# Clueso (io.clueso/video): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.clueso%2Fvideo/versions/latest)
- Connected to: https://connect.clueso.io/mcp
- Homepage: https://help.clueso.io/mcp-setup
- Repository: https://github.com/clueso-ai/clueso-mcp
- Scoring rules: v2
- Tools: 53
- Average: 70.4 / 100 (Clear)
- Near-identical pairs: 0

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.

## Across the server

- Major: 53 tools. Above 40, models choose less accurately.
- 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.

## Tools

- `update_article`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Says nothing about what it returns.
  - 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.
- `switch_workspace`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - 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.
- `update_article_media`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Says nothing about what it returns.
- `get_article`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: project_id.
  - 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.
- `remove_elements`: 55 / 100
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `check_uploads`: 57 / 100
- `create_clueprint`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `update_audio`: 57 / 100
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Says nothing about what it returns.
- `create_project`: 59 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: title.
  - Minor: No `required` list, so every argument is optional.
- `remove_clip`: 60 / 100
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Says nothing about what it returns.
  - 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.
- `split_clip`: 60 / 100
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Says nothing about what it returns.
  - 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.
- `add_comment`: 61 / 100
  - Minor: Says nothing about what it returns.
  - 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.
- `manage_brand_kit`: 61 / 100
  - Minor: Arguments without a description: action.
  - Minor: String arguments with no constraint or example: name.
  - Minor: Says nothing about what it returns.
- `update_clueprint`: 62 / 100
  - 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.
  - Minor: String arguments with no constraint or example: name, description, decisions.split_decision.instruction.
  - Minor: The meaning of the boolean argument decisions.finalize_layout_texts is unclear.
  - Minor: Says nothing about what it returns.
  - 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.
- `get_design_guide`: 63 / 100
  - Minor: No `required` list, so every argument is optional.
- `edit_animation`: 64 / 100
  - Minor: No `required` list, so every argument is optional.
- `auto_sync`: 65 / 100
  - Minor: String arguments with no constraint or example: project_id.
  - 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.
- `get_comments`: 65 / 100
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
  - 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.
- `remove_from_project`: 66 / 100
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Says nothing about what it returns.
- `duplicate_clip`: 67 / 100
  - 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.
- `get_script_job`: 67 / 100
  - 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.
- `reorder_elements`: 67 / 100
  - Minor: String arguments with no constraint or example: project_id.
- `extract_audio`: 69 / 100
  - Minor: String arguments with no constraint or example: project_id.
  - 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.
- `analyze_audio`: 70 / 100
- `add_sync_point`: 71 / 100
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Says nothing about what it returns.
  - 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.
- `get_export`: 71 / 100
  - Minor: No `required` list, so every argument is optional.
- `duplicate_project`: 72 / 100
  - 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.
- `get_clueprint`: 72 / 100
  - Minor: Says nothing about what it returns.
  - 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.
- `get_embed`: 72 / 100
- `get_project`: 72 / 100
  - Minor: String arguments with no constraint or example: project_id.
- `captions`: 73 / 100
  - Minor: The description is long (464 words). It helps selection but costs steps and tokens.
  - Minor: String arguments with no constraint or example: project_id.
- `pronunciation`: 74 / 100
  - Minor: Arguments without a description: action.
  - Minor: Says nothing about what it returns.
- `create_folder`: 75 / 100
- `record_screen`: 75 / 100
  - Minor: String arguments with no constraint or example: guide_id, chat_id.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
  - 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.
- `get_recording_activity`: 76 / 100
  - Minor: No `required` list, so every argument is optional.
- `get_clip`: 77 / 100
  - Minor: The description is long (787 words). It helps selection but costs steps and tokens.
  - Minor: Arguments without a description: render.actions[].name, render.actions[].start, render.actions[].duration, render.actions[].args.
  - Minor: String arguments with no constraint or example: project_id.
- `upload_file`: 77 / 100
  - Minor: The description is long (594 words). It helps selection but costs steps and tokens.
  - Minor: Arguments without a description: files[].mime_type, files[].file_name.
  - Minor: String arguments with no constraint or example: files[].file_id, files[].mime_type, files[].file_name.
  - Minor: No `required` list, so every argument is optional.
- `add_article_media`: 78 / 100
  - Minor: String arguments with no constraint or example: project_id.
  - 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.
- `update_clips`: 78 / 100
  - Minor: The description is long (720 words). It helps selection but costs steps and tokens.
  - Minor: Arguments without a description: updates[].subtitle_settings.showSubtitles, updates[].subtitle_settings.size, updates[].subtitle_settings.subtitlesStyle.
  - Minor: String arguments with no constraint or example: project_id, updates[].title.
  - Minor: The meaning of the boolean argument updates[].subtitle_settings.showSubtitles is unclear.
- `update_project`: 79 / 100
  - Minor: String arguments with no constraint or example: title, description.
  - 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.
- `update_elements`: 80 / 100
  - Minor: The description is long (560 words). It helps selection but costs steps and tokens.
  - 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.
  - Minor: String arguments with no constraint or example: project_id, defaults.clip_id, defaults.name.
- `set_voice`: 81 / 100
  - 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.
- `get_element_schema`: 82 / 100
- `update_groups`: 82 / 100
  - Minor: String arguments with no constraint or example: project_id.
- `add_audio`: 83 / 100
  - Minor: String arguments with no constraint or example: project_id.
- `add_clips`: 83 / 100
  - Minor: String arguments with no constraint or example: project_id.
- `voiceover_batch`: 83 / 100
  - Minor: The description is long (557 words). It helps selection but costs steps and tokens.
  - Minor: String arguments with no constraint or example: project_id.
  - 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.
- `add_elements`: 84 / 100
  - Minor: The description is long (1128 words). It helps selection but costs steps and tokens.
  - 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.
  - Minor: String arguments with no constraint or example: project_id, elements[].name, defaults.clip_id, defaults.name.
- `export_project`: 84 / 100
- `read_animation`: 84 / 100
  - Minor: No `required` list, so every argument is optional.
- `find`: 88 / 100
  - Minor: The description is long (1625 words). It helps selection but costs steps and tokens.
- `generate_media`: 88 / 100
  - Minor: String arguments with no constraint or example: project_id.
- `run_script`: 90 / 100
  - Minor: The description is long (1397 words). It helps selection but costs steps and tokens.

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