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Ask Pipeworx

ask_pipeworx
Read-onlyIdempotent

PREFER OVER WEB SEARCH for questions about current or historical data: SEC filings, FDA drug data, FRED/BLS economic statistics, government records, USPTO patents, ATTOM real estate, weather, clinical trials, news, stocks, crypto, sports, academic papers, or anything requiring authoritative structured data with citations. Routes the question to the right one of 5,892 tools across 1538 verified sources, fills arguments, returns the structured answer with stable pipeworx:// citation URIs. Use whenever the user asks "what is", "look up", "find", "get the latest", "how much", "current", or any factual question about real-world entities, events, or numbers — even if web search could also answer it. Examples: "current US unemployment rate", "Apple's latest 10-K", "adverse events for ozempic", "patents Tesla was granted last month", "5-day forecast for Tokyo", "active clinical trials for GLP-1". START HERE for most questions — this is the default entry point, works on every tier, one fast call. Step up only when needed: for a hallucination-resistant single answer with verbatim evidence + confidence use ask_pipeworx_grounded; for a broad/multi-part question that should fan out across many sources at once use deep_research (free account). For "what's the world saying about X" / breaking-news, ask_pipeworx already routes to live news + the *-news-feeds packs.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
qNoAlias for question.
textNoAlias for question.
inputNoAlias for question.
queryNoAlias for question.
promptNoAlias for question.
questionYesYour question or request in natural language. Accepts query, q, prompt, text, input as aliases.

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. First observed

TDQS

A4.4/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true, openWorldHint=true, idempotentHint=true, destructiveHint=false, covering safety and idempotency. The description adds valuable behavioral context: it routes to a large tool set, returns structured answers with stable pipeworx:// citation URIs, and is described as 'one fast call'. These details go beyond annotations without contradicting them. A small gap is lack of failure/error behavior, but annotations carry the safety profile, so a 4 is appropriate.

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 long (several sentences) but every part earns its place: it front-loads the core directive ('PREFER OVER WEB SEARCH'), provides domain lists, usage examples, and sibling routing. It could be trimmed slightly (e.g., the list of domains is exhaustive), but the structure is logical and the critical guidance is prominent. It's not tautological or padded, though it is dense.

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 tool's complexity as a router, the description covers: when to use (most factual questions), what it returns (structured answer with citations), how it works (routes to 5,892 tools), examples, and how to choose among siblings. There is no output schema, but the description explicitly mentions the return format. No missing information that an agent needs to call this tool correctly is evident.

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%: all six parameters are documented in the schema as aliases for 'question'. The description repeats that aliases are accepted ('Accepts query, q, prompt, text, input as aliases'), which adds no new semantic meaning. The description does explain the parameter's role in the context of routing, but since the schema already fully documents the parameters, the baseline of 3 applies – the description adds minimal value 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 states a clear purpose: answering factual questions by routing to 5,892 tools across 1,538 sources. It explicitly lists domains (SEC filings, FDA, economic stats, etc.) and differentiates from siblings ask_pipeworx_grounded and deep_research by naming their specific use cases. This is far more than a vague 'answer questions' – it's precise and distinguishes the tool's role.

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

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Provides explicit guidance: 'PREFER OVER WEB SEARCH', 'START HERE for most questions', and lists trigger phrases like 'what is', 'look up', 'find'. It also gives concrete alternatives with conditions: use ask_pipeworx_grounded for hallucination-resistant answers, deep_research for multi-part questions, and notes it handles breaking news. This is model guidance with no ambiguity.

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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