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

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.resemble-ai%2Fresemble-mcp/versions/latest)
- Connected to: https://mcp.resemble.ai/mcp
- Repository: https://github.com/resemble-ai/resemble-mcp
- Scoring rules: v2
- Tools: 18
- Average: 34.7 / 100 (Rain)
- Near-identical pairs: 1

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.

## Across the server

No server-wide issues.

## Tools

- `analyze_media`: 19 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: url, media_type, structured_json, max_wait_seconds.
  - Minor: String arguments with no constraint or example: url.
  - Minor: The meaning of the boolean argument structured_json is unclear.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `detect_watermark`: 20 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: url.
  - Minor: String arguments with no constraint or example: url.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `get_detect_agent_run`: 25 / 100
  - Major: Arguments without a description: preset_id, run_id.
  - Minor: String arguments with no constraint or example: preset_id, run_id.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - 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.
- `agent_detection_list_sessions`: 28 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: site_id, settled, page_path, since, until, search, page, per_page.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `trace_audio_source`: 28 / 100
  - Major: Arguments without a description: uuid.
  - Minor: String arguments with no constraint or example: uuid.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `apply_watermark`: 29 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: url, strength, custom_message, max_wait_seconds.
  - Minor: String arguments with no constraint or example: url.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `get_detection`: 30 / 100
  - Major: Arguments without a description: uuid, max_wait_seconds.
  - Minor: String arguments with no constraint or example: uuid.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `get_text_detection`: 30 / 100
  - Major: Arguments without a description: uuid, max_wait_seconds.
  - Minor: String arguments with no constraint or example: uuid.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `ask_about_detection`: 32 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: detect_uuid, query, max_wait_seconds.
  - Minor: String arguments with no constraint or example: detect_uuid, query.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `agent_detection_get_session`: 33 / 100
  - Major: Arguments without a description: session_id, include_events.
  - Minor: The meaning of the boolean argument include_events is unclear.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `agent_detection_update_site`: 33 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: site_id, domains, name.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - 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.
- `detect_deepfake`: 34 / 100
  - 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.
  - Minor: String arguments with no constraint or example: url.
  - Minor: The meaning of the boolean argument run_intelligence is unclear.
  - Minor: The meaning of the boolean argument audio_source_tracing is unclear.
  - Minor: The meaning of the boolean argument visualize is unclear.
  - Minor: The meaning of the boolean argument use_reverse_search is unclear.
  - Minor: The meaning of the boolean argument use_ood_detector is unclear.
  - Minor: The meaning of the boolean argument zero_retention_mode is unclear.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Major: It may be destructive, but destructiveHint is not set.
- `detect_ai_text`: 40 / 100
  - Major: Arguments without a description: text, threshold, zero_retention_mode, max_wait_seconds.
  - Minor: String arguments with no constraint or example: text.
  - Minor: The meaning of the boolean argument zero_retention_mode is unclear.
- `run_detect_agent_investigation`: 40 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: preset_id, url, query, check_urls, max_wait_seconds.
  - Minor: String arguments with no constraint or example: preset_id, url.
  - 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.
- `agent_detection_get_analytics`: 44 / 100
  - Major: Arguments without a description: site_id, settled, page_path, since, until.
  - Minor: No `required` list, so every argument is optional.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `agent_detection_list_sites`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `agent_detection_create_site`: 52 / 100
  - Major: Arguments without a description: domain, name.
  - Minor: String arguments with no constraint or example: domain.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `list_detect_agents`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.

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