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GW8 Signal API: tool descriptions scored io.github.GrayWolf8-creator/gw8-signal-api

tools/list taken
(UTC)
From
Official MCP Registry
Connected to
https://micro-saas-agent.onrender.com/mcp
Repository
github.com/GrayWolf8-creator/micro-saas-agent
Scoring rules
v2
Removal
support@forecall.dev
Score this URL as it is today

Scores, issues and names only

This page shows how GW8 Signal API (io.github.GrayWolf8-creator/gw8-signal-api)'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/io.github.GrayWolf8-creator/gw8-signal-api
Average score
39.5 / 100Rain
Tools
29
Near-identical descriptions
8

Across the server

  • Minor
    29 tools. Above 25, models start to tell tools apart less well.many_tools
  • Minor
    The server has no instructions. Say there, once, what the server is for and when to use it: Claude Code and Gemini CLI read the instructions before the tool descriptions.instructions_missing

Tools whose descriptions are nearly the same

8 of 8 pairs shown, highest description similarity first.
ToolToolDescription similarityName similarity
get_full_signalget_band_dots0.700.20
get_coinget_value_history0.680.25
get_band_dotsget_coin0.650.25
get_value_scoreget_value_history0.650.50
get_regimeget_coin0.630.33
get_value_screenget_value_history0.620.50
get_historyget_value_history0.420.67
get_historyget_growth_history0.410.67

Tools

subscribe_green_dot_alerts

24 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
2 / 25
Return value
0 / 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
    Arguments without a description: webhookUrl, filter, pairs.param_no_description
  • Minor
    String arguments with no constraint or example: webhookUrl.loose_string_param
  • 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

get_growth_screen

27 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
0 / 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
    Arguments without a description: kind, minRulesPassed, triggerOnly, minTvlUsd, window.param_no_description
  • Minor
    String arguments with no constraint or example: window.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument triggerOnly is unclear.vague_boolean
  • 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

get_growth_history

29 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
7 / 25
Return value
0 / 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
    Arguments without a description: weeks, kind, minRulesPassed, triggerOnly, minTvlUsd.param_no_description
  • Minor
    Its description is nearly the same as get_history's (similarity 0.41); only the names and schemas tell them apart. Say in this description when to use get_history instead.confusable_pair
  • 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
    The meaning of the boolean argument triggerOnly is unclear.vague_boolean
  • 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

get_value_screen

29 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
7 / 25
Return value
0 / 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
    Arguments without a description: symbols, sort, minScore.param_no_description
  • Minor
    Its description is nearly the same as get_value_history's (similarity 0.62); only the names and schemas tell them apart. Say in this description when to use get_value_history instead.confusable_pair
  • Minor
    String arguments with no constraint or example: symbols.loose_string_param
  • 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

get_gov_contracts

31 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
9 / 25
Return value
0 / 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
    Arguments without a description: ticker, sector, q.param_no_description
  • 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

get_token_verdict

33 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
11 / 25
Return value
0 / 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
    Arguments without a description: chain, address.param_no_description
  • Minor
    String arguments with no constraint or example: address.loose_string_param
  • 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

get_history

35 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
13 / 25
Return value
0 / 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
  • Minor
    Its description is nearly the same as get_value_history's (similarity 0.42); only the names and schemas tell them apart. Say in this description when to use get_value_history instead.confusable_pair
  • Minor
    Its description is nearly the same as get_growth_history's (similarity 0.41); only the names and schemas tell them apart. Say in this description when to use get_growth_history instead.confusable_pair
  • Minor
    Arguments without a description: pair.param_no_description
  • 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

get_payment_rails

35 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
13 / 25
Return value
0 / 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
  • Minor
    Arguments without a description: amount.param_no_description
  • 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

get_value_history

35 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
13 / 25
Return value
0 / 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
    Arguments without a description: symbol, weeks.param_no_description
  • Minor
    Its description is nearly the same as get_coin's (similarity 0.68); only the names and schemas tell them apart. Say in this description when to use get_coin instead.confusable_pair
  • Minor
    Its description is nearly the same as get_value_score's (similarity 0.65); only the names and schemas tell them apart. Say in this description when to use get_value_score instead.confusable_pair
  • Minor
    Its description is nearly the same as get_value_screen's (similarity 0.62); only the names and schemas tell them apart. Say in this description when to use get_value_screen instead.confusable_pair
  • Minor
    Its description is nearly the same as get_history's (similarity 0.42); only the names and schemas tell them apart. Say in this description when to use get_history instead.confusable_pair
  • 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

