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aicut: tool descriptions scored pro.aicut/aicut

tools/list taken
(UTC)
Connected to
https://mcp.aicut.pro/mcp
Scoring rules
v2
Score this URL as it is today

Scores, issues and names only

This page shows how aicut (pro.aicut/aicut)'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/pro.aicut/aicut
Average score
74.4 / 100Clear
Tools
62
Near-identical descriptions
3

Across the server

  • Major
    62 tools. Above 40, models choose less accurately.too_many_tools
  • Minor
    The server's instructions are 7641 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 whose descriptions are nearly the same

3 of 3 pairs shown, highest description similarity first.
ToolToolDescription similarityName similarity
get_imageget_audio0.910.33
edit_videoreshot_video0.610.33
generate_videoreshot_video0.600.33

Tools

show_uploads

46 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
7 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: limit, kind.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

list_images

53 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
14 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    Arguments without a description: status.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

list_uploads

54 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
15 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    Arguments without a description: kind.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

list_audio

56 / 100Cloudy

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

list_videos

58 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
19 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

list_reshot_templates

59 / 100Cloudy

Purpose
17 / 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

image_to_prompt

61 / 100Cloudy

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

No issues.

import_link

61 / 100Cloudy

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

No issues.

import_video

64 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    String arguments with no constraint or example: idempotency_key.loose_string_param

show_images

64 / 100Cloudy

Purpose
17 / 20
When to use
10 / 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

reshot_video

65 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
18 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    Its description is nearly the same as edit_video's (similarity 0.61); only the names and schemas tell them apart. Say in this description when to use edit_video instead.confusable_pair
  • Minor
    Its description is nearly the same as generate_video's (similarity 0.60); only the names and schemas tell them apart. Say in this description when to use generate_video instead.confusable_pair
  • Minor
    Arguments without a description: mode, reference_images, prompt.param_no_description
  • Minor
    String arguments with no constraint or example: template, idempotency_key.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

get_recipe

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.

list_trends

66 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
22 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

list_niches

71 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
22 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

upload_media_widget

71 / 100Clear

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

No issues.

fire_story_video

72 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
20 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    The description is long (472 words). It helps selection but costs steps and tokens.too_long
  • Minor
    Says nothing about what it returns.no_return_info

list_image_story_styles

72 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
25 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    Says nothing about what it returns.no_return_info

render_story_video

72 / 100Clear

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

generate_video

74 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
15 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    Its description is nearly the same as reshot_video's (similarity 0.60); only the names and schemas tell them apart. Say in this description when to use reshot_video instead.confusable_pair
  • Minor
    Arguments without a description: end_image, reference_audios[].url, reference_audios[].start_seconds, reference_audios[].end_seconds, keyframes, keyframes[].url, keyframes[].seconds.param_no_description
  • Minor
    String arguments with no constraint or example: end_image, reference_audios[].url, keyframes[].url, idempotency_key.loose_string_param

get_audio

74 / 100Clear

Purpose
17 / 20
When to use
10 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    Its description is nearly the same as get_image's (similarity 0.91); only the names and schemas tell them apart. Say in this description when to use get_image instead.confusable_pair

get_image

74 / 100Clear

Purpose
17 / 20
When to use
10 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    Its description is nearly the same as get_audio's (similarity 0.91); only the names and schemas tell them apart. Say in this description when to use get_audio instead.confusable_pair

list_series

74 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
22 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    The description is long (434 words). It helps selection but costs steps and tokens.too_long
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

remove_story_scene

74 / 100Clear

Purpose
17 / 20
When to use
20 / 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

upscale_video

74 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    String arguments with no constraint or example: idempotency_key.loose_string_param

browse_series

76 / 100Clear

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

No issues.

generate_cast_portraits

76 / 100Clear

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

No issues.

get_balance

76 / 100Clear

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

No issues.

list_characters

76 / 100Clear

Purpose
17 / 20
When to use
15 / 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

upload_media

76 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
22 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    The description is long (575 words). It helps selection but costs steps and tokens.too_long

publish_post

77 / 100Clear

Purpose
17 / 20
When to use
20 / 20
Arguments
20 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    The description is long (499 words). It helps selection but costs steps and tokens.too_long
  • Minor
    Says nothing about what it returns.no_return_info

list_analyses

78 / 100Clear

Purpose
17 / 20
When to use
20 / 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

confirm_upload

79 / 100Clear

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

No issues.

delete_video

79 / 100Clear

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

describe_cast_member

79 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    The description is long (418 words). It helps selection but costs steps and tokens.too_long
  • Minor
    String arguments with no constraint or example: idempotency_key.loose_string_param

extend_video

79 / 100Clear

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

generate_cast

79 / 100Clear

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

generate_from_niche

79 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    String arguments with no constraint or example: media[].url, idempotency_key.loose_string_param

generate_image

79 / 100Clear

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

generate_story_video

79 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    The description is long (578 words). It helps selection but costs steps and tokens.too_long
  • Minor
    String arguments with no constraint or example: aspect_ratio, idempotency_key.loose_string_param

get_post_status

79 / 100Clear

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

No issues.

list_series_ideas

79 / 100Clear

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

list_social_accounts

79 / 100Clear

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

No issues.

regenerate_cast_portrait

79 / 100Clear

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

regenerate_story_frame

79 / 100Clear

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

review_post

79 / 100Clear

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

edit_video

80 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
21 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    Its description is nearly the same as reshot_video's (similarity 0.61); only the names and schemas tell them apart. Say in this description when to use reshot_video instead.confusable_pair
  • Minor
    String arguments with no constraint or example: idempotency_key.loose_string_param

generate_audio

80 / 100Clear

Purpose
17 / 20
When to use
15 / 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: idempotency_key.loose_string_param

generate_lipsync

80 / 100Clear

Purpose
17 / 20
When to use
15 / 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: idempotency_key.loose_string_param

wait_for_generation

80 / 100Clear

Purpose
17 / 20
When to use
20 / 20
Arguments
16 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    The description is long (421 words). It helps selection but costs steps and tokens.too_long
  • Minor
    Arguments without a description: ids[].media.param_no_description
  • Minor
    String arguments with no constraint or example: ids[].id.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

get_recreate_brief

81 / 100Clear

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

No issues.

list_models

81 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
22 / 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

list_voices

81 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
22 / 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

motion_control

81 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
22 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    String arguments with no constraint or example: idempotency_key.loose_string_param

show_generation

81 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
22 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10

No issues.

upscale_image

81 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
22 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    String arguments with no constraint or example: idempotency_key.loose_string_param

generate_fake_text_video

82 / 100Clear

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

generate_image_story

83 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
24 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    String arguments with no constraint or example: idempotency_key.loose_string_param

analyze_video

84 / 100Clear

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

get_analysis

84 / 100Clear

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

No issues.

get_video

84 / 100Clear

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

No issues.

prepare_post

85 / 100Clear

Purpose
17 / 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 (463 words). It helps selection but costs steps and tokens.too_long

change_story_scene

86 / 100Clear

Purpose
17 / 20
When to use
20 / 20
Arguments
22 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    The description is long (544 words). It helps selection but costs steps and tokens.too_long
  • Minor
    String arguments with no constraint or example: idempotency_key.loose_string_param

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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