 180 days.

  • Not measured
    Open-source licence

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

Start using AI Benchmark Index

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 ai-benchmark-index https://aibenchmarkindex.com/mcp

Capabilities

Tools 11

get_course

Get one published academy course by its slug, with its objectives, lessons and FAQ. Exam questions and answers are never returned.

Discovered
get_listing

Get one published benchmark by its slug.

Discovered
get_product

Get one affiliate product by its slug, with its page and outbound link.

Discovered
get_stats

Get the number of published benchmarks, places and categories, and when the data last changed.

Discovered
list_categories

List categories with their benchmark counts.

Discovered
list_courses

List the published academy courses with their level, length, pass mark and certificate validity.

Discovered
list_places

List countries, regions and cities that have benchmarks.

Discovered
list_product_categories

List the product categories with their product counts.

Discovered
list_products

List the affiliate products, with the price each had on the day it was checked. Filter by product category.

Discovered
list_sources

List where the benchmark data comes from, with the license and refresh of each source.

Discovered
search_listings

Search published benchmarks by text, place and category.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected898 ms11
Connected6221 ms11

Related servers

All alternatives

Same function and industry, ranked by checks passed then median latency.

Explore alternatives to AI Benchmark Index