Skip to main content
Glama
archoor

PainSpotter MCP Server

Query Opportunities

query_opportunities
Read-onlyIdempotent

Search validated startup opportunities by keyword, platform, and score. Filter results to find high-quality market signals for business research.

Instructions

Search PainSpotter opportunities: filter by keyword, minimum score, platform and recommendation tier. Results are sorted by overall score, highest first.

Args: query: Keyword matched against title + description, e.g. "sleep tracker", "AI writing". Empty = no keyword filter. min_score: Minimum overall score, 0-100. Default 0. platform: Platform filter: reddit / hackernews / producthunt. Empty = all. recommendation: Recommendation tier: Build / Validate / Skip. Empty = all. page_size: Number of results to return, 1-30. Default 10.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
queryNo
min_scoreNo
platformNo
recommendationNo
page_sizeNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
Behavior4/5

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

Annotations already indicate readOnlyHint and idempotentHint; the description adds that results are sorted by overall score descending, which is useful behavioral context beyond annotations.

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 concise with a clear summary followed by parameter details in a bullet-like format, no wasted sentences.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the 5 parameters, all optional with defaults, and an output schema present, the description fully explains inputs, sorting, and defaults, making it complete for an agent.

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?

With 0% schema coverage, the description fully compensates by providing examples, defaults, and clear explanations for each parameter (e.g., 'e.g. sleep tracker' for query).

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 'Search PainSpotter opportunities' with specific filter criteria, clearly distinguishing it from the sibling 'get_opportunity' which retrieves a single item.

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 implies usage for searching/filtering vs. get_opportunity for single retrieval, but no explicit 'when not to use' or alternative conditions are given.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Install Server

Other Tools

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/archoor/painspotter-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server