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Lightbringer: tool descriptions scored com.lightbringer/connector

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

Scores, issues and names only

This page shows how Lightbringer (com.lightbringer/connector)'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/com.lightbringer/connector
Average score
62.8 / 100Cloudy
Tools
39
Near-identical descriptions
0

Across the server

  • Minor
    39 tools. Above 25, models start to tell tools apart less well.many_tools
  • Minor
    The server's instructions are 8313 characters. Claude Code reads only the first 2,048 by default (Codex 0.154.0 reads them whole). Put what the server is for first.instructions_long

Tools

list_innovations

47 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
15 / 25
Return value
8 / 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
    No `required` list, so every argument is optional.no_required

update_innovation

51 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
19 / 25
Return value
8 / 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
    Required identifiers whose description does not say where the value comes from: invention_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

delete_asset

52 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
15 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: asset.param_no_description

update_asset

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
17 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: asset, asset.changes, asset.changes.sections[].title.param_no_description

create_strategy

55 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
8 / 25
Return value
15 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: title, sections, sections[].title, sections[].content.param_no_description
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    The description says the tool is deprecated. Name the replacement, and consider taking the tool out of tools/list: models avoid it when asked for what it does.deprecated

edit_strategy

55 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
8 / 25
Return value
15 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: revision, operations, operations[].action, operations[].section, operations[].section.title, operations[].index, operations[].action, operations[].section_id, operations[].title, operations[].content, operations[].action, operations[].section_id, operations[].action, operations[].section_ids, operations[].action, operations[].title.param_no_description
  • Minor
    String arguments with no constraint or example: operations[].action, operations[].action, operations[].action, operations[].action, operations[].action.loose_string_param
  • Minor
    The description says the tool is deprecated. Name the replacement, and consider taking the tool out of tools/list: models avoid it when asked for what it does.deprecated

set_validation_countries

55 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 25
Return value
8 / 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
    Required identifiers whose description does not say where the value comes from: review_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

create_asset

56 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
7 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: asset, asset.type, asset.data, asset.data.title, asset.data.sections, asset.data.sections[].title, asset.data.sections[].content.param_no_description
  • Minor
    String arguments with no constraint or example: asset.type.loose_string_param

search

57 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
15 / 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: category, limit.param_no_description
  • Minor
    String arguments with no constraint or example: query.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

get_strategy

58 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 25
Return value
8 / 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
    The description says the tool is deprecated. Name the replacement, and consider taking the tool out of tools/list: models avoid it when asked for what it does.deprecated
  • Minor
    Required identifiers whose description does not say where the value comes from: strategy_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

update_company_context

58 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
14 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: revision, updates, updates.country, updates.state.param_no_description

add_comment

59 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 25
Return value
15 / 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
    String arguments with no constraint or example: comment.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: review_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_innovation

59 / 100Cloudy

Purpose
14 / 20
When to use
0 / 20
Arguments
23 / 25
Return value
15 / 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
    Required identifiers whose description does not say where the value comes from: invention_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

list_trade_secrets

59 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 25
Return value
15 / 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
    No `required` list, so every argument is optional.no_required

reply_to_comment

59 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 25
Return value
15 / 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
    String arguments with no constraint or example: comment.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: review_id, comment_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

whoami

59 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 25
Return value
15 / 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
    No `required` list, so every argument is optional.no_required

set_strategy_publication

60 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
16 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: publish.param_no_description
  • Minor
    The meaning of the boolean argument publish is unclear.vague_boolean
  • Minor
    Required identifiers whose description does not say where the value comes from: strategy_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_company_context_template

61 / 100Cloudy

Purpose
14 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
15 / 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

add_discussion_comment

62 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 25
Return value
15 / 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
    Required identifiers whose description does not say where the value comes from: review_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

delete_task

62 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 25
Return value
15 / 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
    Required identifiers whose description does not say where the value comes from: task_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_task_status

62 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 25
Return value
15 / 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

list_tasks

62 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
15 / 25
Return value
15 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: limit.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

search_public_patents

63 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
16 / 25
Return value
15 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: page.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

list_reviews

64 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 25
Return value
15 / 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
    No `required` list, so every argument is optional.no_required

get_company_context

65 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
0 / 10

No issues.

import_patent

65 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
13 / 25
Return value
15 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: publicationNumber, competitorCompanyName.param_no_description

list_strategies

65 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
8 / 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
    The description says the tool is deprecated. Name the replacement, and consider taking the tool out of tools/list: models avoid it when asked for what it does.deprecated

start_innovation_feedback

65 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 25
Return value
15 / 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

get_innovation_template

67 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
15 / 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

get_review

67 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
23 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Required identifiers whose description does not say where the value comes from: review_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

request_patent_preparation

67 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
23 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Required identifiers whose description does not say where the value comes from: invention_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

respond_to_review

67 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
23 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Required identifiers whose description does not say where the value comes from: review_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

delete_strategy

68 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
23 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    The description says the tool is deprecated. Name the replacement, and consider taking the tool out of tools/list: models avoid it when asked for what it does.deprecated
  • Minor
    Required identifiers whose description does not say where the value comes from: strategy_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_strategy_template

71 / 100Clear

Purpose
14 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
5 / 10

No issues.

register_innovation

71 / 100Clear

Purpose
17 / 20
When to use
5 / 20
Arguments
22 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    Arguments without a description: definition.problem, definition.invention.param_no_description
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description

refresh_patent_family

75 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
18 / 25
Return value
15 / 15
Constraints and side effects
10 / 10
Examples
0 / 10

No issues.

send_developer_feedback

80 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
23 / 25
Return value
15 / 15
Constraints and side effects
10 / 10
Examples
0 / 10

No issues.

get_credits

82 / 100Clear

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

No issues.

fetch

85 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
21 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
10 / 10

No issues.

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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