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Deep Values: tool descriptions scored ai.deepvalues/deepvalues

tools/list taken
(UTC)
Connected to
https://app.deepvalues.ai/api/mcp
Scoring rules
v2
Score this URL as it is today

Scores, issues and names only

This page shows how Deep Values (ai.deepvalues/deepvalues)'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/ai.deepvalues/deepvalues
Average score
44.1 / 100Cloudy
Tools
27
Near-identical descriptions
14

Across the server

  • Minor
    27 tools. Above 25, models start to tell tools apart less well.many_tools
  • Minor
    14 pairs with nearly the same description in all; the top 12 are shown.confusable_pair_total

Tools whose descriptions are nearly the same

12 of 14 pairs shown, highest description similarity first.
ToolToolDescription similarityName similarity
companies_searchcompany_overview0.820.00
guruguru_portfolio0.730.50
newscompany_overview0.720.00
newsfilings0.720.00
newsfundamentals0.680.00
company_overviewfilings0.680.00
newscompanies_search0.670.00
company_overviewfundamentals0.650.00
fundamentalsfilings0.650.00
companies_searchfilings0.630.00
sentimentnews0.620.00
indicators_shiller_penews0.600.00

Tools

companies_search

26 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
2 / 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
  • Major
    Arguments without a description: q, limit.param_no_description
  • Minor
    Its description is nearly the same as company_overview's (similarity 0.82); only the names and schemas tell them apart. Say in this description when to use company_overview instead.confusable_pair
  • Minor
    Its description is nearly the same as news's (similarity 0.67); only the names and schemas tell them apart. Say in this description when to use news instead.confusable_pair
  • Minor
    Its description is nearly the same as filings's (similarity 0.63); only the names and schemas tell them apart. Say in this description when to use filings instead.confusable_pair
  • Minor
    String arguments with no constraint or example: q.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

theses

31 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
4 / 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
  • Major
    Arguments without a description: ticker, min_conviction, sentiment, limit.param_no_description
  • Minor
    String arguments with no constraint or example: ticker.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

company_overview

32 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 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
  • Major
    Arguments without a description: ticker.param_no_description
  • Minor
    Its description is nearly the same as companies_search's (similarity 0.82); only the names and schemas tell them apart. Say in this description when to use companies_search instead.confusable_pair
  • Minor
    Its description is nearly the same as news's (similarity 0.72); only the names and schemas tell them apart. Say in this description when to use news instead.confusable_pair
  • Minor
    Its description is nearly the same as filings's (similarity 0.68); only the names and schemas tell them apart. Say in this description when to use filings instead.confusable_pair
  • Minor
    Its description is nearly the same as fundamentals's (similarity 0.65); only the names and schemas tell them apart. Say in this description when to use fundamentals instead.confusable_pair
  • Minor
    String arguments with no constraint or example: ticker.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

filings

32 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 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
  • Major
    Arguments without a description: ticker, form, limit.param_no_description
  • Minor
    Its description is nearly the same as news's (similarity 0.72); only the names and schemas tell them apart. Say in this description when to use news instead.confusable_pair
  • Minor
    Its description is nearly the same as company_overview's (similarity 0.68); only the names and schemas tell them apart. Say in this description when to use company_overview instead.confusable_pair
  • Minor
    Its description is nearly the same as fundamentals's (similarity 0.65); only the names and schemas tell them apart. Say in this description when to use fundamentals instead.confusable_pair
  • Minor
    Its description is nearly the same as companies_search's (similarity 0.63); only the names and schemas tell them apart. Say in this description when to use companies_search instead.confusable_pair
  • Minor
    String arguments with no constraint or example: ticker, form.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

guru

32 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 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
  • Major
    Arguments without a description: slug.param_no_description
  • Minor
    Its description is nearly the same as guru_portfolio's (similarity 0.73); only the names and schemas tell them apart. Say in this description when to use guru_portfolio instead.confusable_pair
  • Minor
    String arguments with no constraint or example: slug.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

intrinsic_value

32 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 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
  • Major
    Arguments without a description: ticker.param_no_description
  • Minor
    String arguments with no constraint or example: ticker.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

