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flyanima

Open Search MCP

by flyanima

intelligent_research

Execute a query across web, news, academic, social, and tech sources. Results are deduplicated, ranked by relevance, and optionally include intelligent analysis.

Instructions

Intelligent search across multiple sources with smart ranking and deduplication

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
queryYesSearch query to execute across multiple sources
sourcesNoSources to search: web, news, academic, social, tech
maxResultsNoMaximum results per source (1-20)
includeAnalysisNoInclude intelligent analysis of results
Behavior3/5

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

The description mentions smart ranking and deduplication, providing some behavioral insight, but lacks details on side effects, authorization, or output format. No annotations are present to supplement.

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 a single concise sentence that quickly conveys the tool's purpose, though it could be slightly more structured with additional details.

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?

The description covers the tool's high-level function but lacks details about the output format or result structure, which is needed given the absence of an output schema.

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 param descriptions are already provided. The tool description adds high-level context but does not elaborate on individual parameters beyond the 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 the tool's purpose as an intelligent search across multiple sources with smart ranking and deduplication, distinguishing it from sibling single-source search tools.

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 use for broad multi-source searches but does not explicitly compare with sibling tools like deep_research or when to avoid this tool.

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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