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Glama

Server Details

Read WeChat public account articles via MCP. 99.89% anti-scraping success, 50-87% token compression.

Status
Unhealthy
Last Tested
Transport
Streamable HTTP
URL

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Glama
MCP server

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Tool DescriptionsA

Average 3.9/5 across 4 of 4 tools scored.

Server CoherenceA
Disambiguation5/5

Each tool has a clear, distinct purpose: get retrieves by slug, list shows recent, read extracts from URL, and search finds by keyword. No overlap, easy to differentiate.

Naming Consistency5/5

All tools follow the consistent verb pattern 'readgzh.<verb>' with simple action verbs (get, list, read, search), making naming predictable and clear.

Tool Count5/5

With 4 tools, the server covers all core functionalities (retrieval, listing, caching, searching) without being over- or under-scoped for a caching service.

Completeness5/5

The tool set covers the full lifecycle for cached articles: create via read, read/get by slug, list all, and search. No obvious gaps like delete or update, but these are unnecessary for the server's purpose.

Available Tools

4 tools
readgzh.getAInspect

Get a cached WeChat article by its short slug/URL path via ReadGZH. Use when you have a slug like 'minicpm-o-4-5' from a previous read.

ParametersJSON Schema
NameRequiredDescriptionDefault
slugYesThe article slug, e.g. 'minicpm-o-4-5'
Behavior3/5

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

No annotations provided, so description must cover behavior. It discloses it's cached but doesn't mention authentication, rate limits, or error conditions (e.g., missing slug), which are relevant for an AI agent.

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 and usage. No wasted words.

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?

For a simple get operation with one parameter, the description covers the key aspects. However, without an output schema, details on return format or error handling would improve completeness.

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

Parameters3/5

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

Schema coverage is 100% and already includes a description with example. The description's example reinforces it but adds no new semantic meaning beyond the schema.

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

Purpose4/5

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

Clearly states it gets a cached WeChat article by slug, with specific verb and resource. However, it doesn't explicitly differentiate from sibling tool 'readgzh.read', which may have similar functionality.

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?

Provides a clear scenario: use when you have a slug from a previous read. Lacks explicit exclusions or alternative tools.

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

readgzh.listAInspect

List recently cached WeChat articles via ReadGZH. Returns titles, authors, and links. Useful for browsing what articles have been previously read and cached.

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNoNumber of articles to return (default 10, max 50)
Behavior4/5

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

No annotations provided, so description carries full burden. It discloses it lists recently cached articles (implying recency) and returns specific fields. Could add details on ordering or safety, but overall transparent.

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, 18 words, front-loaded with purpose. Every word adds value.

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?

Simple tool with one optional parameter and no output schema. Description covers purpose and use context. Could mention ordering or that it's read-only, but largely complete.

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

Parameters3/5

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

Schema description coverage is 100%, with limit parameter well-documented (default, max). Description adds context about recency but doesn't add to parameter meaning 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?

Description clearly states verb 'list', resource 'recently cached WeChat articles', and output 'titles, authors, and links'. Distinguishes from siblings (get, read, search) by focusing on listing multiple cached items.

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

Usage Guidelines3/5

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

Description says 'useful for browsing what articles have been previously read and cached', implying when to use. But no explicit when-not-to-use or alternatives among siblings.

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

readgzh.readAInspect

Read and extract the full text content of a WeChat Official Account (微信公众号) article via ReadGZH (readgzh.site). Provide a WeChat article URL and get back the title, author, publish time, and full article text in Markdown format. The article will be automatically cached for future reads.

ParametersJSON Schema
NameRequiredDescriptionDefault
urlYesThe full URL of the WeChat article, e.g. https://mp.weixin.qq.com/s/xxxx
Behavior3/5

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

The description mentions automatic caching, which is a behavioral trait beyond the schema. No annotations are provided, so the description bears full burden. It does not disclose auth requirements, rate limits, or error handling, but the caching detail adds some context.

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?

The description is two sentences, concise and front-loaded with the action. Every sentence adds value without redundancy.

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 the simple tool nature (one parameter, no output schema), the description adequately explains the input and output. It could include details on error handling or response format, but overall it is sufficient for basic usage.

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?

The schema has 100% coverage for the single parameter 'url', with a brief description. The tool description adds meaning by specifying the output structure (title, author, publish time, full article text in Markdown), which is not present in the schema.

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

Purpose4/5

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

The description clearly states the tool reads and extracts full text content of a WeChat article via ReadGZH. The verb 'Read and extract' is specific, and the resource is well-defined. However, it does not distinguish from the sibling tool 'readgzh.get', which may have overlapping functionality.

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

Usage Guidelines3/5

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

The description implies that the tool is used by providing a WeChat article URL to get content. It does not specify when to use this tool versus alternatives like 'readgzh.get', 'readgzh.list', or 'readgzh.search', nor does it provide any exclusions or prerequisites.

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

readgzh.searchAInspect

Search cached WeChat articles by keyword via ReadGZH. Searches in article titles and content. Returns matching articles with snippets.

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNoMax results to return (default 5, max 20)
queryYesSearch keyword to find in article titles or content
Behavior3/5

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

With no annotations, the description must carry the full burden. It mentions 'cached' articles, hinting at non-real-time data, but does not elaborate on caching implications, data freshness, authentication needs, or rate limits. The description is adequate but not thorough.

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?

The description is two concise sentences with no superfluous words. It front-loads the core purpose immediately.

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 the absence of annotations and output schema, the description covers most essential aspects: what is searched, how, and the return format (snippets). Missing details include pagination behavior and any restrictions on the 'limit' parameter beyond the schema's max value.

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 description coverage is 100%, so baseline is 3. The description adds value by specifying that searches occur in both 'titles and content' and that results include 'snippets', which goes beyond the schema's parameter descriptions.

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 verb ('Search'), the resource ('cached WeChat articles'), the method ('by keyword'), the scope ('titles and content'), and the outcome ('Returns matching articles with snippets'). It effectively differentiates from siblings like 'readgzh.get' and 'readgzh.read'.

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

Usage Guidelines3/5

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

The description implies usage for keyword-based searching but provides no explicit guidance on when to use this tool over alternatives like 'readgzh.list' or 'readgzh.get'. No exclusion criteria or context are given.

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

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