fundamentals

34 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
7 / 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
  • Major
    Arguments without a description: ticker, period, limit.param_no_description
  • Minor
    Its description is nearly the same as news's (similarity 0.68); only the names and schemas tell them apart. Say in this description when to use news instead.confusable_pair
  • Minor
    Its description is nearly the same as company_overview's (similarity 0.65); only the names and schemas tell them apart. Say in this description when to use company_overview instead.confusable_pair
  • Minor
    Its description is nearly the same as filings's (similarity 0.65); only the names and schemas tell them apart. Say in this description when to use filings instead.confusable_pair
  • Minor
    String arguments with no constraint or example: ticker.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

guru_portfolio

34 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
7 / 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
  • Major
    Arguments without a description: slug, as_of.param_no_description
  • Minor
    Its description is nearly the same as guru's (similarity 0.73); only the names and schemas tell them apart. Say in this description when to use guru instead.confusable_pair
  • Minor
    String arguments with no constraint or example: slug.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

gurus

34 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
7 / 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
  • Major
    Arguments without a description: style, limit.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

indicators_buffett

34 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
7 / 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
  • Major
    Arguments without a description: history_years.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

indicators_shiller_pe

34 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
7 / 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
  • Major
    Arguments without a description: history_years.param_no_description
  • Minor
    Its description is nearly the same as news's (similarity 0.60); only the names and schemas tell them apart. Say in this description when to use news instead.confusable_pair
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

news

35 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
8 / 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
  • Major
    Arguments without a description: ticker, since, sentiment.param_no_description
  • Minor
    Its description is nearly the same as company_overview's (similarity 0.72); only the names and schemas tell them apart. Say in this description when to use company_overview instead.confusable_pair
  • Minor
    Its description is nearly the same as filings's (similarity 0.72); only the names and schemas tell them apart. Say in this description when to use filings instead.confusable_pair
  • Minor
    Its description is nearly the same as fundamentals's (similarity 0.68); only the names and schemas tell them apart. Say in this description when to use fundamentals instead.confusable_pair
  • Minor
    Its description is nearly the same as companies_search's (similarity 0.67); only the names and schemas tell them apart. Say in this description when to use companies_search instead.confusable_pair
  • Minor
    Its description is nearly the same as sentiment's (similarity 0.62); only the names and schemas tell them apart. Say in this description when to use sentiment instead.confusable_pair
  • Minor
    Its description is nearly the same as indicators_shiller_pe's (similarity 0.60); only the names and schemas tell them apart. Say in this description when to use indicators_shiller_pe instead.confusable_pair
  • Minor
    String arguments with no constraint or example: ticker.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

sentiment

35 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
8 / 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
  • Major
    Arguments without a description: ticker, source, window.param_no_description
  • Minor
    Its description is nearly the same as news's (similarity 0.62); only the names and schemas tell them apart. Say in this description when to use news instead.confusable_pair
  • Minor
    String arguments with no constraint or example: ticker.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

ai_context

39 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
7 / 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
  • Major
    Arguments without a description: ticker, token_budget.param_no_description
  • Major
    It may be destructive, but destructiveHint is not set.destructive_unmarked
  • Minor
    String arguments with no constraint or example: ticker.loose_string_param

mirror_brief

44 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
7 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: ticker, guru, quarter.param_no_description
  • Minor
    String arguments with no constraint or example: ticker, guru.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

smart_money_changes

48 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
16 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Arguments without a description: min_position_usd, status.param_no_description
  • 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

webhooks_list

49 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 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
  • Minor
    Says nothing about what it returns.no_return_info

research

51 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
7 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: ticker, language.param_no_description
  • Minor
    String arguments with no constraint or example: ticker.loose_string_param

credits_packs

52 / 100Cloudy

Purpose
17 / 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

smart_money_holdings

52 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
18 / 25
Return value
7 / 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
    Arguments without a description: ticker.param_no_description

account

56 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 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

pricing

57 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    Says nothing about what it returns.no_return_info

keys_me

59 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
7 / 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

verdict

59 / 100Cloudy

Purpose
17 / 20
When to use
15 / 20
Arguments
12 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: ticker, guru.param_no_description
  • Minor
    String arguments with no constraint or example: ticker, guru.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

credits_checkout

62 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
20 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    Says nothing about what it returns.no_return_info

keys_create

66 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
22 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    No `required` list, so every argument is optional.no_required

guru_moves

73 / 100Clear

Purpose
17 / 20
When to use
20 / 20
Arguments
14 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    Arguments without a description: limit.param_no_description
  • 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

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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