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Bro Find AI

list_mcp_servers

Browse the BroFindAI MCP (Model Context Protocol) servers directory. Filter by category or search by keyword.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoMaximum results to return (default 10, max 50)
queryNoSearch keyword for MCP server name, description, or tags
categoryNoFilter by MCP server category (e.g. 'Databases', 'Browser Automation')

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.1/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden. 'Browse' implies a read-only listing, but the description does not disclose pagination behavior, return shape, authentication needs, or other behavioral details. It is not misleading, but it is minimal.

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 two concise, front-loaded sentences with no filler. Every phrase adds useful information about what the tool does and how it can be narrowed.

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?

It is adequate for a simple optional-parameter listing, but it leaves gaps around output/return expectations and sibling routing. Modern annotations and output schema are absent, so the description alone is only minimally complete.

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?

The input schema already documents all three parameters with descriptions, so the baseline is 3. The description adds no extra meaning beyond restating category and keyword filtering, and it does not clarify formatting or defaults.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description uses a specific verb ('Browse') and a specific resource ('BroFindAI MCP servers directory'), and names the two main filtering modes. It is clear and distinct from sibling categories tools, though it does not explicitly distinguish itself from search_ai_tools.

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?

It offers no guidance on when to prefer this tool over siblings like search_ai_tools or list_categories, and no exclusions are given. The filtering phrases imply usage, but the description does not say when this tool is the right choice versus alternatives.

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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