# RoboWrite (ai.robowrite/mcp): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/ai.robowrite%2Fmcp/versions/latest)
- Connected to: https://www.robowrite.ai/api/mcp
- Homepage: https://www.robowrite.ai/
- Repository: https://github.com/RoboAdApp/robowrite-plugin
- Scoring rules: v2
- Tools: 53
- Average: 46.2 / 100 (Cloudy)
- Near-identical pairs: 5

This page shows how RoboWrite (ai.robowrite/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

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

## Tools

- `get_brand`: 23 / 100
  - Major: The description only restates the name (7 words).
  - Major: The description is too short (7 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: brand_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: brand_id. Name the tool or the place that returns it, or models look it up first.
- `get_property`: 30 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: property_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: property_id. Name the tool or the place that returns it, or models look it up first.
- `get_pillar_strategy`: 31 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: run_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: run_id. Name the tool or the place that returns it, or models look it up first.
- `diff_draft`: 34 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: content_item_id, from_version_id, to_version_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: content_item_id, from_version_id, to_version_id. Name the tool or the place that returns it, or models look it up first.
- `get_category`: 34 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: category_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: category_id. Name the tool or the place that returns it, or models look it up first.
- `get_document`: 34 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: document_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: document_id. Name the tool or the place that returns it, or models look it up first.
- `get_tag`: 34 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: tag_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: tag_id. Name the tool or the place that returns it, or models look it up first.
- `list_draft_sections`: 34 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: content_item_id, content_version_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: content_item_id, content_version_id. Name the tool or the place that returns it, or models look it up first.
- `get_brand_setup`: 37 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: setup_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: setup_id. Name the tool or the place that returns it, or models look it up first.
- `approve_brief`: 38 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: brief_id.
  - Minor: Required identifiers whose description does not say where the value comes from: brief_id. Name the tool or the place that returns it, or models look it up first.
- `read_draft`: 39 / 100
  - Major: Arguments without a description: content_item_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: content_item_id. Name the tool or the place that returns it, or models look it up first.
- `update_brand_voice`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: brand_id, body.description, body.donts, body.dos, body.mission_statement, body.phrases_to_avoid.
  - 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: brand_id. Name the tool or the place that returns it, or models look it up first.
- `check_draft`: 42 / 100
  - Major: Arguments without a description: content_item_id, body, body.expected_base_version_id, body.request_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: content_item_id. Name the tool or the place that returns it, or models look it up first.
- `get_brief`: 42 / 100
  - Major: Arguments without a description: brief_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: brief_id. Name the tool or the place that returns it, or models look it up first.
- `get_job`: 42 / 100
  - Major: Arguments without a description: job_id.
  - Minor: Says nothing about what it returns.
- `get_review_card`: 42 / 100
  - Major: Arguments without a description: content_item_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: content_item_id. Name the tool or the place that returns it, or models look it up first.
- `restore_draft`: 42 / 100
  - Major: Arguments without a description: content_item_id, body, body.expected_base_version_id, body.request_id, body.source_version_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: content_item_id. Name the tool or the place that returns it, or models look it up first.
- `confirm_brand_setup`: 43 / 100
  - Major: Arguments without a description: setup_id, body.description, body.donts, body.dos, body.industry, body.mission_statement, body.name, body.phrases_to_avoid, body.tagline.
  - 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: setup_id. Name the tool or the place that returns it, or models look it up first.
- `get_review`: 44 / 100
  - Major: Arguments without a description: review_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: review_id. Name the tool or the place that returns it, or models look it up first.
- `list_briefs`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: brand_id, property_id, status, format, pillar_id, created_from, created_before, q, keyword, limit, offset.
- `request_review`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: body, body.content_version_id.
- `list_reviewers`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `list_reviews`: 45 / 100
  - Major: Arguments without a description: content_item_id, limit, offset.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `list_topics`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - 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: brand_id. Name the tool or the place that returns it, or models look it up first.
- `create_topic`: 46 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: brand_id, body.pillar_id, body.premise, body.primary_keyword, body.secondary_keywords, body.title.
  - 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: brand_id. Name the tool or the place that returns it, or models look it up first.
- `get_topic_content`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: topic_id, brand_id, property_id, status, format, pillar_id, created_from, created_before, q, keyword, limit, offset, content_type, brief_id.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Required identifiers whose description does not say where the value comes from: topic_id. Name the tool or the place that returns it, or models look it up first.
