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

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MCP server · Data access / search

Dictionary of Applied Machine Learning

By dictionaryofml.org Verified namespace

Look up, search and cross-reference machine-learning terms from dictionaryofml.org.

WebsiteSource codeSearch & web data
Connect to Dictionary of Applied Machine Learning
Checks passed
14 / 22

0 failed · 8 not measured

Median response
117 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?
004
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 117 ms.

  • Pass
    Valid handshake

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

  • Pass
    Lists tools

    tools/list returned 6 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 117 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 117 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.

  • Pass
    Parameters documented

    6 of 6 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 2026-11-09T11:32:43.520411Z, within 180 days.

  • Not measured
    Open-source licence

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

Start using Dictionary of Applied Machine Learning

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 dictionary-of-applied-machine-learning https://dictionaryofml.org/mcp

Capabilities

Tools 6

get_learning_path

One reading order with the abstract of every term in it, in the order to read them. Give either `topic` or `terms`; giving neither returns the list of available reading orders.

Discovered
get_related_terms

The terms one entry cross-references, its See-also list, each with its abstract. Use it to widen a topic by one step from a term already in hand.

Discovered
list_all_terms

List every term of the Dictionary of Applied Machine Learning, one per line, as its display name followed by its key. Takes no arguments. Use it to find the key for a term before calling one of the tools that takes one.

Discovered
list_learning_paths

The author's curated reading orders through the dictionary: one per topic (how ChatGPT works, AI foundations, explainable and trustworthy AI, mathematics of AI, ...), each with its audience and its terms in the order to read them. Takes no arguments. Use when someone asks what to learn, read, or teach about a topic, or how to structure a course or seminar, so the answer follows the author's order instead of an improvised one.

Discovered
lookup_term

The full dictionary entry for one term: its abstract, its definition, the works it cites and its cross-references. Use it when a specific term is already known; use search_terms when it is not.

Discovered
search_terms

Search the term names, abstracts and definitions for a keyword or phrase and return the best matches, each with its abstract. Use it when the right term is not known in advance.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected117 ms6

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