check_spend_policy

38 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
6 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
5 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: payment, payment.amount, payment.currency, payment.recipientId, payment.recipientDomain, payment.merchantCategory, payment.chain, payment.timestamp, payment.agentId, payment.memo.param_no_description
  • Minor
    String arguments with no constraint or example: payment.currency, payment.recipientId, payment.recipientDomain, payment.merchantCategory, payment.chain, payment.timestamp, payment.agentId, payment.memo.loose_string_param

get_coin

38 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
16 / 25
Return value
0 / 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
  • Minor
    Its description is nearly the same as get_value_history's (similarity 0.68); only the names and schemas tell them apart. Say in this description when to use get_value_history instead.confusable_pair
  • Minor
    Its description is nearly the same as get_band_dots's (similarity 0.65); only the names and schemas tell them apart. Say in this description when to use get_band_dots instead.confusable_pair
  • Minor
    Its description is nearly the same as get_regime's (similarity 0.63); only the names and schemas tell them apart. Say in this description when to use get_regime instead.confusable_pair
  • Minor
    Arguments without a description: symbol.param_no_description
  • 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

get_flows

38 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
16 / 25
Return value
0 / 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
  • Minor
    Arguments without a description: symbol.param_no_description
  • 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

list_paid_endpoints

39 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
25 / 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
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

get_band_dots

42 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 25
Return value
0 / 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
  • Minor
    Its description is nearly the same as get_full_signal's (similarity 0.70); only the names and schemas tell them apart. Say in this description when to use get_full_signal instead.confusable_pair
  • Minor
    Its description is nearly the same as get_coin's (similarity 0.65); only the names and schemas tell them apart. Say in this description when to use get_coin instead.confusable_pair
  • 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

get_crypto_rules

42 / 100Cloudy

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

get_daily_brief

42 / 100Cloudy

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

get_full_signal

42 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 25
Return value
0 / 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
  • Minor
    Its description is nearly the same as get_band_dots's (similarity 0.70); only the names and schemas tell them apart. Say in this description when to use get_band_dots instead.confusable_pair
  • 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

get_kraken_listings

42 / 100Cloudy

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

get_regime

42 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 25
Return value
0 / 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
  • Minor
    Its description is nearly the same as get_coin's (similarity 0.63); only the names and schemas tell them apart. Say in this description when to use get_coin instead.confusable_pair
  • 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

get_sample

42 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 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
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

get_signing_pubkey

42 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 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
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

get_brief_teaser

45 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
25 / 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
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

get_growth_setup

45 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
16 / 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
  • Minor
    Arguments without a description: chain.param_no_description
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

get_value_score

45 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
16 / 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
  • Minor
    Its description is nearly the same as get_value_history's (similarity 0.65); only the names and schemas tell them apart. Say in this description when to use get_value_history instead.confusable_pair
  • Minor
    Arguments without a description: symbol.param_no_description
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

should_i_pay

45 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
6 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Major
    Arguments without a description: payment, payment.amount, payment.currency, payment.recipientId, payment.recipientDomain, payment.merchantCategory, payment.chain, payment.timestamp, payment.agentId, payment.memo, seller, seller.address, seller.endpoint, seller.lookbackDays, sellerRules, sellerRules.onCaution, sellerRules.onUnknown, sellerRules.minScore.param_no_description
  • Minor
    String arguments with no constraint or example: payment.currency, payment.recipientId, payment.recipientDomain, payment.merchantCategory, payment.chain, payment.timestamp, payment.agentId, payment.memo, seller.address, seller.endpoint.loose_string_param
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

check_seller_reputation

47 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
13 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Minor
    Arguments without a description: lookbackDays.param_no_description
  • 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_relative_strength

49 / 100Cloudy

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

buy_day_pass

50 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
0 / 15
Constraints and side effects
3 / 10
Examples
5 / 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

get_rwa_feed

52 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
5 / 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

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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