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AgentPay — Pay-per-call AI Microservices: tool descriptions scored help.agentpay/agentpay

tools/list taken
(UTC)
Connected to
https://agentpay.help/mcp
Scoring rules
v2
Score this URL as it is today

Scores, issues and names only

This page shows how AgentPay — Pay-per-call AI Microservices (help.agentpay/agentpay)'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.

Forecall asked the URL this server lists in the official MCP Registry for its tools/list once, on the date above, without calling any tool. The server may have changed since.

servers/help.agentpay/agentpay
Average score
26.4 / 100Rain
Tools
34
Near-identical descriptions
3

Across the server

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

Tools whose descriptions are nearly the same

3 of 3 pairs shown, highest description similarity first.
ToolToolDescription similarityName similarity
buy-credits-starterbuy-credits-pro0.870.50
buy-creditsbuy-credits-starter0.600.67
buy-creditsbuy-credits-pro0.600.67

Tools

threat-intel

15 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
2 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (9 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: cve_id, keyword.param_no_description
  • Minor
    String arguments with no constraint or example: cve_id, keyword.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

agent-reputation

18 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (8 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: endpoint_url.param_no_description
  • Minor
    String arguments with no constraint or example: endpoint_url.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

content-safety

18 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (9 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: text.param_no_description
  • Minor
    String arguments with no constraint or example: text.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

legal-lookup

18 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (8 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: query, jurisdiction.param_no_description
  • Minor
    String arguments with no constraint or example: query, jurisdiction.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

news-feed

18 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (9 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: query, limit.param_no_description
  • Minor
    String arguments with no constraint or example: query.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

sanctions-screen

18 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (9 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: name, type.param_no_description
  • Minor
    String arguments with no constraint or example: name, type.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

translate

18 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (9 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: text, targetLanguage.param_no_description
  • Minor
    String arguments with no constraint or example: text, targetLanguage.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

weather-data

18 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (9 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: location, days.param_no_description
  • Minor
    String arguments with no constraint or example: location.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

crypto-price

19 / 100Rain

Purpose
10 / 20
When to use
0 / 20
Arguments
2 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: symbols, vs_currency.param_no_description
  • Minor
    String arguments with no constraint or example: vs_currency.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

market-intel

19 / 100Rain

Purpose
10 / 20
When to use
0 / 20
Arguments
2 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: country.param_no_description
  • Minor
    String arguments with no constraint or example: country.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

code-review

22 / 100Rain

Purpose
10 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: code, language.param_no_description
  • Minor
    String arguments with no constraint or example: code, language.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

image-describe

22 / 100Rain

Purpose
10 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: image_url, detail.param_no_description
  • Minor
    String arguments with no constraint or example: image_url, detail.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

on-chain-events

22 / 100Rain

Purpose
10 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: address, chain.param_no_description
  • Minor
    String arguments with no constraint or example: address, chain.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

classify-insurance

26 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: text.param_no_description
  • Minor
    String arguments with no constraint or example: text.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

deep-research

26 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: topic, depth.param_no_description
  • Minor
    String arguments with no constraint or example: topic, depth.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

defi-yields

26 / 100Rain

Purpose
10 / 20
When to use
0 / 20
Arguments
2 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: protocol, chain.param_no_description
  • Minor
    String arguments with no constraint or example: protocol, chain.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

extract

26 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: text, fields.param_no_description
  • Minor
    String arguments with no constraint or example: text.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

insurance-analysis

26 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: text.param_no_description
  • Minor
    String arguments with no constraint or example: text.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

lead-score

26 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: lead, context.param_no_description
  • Minor
    String arguments with no constraint or example: context.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

memory

26 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: action, key, value, namespace.param_no_description
  • Minor
    String arguments with no constraint or example: action, key, value, namespace.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    Says nothing about what it returns.no_return_info

prediction-market

26 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: query, limit.param_no_description
  • Minor
    String arguments with no constraint or example: query.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

sentiment

26 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: text.param_no_description
  • Minor
    String arguments with no constraint or example: text.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

summarize

26 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: text.param_no_description
  • Minor
    String arguments with no constraint or example: text.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

token-safety

26 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: address, chain.param_no_description
  • Minor
    String arguments with no constraint or example: address, chain.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

wallet-risk

26 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: address, chain.param_no_description
  • Minor
    String arguments with no constraint or example: address, chain.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

web-search

26 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: query, max_results.param_no_description
  • Minor
    String arguments with no constraint or example: query.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

ad-copy

29 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: brief, platform, count.param_no_description
  • Minor
    String arguments with no constraint or example: brief, platform.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    Says nothing about what it returns.no_return_info

geocode

29 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: query, reverse.param_no_description
  • Minor
    String arguments with no constraint or example: query.loose_string_param
  • Minor
    The meaning of the boolean argument reverse is unclear.vague_boolean
  • Minor
    Says nothing about what it returns.no_return_info

web-scrape

29 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: url, max_chars.param_no_description
  • Minor
    String arguments with no constraint or example: url.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

batch

32 / 100Rain

Purpose
20 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: calls.param_no_description
  • Minor
    String arguments with no constraint or example: calls.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

buy-credits

49 / 100Cloudy

Purpose
14 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Its description is nearly the same as buy-credits-starter's (similarity 0.60); only the names and schemas tell them apart. Say in this description when to use buy-credits-starter instead.confusable_pair
  • Minor
    Its description is nearly the same as buy-credits-pro's (similarity 0.60); only the names and schemas tell them apart. Say in this description when to use buy-credits-pro instead.confusable_pair
  • Minor
    Says nothing about what it returns.no_return_info

buy-credits-pro

49 / 100Cloudy

Purpose
14 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Its description is nearly the same as buy-credits-starter's (similarity 0.87); only the names and schemas tell them apart. Say in this description when to use buy-credits-starter instead.confusable_pair
  • Minor
    Its description is nearly the same as buy-credits's (similarity 0.60); only the names and schemas tell them apart. Say in this description when to use buy-credits instead.confusable_pair
  • Minor
    Says nothing about what it returns.no_return_info

buy-credits-starter

49 / 100Cloudy

Purpose
14 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Its description is nearly the same as buy-credits-pro's (similarity 0.87); only the names and schemas tell them apart. Say in this description when to use buy-credits-pro instead.confusable_pair
  • Minor
    Its description is nearly the same as buy-credits's (similarity 0.60); only the names and schemas tell them apart. Say in this description when to use buy-credits instead.confusable_pair
  • Minor
    Says nothing about what it returns.no_return_info

eth-gas

49 / 100Cloudy

Purpose
14 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Says nothing about what it returns.no_return_info

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.

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