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Code-Fundi

Code-Fundi MCP Server

Official
by Code-Fundi

code-fundi-language-stats

Read-only

Retrieve programming language usage statistics across all indexed repositories to understand codebase composition and guide technology decisions.

Instructions

Get programming language usage statistics across all indexed repositories.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior3/5

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

Annotations include readOnlyHint=true, which already conveys the read-only safety. The description adds scope context ('across all indexed repositories') but does not disclose return format or other behavioral details. With annotations covering safety, a 3 is appropriate.

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 a single, front-loaded sentence that conveys the core purpose without any fluff. Every word contributes value, making it highly concise and well-structured.

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 tool's low complexity (zero parameters, read-only annotation), the description provides sufficient context to understand its function. However, it does not specify the exact statistics format or metrics (e.g., lines, bytes, file counts), leaving slight ambiguity in the expected output.

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 tool has zero parameters, so the baseline is 4. The description appropriately explains what the tool does without needing to elaborate on parameter specifics, as none exist.

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 states a specific verb ('Get') with a clear resource ('programming language usage statistics') and scope ('across all indexed repositories'). It distinguishes itself from sibling tools like usage-stats and activity-stats by specifying the subject (language) and global scope.

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?

The description provides clear context that this tool returns aggregate language statistics across all indexed repositories, implying it is not for per-repo queries. However, it does not explicitly name alternatives or state when not to use it, so it falls short of a 5.

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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