pipeworx: tool descriptions scored

tools/list taken: 2026-10-07 (UTC)
From: smithery.ai/servers/pipeworx/pipeworx
Homepage: pipeworx.io
Scoring rules: v2

Scores, issues and names only

This page shows how pipeworx's tool descriptions scored, the issues found and the names of its tools and parameters. The descriptions are the server's own: read them where the copy came from.

This copy comes from Smithery's registry, which keeps each tool's name, description and input schema, but no output schema, annotations or instructions. Points for return values and for marking destructive tools can come out lower than the server's own tools/list would give.

A server with a public URL can be scored as it is today: score from a URL

servers/pipeworx-pipeworx

Average score: 58.1 / 100Cloudy
Tools: 32
Near-identical descriptions: 0

Across the server

Minor
32 tools. Above 25, models start to tell tools apart less well.many_tools

Tools

unsubscribe

35 / 100Rain

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 15 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
No `required` list, so every argument is optional.no_required
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

recall

40 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 15 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
It may be destructive, but destructiveHint is not set.destructive_unmarked
Minor
No `required` list, so every argument is optional.no_required
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

pipeworx_trending

44 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 20 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

forget

45 / 100Cloudy

Purpose: 20 / 20
When to use: 10 / 20
Arguments: 15 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
It may be destructive, but destructiveHint is not set.destructive_unmarked
Minor
No `required` list, so every argument is optional.no_required
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

generate_llms_txt

47 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 15 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 5 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
It may be destructive, but destructiveHint is not set.destructive_unmarked
Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

ai_visibility_check

49 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 15 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 10 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

list_subscriptions

52 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 20 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

recent_alerts

52 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 15 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 5 / 10

Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

scan_competitor_ai_presence

52 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 15 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 10 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

validate_claim

52 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 15 / 25
Return value: 7 / 15
Constraints and side effects: 3 / 10
Examples: 10 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
No `required` list, so every argument is optional.no_required

polymarket_kalshi_spread

54 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 15 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 10 / 10

Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

resolve_entity

56 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 17 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 10 / 10

Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

ask_pipeworx

57 / 100Cloudy

Purpose: 17 / 20
When to use: 10 / 20
Arguments: 15 / 25
Return value: 7 / 15
Constraints and side effects: 3 / 10
Examples: 5 / 10

Minor
String arguments with no constraint or example: q, text, input, query, prompt.loose_string_param
Minor
No `required` list, so every argument is optional.no_required

get_connection_config

57 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 15 / 25
Return value: 15 / 15
Constraints and side effects: 0 / 10
Examples: 5 / 10

Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

list_packs

57 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 15 / 25
Return value: 15 / 15
Constraints and side effects: 0 / 10
Examples: 5 / 10

Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

scan_dependency

57 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 15 / 25
Return value: 7 / 15
Constraints and side effects: 3 / 10
Examples: 10 / 10

Minor
No `required` list, so every argument is optional.no_required

search_mcp_directory

57 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 15 / 25
Return value: 15 / 15
Constraints and side effects: 0 / 10
Examples: 5 / 10

Minor
String arguments with no constraint or example: query, category.loose_string_param
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

search_packs

57 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 15 / 25
Return value: 15 / 15
Constraints and side effects: 0 / 10
Examples: 5 / 10

Minor
String arguments with no constraint or example: query.loose_string_param
Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

remember

58 / 100Cloudy

Purpose: 20 / 20
When to use: 15 / 20
Arguments: 15 / 25
Return value: 0 / 15
Constraints and side effects: 3 / 10
Examples: 5 / 10

Major
It may be destructive, but destructiveHint is not set.destructive_unmarked
Minor
No `required` list, so every argument is optional.no_required
Minor
Says nothing about what it returns.no_return_info

discover_tools

62 / 100Cloudy

Purpose: 20 / 20
When to use: 10 / 20
Arguments: 15 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 10 / 10

Minor
String arguments with no constraint or example: q, task, search, description.loose_string_param
Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

get_platform_status

62 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

polymarket_arbitrage

64 / 100Cloudy

Purpose: 17 / 20
When to use: 15 / 20
Arguments: 15 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 10 / 10

Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

get_pack_tools

65 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 15 / 25
Return value: 15 / 15
Constraints and side effects: 0 / 10
Examples: 10 / 10

Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

ask_pipeworx_grounded

67 / 100Cloudy

Purpose: 17 / 20
When to use: 20 / 20
Arguments: 15 / 25
Return value: 7 / 15
Constraints and side effects: 3 / 10
Examples: 5 / 10

Minor
String arguments with no constraint or example: q, text, input, query, prompt.loose_string_param
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

pipeworx_feedback

68 / 100Cloudy

Purpose: 17 / 20
When to use: 15 / 20
Arguments: 16 / 25
Return value: 7 / 15
Constraints and side effects: 3 / 10
Examples: 10 / 10

Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

polymarket_edges

69 / 100Cloudy

Purpose: 20 / 20
When to use: 15 / 20
Arguments: 17 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 10 / 10

Major
It may be destructive, but destructiveHint is not set.destructive_unmarked
Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

recent_changes

69 / 100Cloudy

Purpose: 17 / 20
When to use: 15 / 20
Arguments: 17 / 25
Return value: 7 / 15
Constraints and side effects: 3 / 10
Examples: 10 / 10

Minor
No `required` list, so every argument is optional.no_required

search_within

69 / 100Cloudy

Purpose: 17 / 20
When to use: 20 / 20
Arguments: 15 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 10 / 10

Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

69 / 100Cloudy

Purpose: 20 / 20
When to use: 15 / 20
Arguments: 17 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 10 / 10

Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

bet_research

71 / 100Clear

Purpose: 17 / 20
When to use: 20 / 20
Arguments: 17 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 10 / 10

Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

entity_profile

71 / 100Clear

Purpose: 17 / 20
When to use: 20 / 20
Arguments: 17 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 10 / 10

Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

compare_entities

74 / 100Clear

Purpose: 17 / 20
When to use: 20 / 20
Arguments: 20 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 10 / 10

Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

What static scoring cannot tell

This score reads only the text of each description and schema: it says what is written, not what a model will do. Short tools whose names already say what they do, such as browser_close, score low here even when models use them well, and in our measurements current models chose the right tool in one step even from one-line descriptions, as long as the names and schemas differed. What the text cannot show, such as what happens over several steps and whether an added sentence helps or misleads, is what an evaluation measures, on the Pro and Team plans.

Is your server listed here and you would rather it were not? Email support@forecall.dev, and we will take it off within 7 days.

All scored servers