Resemble AI: tool descriptions scored io.github.resemble-ai/resemble-mcp

tools/list taken: 2026-11-02 (UTC)
From: Official MCP Registry
Connected to: https://mcp.resemble.ai/mcp
Repository: github.com/resemble-ai/resemble-mcp
Scoring rules: v2
Removal: support@forecall.dev

Scores, issues and names only

This page shows how Resemble AI (io.github.resemble-ai/resemble-mcp)'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.resemble-ai/resemble-mcp

Average score: 34.7 / 100Rain
Tools: 18
Near-identical descriptions: 1

Across the server

Tools whose descriptions are nearly the same

1 of 1 pairs shown, highest description similarity first.
Tool	Tool	Description similarity	Name similarity
get_detection	get_text_detection	0.36	0.67

Tools

analyze_media

19 / 100Rain

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: url, media_type, structured_json, max_wait_seconds.param_no_description
Minor
String arguments with no constraint or example: url.loose_string_param
Minor
The meaning of the boolean argument structured_json is unclear.vague_boolean
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

detect_watermark

20 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: url.param_no_description
Minor
String arguments with no constraint or example: url.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

get_detect_agent_run

25 / 100Rain

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
Arguments without a description: preset_id, run_id.param_no_description
Minor
String arguments with no constraint or example: preset_id, run_id.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints
Minor
Required identifiers whose description does not say where the value comes from: preset_id, run_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

agent_detection_list_sessions

28 / 100Rain

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 0 / 15
Constraints and side effects: 3 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: site_id, settled, page_path, since, until, search, page, per_page.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
Says nothing about what it returns.no_return_info

trace_audio_source

28 / 100Rain

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
Arguments without a description: uuid.param_no_description
Minor
String arguments with no constraint or example: uuid.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

apply_watermark

29 / 100Rain

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

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: url, strength, custom_message, max_wait_seconds.param_no_description
Minor
String arguments with no constraint or example: url.loose_string_param
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

get_detection

30 / 100Rain

Purpose: 17 / 20
When to use: 10 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
Arguments without a description: uuid, max_wait_seconds.param_no_description
Minor
Its description is nearly the same as get_text_detection's (similarity 0.36); only the names and schemas tell them apart. Say in this description when to use get_text_detection instead.confusable_pair
Minor
String arguments with no constraint or example: uuid.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

get_text_detection

30 / 100Rain

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 5 / 10

Major
Arguments without a description: uuid, max_wait_seconds.param_no_description
Minor
Its description is nearly the same as get_detection's (similarity 0.36); only the names and schemas tell them apart. Say in this description when to use get_detection instead.confusable_pair
Minor
String arguments with no constraint or example: uuid.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

ask_about_detection

32 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 5 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: detect_uuid, query, max_wait_seconds.param_no_description
Minor
String arguments with no constraint or example: detect_uuid, query.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

agent_detection_get_session

33 / 100Rain

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

Major
Arguments without a description: session_id, include_events.param_no_description
Minor
The meaning of the boolean argument include_events is unclear.vague_boolean
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

agent_detection_update_site

33 / 100Rain

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

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: site_id, domains, name.param_no_description
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints
Minor
Required identifiers whose description does not say where the value comes from: site_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

detect_deepfake

34 / 100Rain

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

Major
Arguments without a description: url, run_intelligence, audio_source_tracing, visualize, use_reverse_search, use_ood_detector, zero_retention_mode, model_type, max_wait_seconds.param_no_description
Major
It may be destructive, but destructiveHint is not set.destructive_unmarked
Minor
String arguments with no constraint or example: url.loose_string_param
Minor
The meaning of the boolean argument run_intelligence is unclear.vague_boolean
Minor
The meaning of the boolean argument audio_source_tracing is unclear.vague_boolean
Minor
The meaning of the boolean argument visualize is unclear.vague_boolean
Minor
The meaning of the boolean argument use_reverse_search is unclear.vague_boolean
Minor
The meaning of the boolean argument use_ood_detector is unclear.vague_boolean
Minor
The meaning of the boolean argument zero_retention_mode is unclear.vague_boolean
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

detect_ai_text

40 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 3 / 25
Return value: 7 / 15
Constraints and side effects: 3 / 10
Examples: 5 / 10

Major
Arguments without a description: text, threshold, zero_retention_mode, max_wait_seconds.param_no_description
Minor
String arguments with no constraint or example: text.loose_string_param
Minor
The meaning of the boolean argument zero_retention_mode is unclear.vague_boolean

run_detect_agent_investigation

40 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 7 / 15
Constraints and side effects: 3 / 10
Examples: 5 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: preset_id, url, query, check_urls, max_wait_seconds.param_no_description
Minor
String arguments with no constraint or example: preset_id, url.loose_string_param
Minor
Required identifiers whose description does not say where the value comes from: preset_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

agent_detection_get_analytics

44 / 100Cloudy

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

Major
Arguments without a description: site_id, settled, page_path, since, until.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

agent_detection_list_sites

50 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 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
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

agent_detection_create_site

52 / 100Cloudy

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

Major
Arguments without a description: domain, name.param_no_description
Minor
String arguments with no constraint or example: domain.loose_string_param
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

list_detect_agents

57 / 100Cloudy

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

Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

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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