list_languages
List programming languages of MCP servers with counts.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
Output Schema
| Name | Required | Description | Default |
|---|---|---|---|
| languages | Yes |
List programming languages of MCP servers with counts.
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
| Name | Required | Description | Default |
|---|---|---|---|
| languages | Yes |
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description carries the full burden. It clarifies the scope ('of MCP servers') and indicates the output includes counts, but does not disclose any potential limitations or side effects. For a simple list operation this is adequate, though minimal.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is a single concise sentence that is front-loaded with the key verb and resource. Every word adds value, with no redundancy or filler.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
The tool is simple, has no parameters, and an output schema exists. The description fully conveys the purpose and scope. No additional context is necessary.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The tool accepts zero parameters, and the schema coverage is 100% (empty object). Per the rubric, zero parameters warrants a baseline of 4. The description adds no parameter info but none is needed.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description uses a specific verb ('List') and resource ('programming languages of MCP servers') with a clear output detail ('with counts'). It distinguishes itself from sibling tools like list_categories and list_tags by focusing on languages.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description provides no guidance on when to use this tool versus alternatives. It does not mention exclusions or alternative tools, leaving the agent to infer usage from the name alone.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Add one secure layer between your agents and this server.
Each tool targets a distinct operation on the catalog: listing categories, languages, tags, hot, trending; searching; getting details; comparing. No overlap in functionality.
All tool names follow the verb_noun pattern consistently (list_*, get_*, search_*, compare_*), using snake_case throughout.
8 tools is a well-scoped size for a server directory, covering browsing, search, and detail retrieval without being overwhelming.
The tool set covers listing, searching, and comparing servers. Missing a direct 'list all servers' endpoint, but search with empty query likely fills that gap.