Forecall
Failure recordsDocs
All scored servers

Clueso: tool descriptions scored io.clueso/video

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

Scores, issues and names only

This page shows how Clueso (io.clueso/video)'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.clueso/video
Average score
70.4 / 100Clear
Tools
53
Near-identical descriptions
0

Across the server

  • Major
    53 tools. Above 40, models choose less accurately.too_many_tools
  • Minor
    The server's instructions are 4958 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

update_article

45 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
18 / 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
    String arguments with no constraint or example: project_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: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

switch_workspace

50 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
18 / 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
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: workspaceId. Name the tool or the place that returns it, or models look it up first.id_source_missing

update_article_media

50 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
18 / 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
    String arguments with no constraint or example: project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

get_article

52 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
18 / 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
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

remove_elements

55 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param
  • 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

check_uploads

57 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
0 / 10

No issues.

create_clueprint

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
    Says nothing about what it returns.no_return_info

update_audio

57 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
18 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

create_project

59 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
15 / 25
Return value
7 / 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
    String arguments with no constraint or example: title.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

remove_clip

60 / 100Cloudy

Purpose
20 / 20
When to use
15 / 20
Arguments
18 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    String arguments with no constraint or example: project_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: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

split_clip

60 / 100Cloudy

Purpose
20 / 20
When to use
15 / 20
Arguments
18 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    String arguments with no constraint or example: project_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: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

add_comment

61 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
19 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

manage_brand_kit

61 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
19 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    Arguments without a description: action.param_no_description
  • Minor
    String arguments with no constraint or example: name.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

update_clueprint

62 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
15 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    Arguments without a description: decisions.slide_count_strategy, decisions.slide_count_strategy.basis, decisions.slide_count_strategy.source, decisions.split_decision, decisions.split_decision.decision, decisions.allowed_element_types, decisions.allowed_element_types[].clip_type, decisions.allowed_element_types[].allowed, decisions.finalize_layout_texts.param_no_description
  • Minor
    String arguments with no constraint or example: name, description, decisions.split_decision.instruction.loose_string_param
  • Minor
    The meaning of the boolean argument decisions.finalize_layout_texts 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: clueprint_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_design_guide

63 / 100Cloudy

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

edit_animation

64 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    No `required` list, so every argument is optional.no_required

auto_sync

65 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id, clip_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_comments

65 / 100Cloudy

Purpose
20 / 20
When to use
15 / 20
Arguments
18 / 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
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

remove_from_project

66 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
19 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

duplicate_clip

67 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    Required identifiers whose description does not say where the value comes from: target_project_id, source_clip_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_script_job

67 / 100Cloudy

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

reorder_elements

67 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param

extract_audio

69 / 100Cloudy

Purpose
17 / 20
When to use
15 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

analyze_audio

70 / 100Clear

Purpose
17 / 20
When to use
10 / 20
Arguments
19 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
10 / 10

No issues.

add_sync_point

71 / 100Clear

Purpose
20 / 20
When to use
15 / 20
Arguments
19 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    String arguments with no constraint or example: project_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: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_export

71 / 100Clear

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

duplicate_project

72 / 100Clear

Purpose
20 / 20
When to use
15 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    Required identifiers whose description does not say where the value comes from: source_project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_clueprint

72 / 100Clear

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

get_embed

72 / 100Clear

Purpose
20 / 20
When to use
15 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
5 / 10

No issues.

get_project

72 / 100Clear

Purpose
20 / 20
When to use
15 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param

captions

73 / 100Clear

Purpose
20 / 20
When to use
10 / 20
Arguments
19 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    The description is long (464 words). It helps selection but costs steps and tokens.too_long
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param

pronunciation

74 / 100Clear

Purpose
20 / 20
When to use
20 / 20
Arguments
17 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    Arguments without a description: action.param_no_description
  • Minor
    Says nothing about what it returns.no_return_info

create_folder

75 / 100Clear

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

No issues.

record_screen

75 / 100Clear

Purpose
17 / 20
When to use
20 / 20
Arguments
21 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    String arguments with no constraint or example: guide_id, chat_id.loose_string_param
  • 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
    Required identifiers whose description does not say where the value comes from: guide_id, chat_id, preceding_clip_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_recording_activity

