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gemini2026

Documentation Search MCP Server

by gemini2026
OverviewSchemaRelated ServersScoreDiscussions
Python
Remote

filtered_search

Filter documentation search results by library, content type, difficulty level, code examples, and version to find targeted information.

Instructions

Search with advanced filtering options.

Args:
    query: The search query
    library: The library to search in
    content_type: Filter by content type ("tutorial", "reference", "example", "guide")
    difficulty_level: Filter by difficulty ("beginner", "intermediate", "advanced")
    has_code_examples: Filter for content with code examples (true/false)
    version: Library version to search (e.g., "4.2", "stable", "latest"). Default: "latest"
    auto_detect_version: Automatically detect installed package version. Default: False

Returns:
    Filtered search results matching specified criteria

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
queryYes
libraryYes
versionNolatest
content_typeNo
difficulty_levelNo
has_code_examplesNo
auto_detect_versionNo

Tool Definition Quality

A3.5/5.0
Behavior2/5

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

No annotations provided, and the description only states it returns filtered results. No disclosure of side effects, authentication needs, or limitations like rate limits or pagination.

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 structured with clear Args and Returns sections. Could be slightly more compact, but effectively communicates without redundancy.

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?

Covers all parameters adequately but lacks explanation of return format, pagination, error handling, or anything beyond basic filtering. With no output schema, more detail on results would help.

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

Parameters5/5

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

Schema description coverage is 0%, but the description fully documents all 7 parameters with types and defaults, adding significant meaning beyond the empty 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 'Search with advanced filtering options' and lists all filter parameters, distinguishing it from sibling tools like semantic_search or get_docs.

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?

No guidance on when to use this tool versus alternatives like semantic_search or get_code_examples. No context on prerequisites or usage patterns.

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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