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anilcancakir

skillsmp-mcp-server

by anilcancakir

Search Skills

skillsmp_search
Read-onlyIdempotent

Search the SkillsMP marketplace for AI coding skills using keywords. Filter results by stars or recency, and retrieve skill details including description, author, stars, and GitHub URL.

Instructions

Search SkillsMP marketplace for AI coding skills by keywords.

Parameters:

  • query: Search terms (e.g., "fastapi", "react testing")

  • page: Page number (default: 1)

  • limit: Results per page (default: 20, max: 100)

  • sort_by: "stars" (default) or "recent"

Returns skills with name, description, author, stars, and GitHub URL.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
queryYesSearch query for skills (e.g., 'SEO', 'web scraper', 'data analysis')
pageNoPage number for pagination
limitNoItems per page (default: 20, max: 100)
sort_byNoSort results by: 'stars' (default) or 'recent'stars
response_formatNoOutput format: 'markdown' for human-readable or 'json' for machine-readablemarkdown
Behavior4/5

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

Annotations already declare readOnlyHint=true, destructiveHint=false, idempotentHint=true. The description adds that results include name, description, author, stars, and GitHub URL, and explains pagination defaults and sorting. This extends transparency without contradiction.

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

Conciseness4/5

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

The description is concise, starting with the purpose then listing parameters in a structured bullet-like format. It uses clear labels and examples without extraneous text. Could slightly benefit from better paragraph flow.

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?

Given 5 parameters and no output schema, the description covers basic functionality (return fields, pagination, sorting) but lacks details on error handling, empty results, or rate limits. It is adequate for a simple search tool but not fully comprehensive.

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%, so baseline is 3. The description repeats schema descriptions for query, page, limit, sort_by and adds examples (e.g., 'fastapi', 'react testing') and clarifies defaults. However, no new semantic meaning beyond schema is provided.

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 explicitly states the tool searches 'SkillsMP marketplace for AI coding skills by keywords', providing a specific verb (search) and resource (marketplace for coding skills). It clearly distinguishes from siblings like skillsmp_install_skill or skillsmp_list_repo_skills by focusing on search.

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

Usage Guidelines2/5

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 sibling tools like skillsmp_ai_search or skillsmp_list_repo_skills. It lacks explicit advice on contexts or alternatives, leaving selection to the agent without criteria.

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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