76 / 100Clear

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

get_clip

77 / 100Clear

Purpose
20 / 20
When to use
10 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    The description is long (787 words). It helps selection but costs steps and tokens.too_long
  • Minor
    Arguments without a description: render.actions[].name, render.actions[].start, render.actions[].duration, render.actions[].args.param_no_description
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param

upload_file

77 / 100Clear

Purpose
20 / 20
When to use
20 / 20
Arguments
13 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    The description is long (594 words). It helps selection but costs steps and tokens.too_long
  • Minor
    Arguments without a description: files[].mime_type, files[].file_name.param_no_description
  • Minor
    String arguments with no constraint or example: files[].file_id, files[].mime_type, files[].file_name.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

add_article_media

78 / 100Clear

Purpose
20 / 20
When to use
10 / 20
Arguments
21 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

update_clips

78 / 100Clear

Purpose
20 / 20
When to use
15 / 20
Arguments
16 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    The description is long (720 words). It helps selection but costs steps and tokens.too_long
  • Minor
    Arguments without a description: updates[].subtitle_settings.showSubtitles, updates[].subtitle_settings.size, updates[].subtitle_settings.subtitlesStyle.param_no_description
  • Minor
    String arguments with no constraint or example: project_id, updates[].title.loose_string_param
  • Minor
    The meaning of the boolean argument updates[].subtitle_settings.showSubtitles is unclear.vague_boolean

update_project

79 / 100Clear

Purpose
20 / 20
When to use
15 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    String arguments with no constraint or example: title, description.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

update_elements

80 / 100Clear

Purpose
20 / 20
When to use
20 / 20
Arguments
16 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    The description is long (560 words). It helps selection but costs steps and tokens.too_long
  • Minor
    Arguments without a description: defaults.clip_index, defaults.clip_id, defaults.element_type, defaults.x, defaults.y, defaults.y_anchor, defaults.width, defaults.height, defaults.start_time, defaults.end_time, defaults.name, defaults.rotation, defaults.group, defaults.insert_at, defaults.type_data.param_no_description
  • Minor
    String arguments with no constraint or example: project_id, defaults.clip_id, defaults.name.loose_string_param

set_voice

81 / 100Clear

Purpose
20 / 20
When to use
15 / 20
Arguments
22 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_element_schema

82 / 100Clear

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

No issues.

update_groups

82 / 100Clear

Purpose
17 / 20
When to use
20 / 20
Arguments
21 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param

add_audio

83 / 100Clear

Purpose
20 / 20
When to use
20 / 20
Arguments
19 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param

add_clips

83 / 100Clear

Purpose
20 / 20
When to use
20 / 20
Arguments
19 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param

voiceover_batch

83 / 100Clear

Purpose
20 / 20
When to use
15 / 20
Arguments
21 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    The description is long (557 words). It helps selection but costs steps and tokens.too_long
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

add_elements

84 / 100Clear

Purpose
20 / 20
When to use
20 / 20
Arguments
17 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    The description is long (1128 words). It helps selection but costs steps and tokens.too_long
  • Minor
    Arguments without a description: defaults.clip_index, defaults.clip_id, defaults.element_type, defaults.x, defaults.y, defaults.y_anchor, defaults.width, defaults.height, defaults.start_time, defaults.end_time, defaults.name, defaults.rotation, defaults.group, defaults.insert_at, defaults.type_data.param_no_description
  • Minor
    String arguments with no constraint or example: project_id, elements[].name, defaults.clip_id, defaults.name.loose_string_param

export_project

84 / 100Clear

Purpose
20 / 20
When to use
15 / 20
Arguments
22 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10

No issues.

read_animation

84 / 100Clear

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

find

88 / 100Clear

Purpose
20 / 20
When to use
20 / 20
Arguments
21 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    The description is long (1625 words). It helps selection but costs steps and tokens.too_long

generate_media

88 / 100Clear

Purpose
20 / 20
When to use
20 / 20
Arguments
21 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param

run_script

90 / 100Clear

Purpose
20 / 20
When to use
20 / 20
Arguments
23 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    The description is long (1397 words). It helps selection but costs steps and tokens.too_long

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.

Is your server listed here and you would rather it were not? Email support@forecall.dev, and we will take it off within 7 days.

All scored servers