Skip to main content
Glama

Ask Pipeworx Beta

ask_pipeworx_beta
Read-onlyIdempotent

Beta version of ask_pipeworx: identical universal router (same 5,743 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so this currently matches ask_pipeworx exactly. Use it exactly like ask_pipeworx when you want the newest routing; results are compared against the stable router to decide what merges. Falls back to nothing — this IS a full working router, just the experimental edge.

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.

TDQS

A4.7/5.0
Behavior5/5

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

Beyond the annotations, the description discloses that this is an experimental edge, that candidate routing improvements are enabled live, and that it is a fully working router that does not fall back to anything. The current status of no active candidate is also transparently stated, which is valuable behavioral context beyond the readOnly/idempotent hints.

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 information-dense without being bloated. Each sentence adds distinct value: beta definition, current identical state, usage instruction, and a clarification that it is a full working router. It is well-structured and front-loaded with the core purpose.

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?

For a router with no output schema, the description compensates by explicitly stating that the response shape is identical to ask_pipeworx and that arguments are the same. Combined with full schema coverage and the experimental-status explanation, an agent has everything needed to invoke the tool correctly.

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 description coverage is 100% and every alias is already documented. The description adds no new parameter-level meaning beyond stating that arguments are identical to ask_pipeworx, so it does not raise the score above the baseline.

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 identifies the tool as a beta variant of ask_pipeworx, a universal router with the same 5,743 tools, arguments, and response shape. It also distinguishes it from the stable ask_pipeworx by noting the experimental routing improvements, so an agent can understand exactly what this tool is and how it relates to siblings.

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?

The description explicitly states to use it exactly like ask_pipeworx when the newest routing is desired, and notes that results are compared against the stable router. It gives clear situational context, including that no candidate is active right now so it matches ask_pipeworx exactly, which tells the agent when and how to use it.

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

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.

TDQS

B3.3/5.0
Disambiguation2/5

The tools span vastly different domains (AI visibility, data querying, prediction markets, GIS) with clear descriptions individually, but the set lacks a coherent focus. An agent looking for ArcGIS functionality would be distracted by many unrelated tools, causing confusion in tool selection.

Naming Consistency2/5

Most tool names use snake_case, but there is no consistent verb_noun pattern. Some names are verbs (remember, forget), others are noun phrases (entity_profile, layer_info), and some include underscores inconsistently (generate_llms_txt vs. bet_research). The naming feels arbitrary.

Tool Count1/5

With 33 tools, the count is high, but the vast majority are from Pipeworx and unrelated to the server's stated purpose (Arcgis Roanoke). Only 3-4 tools actually relate to GIS. The tool count is extremely inappropriate for the server's focus.

Completeness1/5

For the implied domain of ArcGIS Roanoke, the tool surface is severely incomplete, lacking CRUD for map layers, spatial queries, or data management. Conversely, the Pipeworx subset is also incomplete on its own (e.g., missing many data sources). The overall surface fails to serve any single domain well.