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Little Green Light MCP by usefulapi: tool descriptions scored io.usefulapi/little-green-light

tools/list taken
(UTC)
From
Official MCP Registry
Connected to
https://little-green-light.usefulapi.io/mcp
Homepage
usefulapi.io/little-green-light/
Repository
github.com/m190/usefulapi-mcp
Scoring rules
v2
Removal
support@forecall.dev
Score this URL as it is today

Scores, issues and names only

This page shows how Little Green Light MCP by usefulapi (io.usefulapi/little-green-light)'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.usefulapi/little-green-light
Average score
49.8 / 100Cloudy
Tools
20
Near-identical descriptions
1

Across the server

Tools whose descriptions are nearly the same

1 of 1 pairs shown, highest description similarity first.
ToolToolDescription similarityName similarity
lgl_list_campaignslgl_list_funds0.670.50

Tools

lgl_list_constituent_contact_reports

44 / 100Cloudy

Purpose
14 / 20
When to use
0 / 20
Arguments
23 / 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
  • Minor
    Required identifiers whose description does not say where the value comes from: constituent_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

lgl_update_constituent

45 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
13 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Arguments without a description: middle_name, suffix, job_title, salutation, annual_report_name, gender, maiden_name, nick_name, is_deceased.param_no_description
  • Minor
    String arguments with no constraint or example: middle_name, suffix, spouse_name, org_name, job_title, addressee, salutation, annual_report_name, gender, maiden_name, nick_name, deceased_date.loose_string_param
  • Minor
    The meaning of the boolean argument is_deceased is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument is_anon is unclear.vague_boolean
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.id_source_missing

lgl_get_constituent

47 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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
  • Minor
    Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.id_source_missing

lgl_get_gift

47 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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
  • Minor
    Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.id_source_missing

lgl_list_constituent_gifts

47 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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
  • Minor
    Required identifiers whose description does not say where the value comes from: constituent_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

lgl_list_constituent_notes

47 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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
  • Minor
    Required identifiers whose description does not say where the value comes from: constituent_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

lgl_list_type_values

47 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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

lgl_list_campaigns

49 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
20 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Its description is nearly the same as lgl_list_funds's (similarity 0.67); only the names and schemas tell them apart. Say in this description when to use lgl_list_funds instead.confusable_pair
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

lgl_list_events

49 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
20 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

lgl_list_funds

49 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
20 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Its description is nearly the same as lgl_list_campaigns's (similarity 0.67); only the names and schemas tell them apart. Say in this description when to use lgl_list_campaigns instead.confusable_pair
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

lgl_list_team_members

49 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
20 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

lgl_create_constituent

50 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
13 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    Arguments without a description: middle_name, suffix, job_title, salutation, annual_report_name, gender, maiden_name, nick_name, is_deceased, email_addresses[].is_preferred, phone_numbers[].is_preferred, street_addresses[].street, street_addresses[].city, street_addresses[].postal_code, street_addresses[].county, street_addresses[].country, street_addresses[].is_preferred, groups[].is_current.param_no_description
  • Minor
    String arguments with no constraint or example: middle_name, suffix, spouse_name, org_name, job_title, addressee, salutation, annual_report_name, gender, maiden_name, nick_name, deceased_date, email_addresses[].address, phone_numbers[].number, street_addresses[].street, street_addresses[].city, street_addresses[].state, street_addresses[].postal_code, street_addresses[].county, street_addresses[].country.loose_string_param
  • Minor
    The meaning of the boolean argument is_deceased is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument is_anon is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument email_addresses[].is_preferred is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument phone_numbers[].is_preferred is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument street_addresses[].is_preferred is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument groups[].is_current is unclear.vague_boolean
  • Minor
    Says nothing about what it returns.no_return_info

lgl_create_gift

50 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
13 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Arguments without a description: gift_category_id, fund_id, fund_name, campaign_id, campaign_name, appeal_id, appeal_name, event_id, event_name, payment_type_id, deposited_amount.param_no_description
  • Minor
    String arguments with no constraint or example: fund_name, campaign_name, appeal_name, event_name, check_number, note.loose_string_param
  • Minor
    The meaning of the boolean argument is_anon is unclear.vague_boolean
  • Minor
    Says nothing about what it returns.no_return_info

lgl_create_note

52 / 100Cloudy

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

lgl_list_appeals

52 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
20 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

lgl_list_constituent_memberships

52 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
23 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: constituent_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

lgl_list_groups

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
20 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

lgl_search_constituents

54 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
17 / 25
Return value
0 / 15
Constraints and side effects
7 / 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
    Says nothing about what it returns.no_return_info

lgl_create_contact_report

55 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
18 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Arguments without a description: contact_report_type_id.param_no_description
  • Minor
    Says nothing about what it returns.no_return_info

lgl_search_gifts

57 / 100Cloudy

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