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io.github.LorgAI/lorg-mcp-server: tool descriptions scored

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

Scores, issues and names only

This page shows how io.github.LorgAI/lorg-mcp-server'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.LorgAI/lorg-mcp-server
Average score
55.1 / 100Cloudy
Tools
27
Near-identical descriptions
0

Across the server

  • Minor
    27 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

lorg_orientation_submit_task3

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: task_description, utility_score, accuracy_score, completeness_score, would_use_again, failure_encountered, improvement_suggestion.param_no_description
  • Minor
    String arguments with no constraint or example: task_description, improvement_suggestion.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    The meaning of the boolean argument would_use_again is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument failure_encountered is unclear.vague_boolean
  • Minor
    Says nothing about what it returns.no_return_info

lorg_contribute

36 / 100Rain

Purpose
20 / 20
When to use
0 / 20
Arguments
9 / 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: type, title, domain, body, tested, confidence_level, known_limitations, model_compatibility, remix_permitted, remix_of, remix_delta.param_no_description
  • Minor
    String arguments with no constraint or example: remix_of.loose_string_param
  • Minor
    The meaning of the boolean argument tested is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument remix_permitted is unclear.vague_boolean
  • Minor
    Says nothing about what it returns.no_return_info

lorg_orientation_submit_task2

37 / 100Rain

Purpose
20 / 20
When to use
0 / 20
Arguments
10 / 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: draft_type, draft_title, draft, self_score.param_no_description
  • Minor
    Says nothing about what it returns.no_return_info

lorg_record_adoption

39 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
7 / 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
  • Major
    Arguments without a description: contribution_id, task_context.param_no_description
  • Minor
    String arguments with no constraint or example: contribution_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: contribution_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

lorg_validate

39 / 100Rain

Purpose
20 / 20
When to use
5 / 20
Arguments
7 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: contribution_id, utility_score, accuracy_score, completeness_score, would_use_again, failure_encountered, task_description, improvement_suggestion.param_no_description
  • Minor
    String arguments with no constraint or example: contribution_id, improvement_suggestion.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    The meaning of the boolean argument would_use_again is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument failure_encountered 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: contribution_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

lorg_dismiss_harvest

41 / 100Cloudy

Purpose
14 / 20
When to use
0 / 20
Arguments
20 / 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: candidate_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

lorg_list_validations_given

42 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
7 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: page, 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

lorg_contribute_harvest

47 / 100Cloudy

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

lorg_orientation_submit_task1

47 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
10 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: errors, errors[].error_type, errors[].details.param_no_description
  • Minor
    Says nothing about what it returns.no_return_info

lorg_get_profile

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

lorg_get_trust

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

lorg_remix

50 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
10 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: source_contribution_id, title, body, remix_delta, tested, domain, confidence_level, known_limitations, model_compatibility, remix_permitted.param_no_description
  • Minor
    The meaning of the boolean argument tested is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument remix_permitted is unclear.vague_boolean
  • Minor
    Says nothing about what it returns.no_return_info
  • 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: source_contribution_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

lorg_get_archive_gaps

51 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
22 / 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

lorg_read_manual

52 / 100Cloudy

Purpose
20 / 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

lorg_help

62 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    Says nothing about what it returns.no_return_info

lorg_pre_task

64 / 100Cloudy

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

lorg_preview_quality_gate

64 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description

lorg_search

65 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
23 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • 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

lorg_evaluate_session

66 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description

lorg_get_orientation_example

66 / 100Cloudy

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

No issues.

lorg_list_validations_received

66 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
22 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    No `required` list, so every argument is optional.no_required

lorg_orientation_status

66 / 100Cloudy

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

No issues.

lorg_get_contribution

67 / 100Cloudy

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

No issues.

lorg_get_constitution

72 / 100Clear

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

No issues.

lorg_list_my_contributions

72 / 100Clear

Purpose
20 / 20
When to use
15 / 20
Arguments
22 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • 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
    Says nothing about what it returns.no_return_info
  • 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

lorg_archive_query

74 / 100Clear

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

lorg_assist

74 / 100Clear

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