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Wikipedia Recent Changes

Server Details

Live Wikipedia edit feed, page summaries, trending pages, and Wikidata search.

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Status
Healthy
Last Tested
Transport
Streamable HTTP · MCP 2025-06-18
URL
Repository
guptaprakhariitr/wikipedia-recent-changes-mcp
GitHub Stars
0
Server Listing
wikipedia-recent-changes-mcp

TDQS

A4.1/5.0

Scored across 4 tools

Disambiguation5/5

Each tool has a clearly distinct purpose: search Wikidata entities, get page summaries, stream recent edits, and list trending pages. There is no overlap or ambiguity in what each tool does, even though wikidata_search and wiki_page_summary both relate to entities, they operate on different data sources and return different information.

Naming Consistency4/5

Tool names follow a consistent pattern with lowercase snake_case and a 'wiki' or 'wikidata' prefix. The only inconsistency is the use of 'wikidata' prefix for one tool while others use 'wiki', but this is a reasonable distinction given the different data sources. Overall, the naming is predictable and readable.

Tool Count5/5

Four tools is a well-scoped count for this server's purpose of Wikipedia/Wikidata information retrieval and monitoring. Each tool serves a distinct function without redundancy, and the number is neither too small to feel thin nor too large to be overwhelming.

Completeness4/5

The tool surface covers the core workflows for Wikipedia/Wikidata exploration, including search, summary, recent changes, and trending. Minor gaps exist, such as no direct full-article retrieval or edit diff, but agents can likely accomplish their tasks with the provided tools, and the server's focus on 'recent changes' is well covered.

Available Tools

4 tools
wiki_page_summaryAInspect

Get a clean summary of a Wikipedia article: extract, thumbnail, description, last modified. Use this to verify an entity exists or pull a one-line description.

ParametersJSON Schema
NameRequiredDescriptionDefault
titleYes

TDQS

A4.1/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Lists outputs (extract, thumbnail, description, last modified) but does not disclose limitations, response format, or side effects. With no annotations, more detail on behavior would be beneficial.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences, front-loaded with purpose, no wasted words. Efficiently conveys key information.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Describes outputs and use case, but lacks details on return structure (e.g., JSON format, thumbnail URL) given no output schema. Adequate for a simple tool but not fully complete.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 0%, but the description implies the single parameter 'title' is a Wikipedia article title, adding meaning beyond the schema. Could specify case sensitivity or formatting.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

Clearly states it retrieves a clean summary of a Wikipedia article including extract, thumbnail, description, and last modified. Differentiates from siblings like wikidata_search (Wikidata queries) and wiki_trending (trending articles).

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Explicitly states use case: to verify an entity exists or pull a one-line description. Implicitly distinguishes from siblings, though could explicitly mention when not to use.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

wiki_recent_changesAInspect

Live feed of recent edits to English Wikipedia. Returns title, editor, timestamp, comment, size delta. Optional topic filter (substring match against title + edit comment) and exclude_bots. Useful for trend-monitoring or news-monitoring agents — every breaking news event lands in Wikipedia edits within minutes.

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNo
topicNoOptional substring filter on title/comment.
namespaceNoWikipedia namespace ID. 0 = main articles (default), 1 = talk, etc.
exclude_botsNo

TDQS

A4.2/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations are provided, so the description carries the burden. It describes the tool as 'live feed' but does not mention authentication, rate limits, or whether results are cached or streaming. Adequate but not detailed.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences, no filler. The first sentence states purpose and return fields. The second adds optional filtering and use case. Every sentence is informative and earns its place.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given 4 parameters, no output schema, and no annotations, the description provides a solid overview and key parameter hints. It lacks details on pagination, ordering, or limitations, but is fairly complete for a simple real-time feed tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 50% (topic and namespace have descriptions). The description adds meaning for 'topic' by specifying it does substring match against title and edit comment. It also mentions 'exclude_bots' but does not elaborate beyond the schema default. Overall, it adds value beyond schema.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool provides a 'live feed of recent edits to English Wikipedia' and lists the return fields (title, editor, timestamp, comment, size delta). This uniquely distinguishes it from sibling tools like wikidata_search, wiki_page_summary, and wiki_trending.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

It explicitly states usefulness for 'trend-monitoring or news-monitoring agents' and mentions that breaking news events appear in edits quickly. It does not explicitly exclude alternatives, but the use case is clear.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 4 tool updates
    • First observedwiki_page_summary
    • First observedwiki_recent_changes
    • First observedwiki_trending
    • First observedwikidata_search

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