- `list_content`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: brand_id, property_id, status, format, pillar_id, created_from, created_before, q, keyword, limit, offset, content_type, brief_id.
- `rewrite_draft`: 47 / 100
  - Major: Arguments without a description: content_item_id, body, body.allow_broader_repair, body.expected_base_version_id, body.instructions, body.scope, body.section_id, body.target_length, body.tone.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument body.allow_broader_repair is unclear.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: content_item_id. Name the tool or the place that returns it, or models look it up first.
- `create_content_item`: 48 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: body.brief_id, body.expected_brief_content_sha256, body.expected_brief_version_id, body.property_id, body.title.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `update_brief`: 48 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: brief_id, body.attached_document_ids, body.audience_details, body.competitor_urls, body.content_goal, body.cta, body.description, body.example_urls, body.funnel_stage, body.must_avoid, body.must_cover, body.notes, body.outline, body.pillar_id, body.primary_keyword, body.search_intent, body.secondary_keywords, body.source_urls, body.summary, body.target_word_count, body.title, body.tone.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `generate_content_item`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: item_id, body.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Required identifiers whose description does not say where the value comes from: item_id. Name the tool or the place that returns it, or models look it up first.
- `get_account`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `list_properties`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `start_brand_setup`: 49 / 100
  - Minor: Arguments without a description: body.website_url.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `delete_category`: 50 / 100
  - Major: Arguments without a description: category_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: category_id. Name the tool or the place that returns it, or models look it up first.
- `delete_tag`: 50 / 100
  - Major: Arguments without a description: tag_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: tag_id. Name the tool or the place that returns it, or models look it up first.
- `create_brief`: 51 / 100
  - Major: Arguments without a description: body.audience_details, body.brand_id, body.competitor_urls, body.content_goal, body.cta, body.description, body.funnel_stage, body.must_avoid, body.must_cover, body.notes, body.pillar_id, body.primary_keyword, body.search_intent, body.secondary_keywords, body.source_topic_id, body.summary, body.target_word_count, body.title, body.tone.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `create_property`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: body.brand_id, body.description, body.name, body.url.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `list_jobs`: 51 / 100
  - Major: Arguments without a description: status, created_from, created_before, brand_id, property_id, brief_id, content_item_id, limit, offset.
- `list_pillars`: 51 / 100
  - Minor: Arguments without a description: active_only, status.
  - Minor: The meaning of the boolean argument active_only is unclear.
  - Minor: Says nothing about what it returns.
- `list_documents`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `generate_pillar_strategy`: 53 / 100
  - Major: Arguments without a description: body.brand_id, body.force_refresh, body.keyword_segment, body.num_pillars.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument body.force_refresh is unclear.
  - Minor: Says nothing about what it returns.
- `assign_review`: 54 / 100
  - Major: Arguments without a description: review_id, body, body.content_version_id, body.expected_assignment_revision, body.request_id, body.reviewer_id.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Required identifiers whose description does not say where the value comes from: review_id. Name the tool or the place that returns it, or models look it up first.
- `list_brands`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `decide_review`: 55 / 100
  - Major: Arguments without a description: review_id, body, body.action, body.content_version_id, body.feedback, body.request_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: review_id. Name the tool or the place that returns it, or models look it up first.
- `update_category`: 55 / 100
  - Major: Arguments without a description: category_id, body.color, body.description, body.icon, body.name, body.parent_id, body.slug, body.sort_order.
  - 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: category_id. Name the tool or the place that returns it, or models look it up first.
- `update_tag`: 56 / 100
  - Major: Arguments without a description: tag_id, body.name, body.slug.
  - 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: tag_id. Name the tool or the place that returns it, or models look it up first.
- `edit_draft`: 57 / 100
  - Major: Arguments without a description: content_item_id, body, body.expected_base_version_id, body.markdown_body, body.replacement, body.request_id, body.target.
  - Minor: The description mentions none of its 3 or more arguments.
- `list_categories`: 57 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: brand_id. Name the tool or the place that returns it, or models look it up first.
- `list_tags`: 57 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: brand_id. Name the tool or the place that returns it, or models look it up first.
- `get_content`: 59 / 100
  - Minor: Arguments without a description: content_item_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: content_item_id. Name the tool or the place that returns it, or models look it up first.
- `create_category`: 62 / 100
  - Major: Arguments without a description: body.brand_id, body.color, body.description, body.icon, body.name, body.parent_id, body.slug, body.sort_order.
- `create_tag`: 65 / 100
  - Major: Arguments without a description: body.brand_id, body.name, body.slug.

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