RoboWrite: tool descriptions scored ai.robowrite/mcp

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

Scores, issues and names only

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.

servers/ai.robowrite/mcp

Average score: 46.2 / 100Cloudy
Tools: 53
Near-identical descriptions: 5

Across the server

Major
53 tools. Above 40, models choose less accurately.too_many_tools

Tools whose descriptions are nearly the same

5 of 5 pairs shown, highest description similarity first.
Tool	Tool	Description similarity	Name similarity
create_category	create_tag	0.92	0.33
update_category	update_tag	0.89	0.33
list_categories	list_tags	0.88	0.33
get_category	get_tag	0.86	0.33
delete_category	delete_tag	0.81	0.33

Tools

get_brand

23 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 10 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (7 words).restates_name
Major
The description is too short (7 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: brand_id.param_no_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

get_property

30 / 100Rain

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 10 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: property_id.param_no_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

get_pillar_strategy

31 / 100Rain

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 10 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: run_id.param_no_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

diff_draft

34 / 100Rain

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

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: content_item_id, from_version_id, to_version_id.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

get_category

34 / 100Rain

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

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: category_id.param_no_description
Minor
Its description is nearly the same as get_tag's (similarity 0.86); only the names and schemas tell them apart. Say in this description when to use get_tag instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

get_document

34 / 100Rain

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

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: document_id.param_no_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

get_tag

34 / 100Rain

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

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: tag_id.param_no_description
Minor
Its description is nearly the same as get_category's (similarity 0.86); only the names and schemas tell them apart. Say in this description when to use get_category instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

list_draft_sections

34 / 100Rain

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

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: content_item_id, content_version_id.param_no_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

get_brand_setup

37 / 100Rain

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

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: setup_id.param_no_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

approve_brief

38 / 100Rain

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 10 / 25
Return value: 7 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: brief_id.param_no_description
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.id_source_missing

read_draft

39 / 100Rain

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

Major
Arguments without a description: content_item_id.param_no_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

update_brand_voice

39 / 100Rain

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 14 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: brand_id, body.description, body.donts, body.dos, body.mission_statement, body.phrases_to_avoid.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

check_draft

42 / 100Cloudy

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

Major
Arguments without a description: content_item_id, body, body.expected_base_version_id, body.request_id.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

get_brief

42 / 100Cloudy

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

Major
Arguments without a description: brief_id.param_no_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

get_job

42 / 100Cloudy

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

Major
Arguments without a description: job_id.param_no_description
Minor
Says nothing about what it returns.no_return_info

get_review_card

42 / 100Cloudy

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

Major
Arguments without a description: content_item_id.param_no_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

restore_draft

42 / 100Cloudy

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

Major
Arguments without a description: content_item_id, body, body.expected_base_version_id, body.request_id, body.source_version_id.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

confirm_brand_setup

43 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 14 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

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.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

get_review

44 / 100Cloudy

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

Major
Arguments without a description: review_id.param_no_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

list_briefs

44 / 100Cloudy

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

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: brand_id, property_id, status, format, pillar_id, created_from, created_before, q, keyword, limit, offset.param_no_description

request_review

44 / 100Cloudy

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

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: body, body.content_version_id.param_no_description

list_reviewers

45 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 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

list_reviews

45 / 100Cloudy

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

Major
Arguments without a description: content_item_id, limit, offset.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info

list_topics

45 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

create_topic

46 / 100Cloudy

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

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: brand_id, body.pillar_id, body.premise, body.primary_keyword, body.secondary_keywords, body.title.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

get_topic_content

47 / 100Cloudy

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

Major
Says nothing about when to use it, or when not to.no_usage_context
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.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
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.id_source_missing

list_content

47 / 100Cloudy

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

Major
Says nothing about when to use it, or when not to.no_usage_context
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.param_no_description

rewrite_draft

47 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 12 / 25
Return value: 0 / 15
Constraints and side effects: 10 / 10
Examples: 0 / 10

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.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
The meaning of the boolean argument body.allow_broader_repair is unclear.vague_boolean
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

create_content_item

48 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 16 / 25
Return value: 0 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: body.brief_id, body.expected_brief_content_sha256, body.expected_brief_version_id, body.property_id, body.title.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info

update_brief

48 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 11 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 10 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
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.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info

generate_content_item

49 / 100Cloudy

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

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: item_id, body.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
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.id_source_missing

get_account

49 / 100Cloudy

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

list_properties

49 / 100Cloudy

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

Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info

start_brand_setup

49 / 100Cloudy

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

Minor
Arguments without a description: body.website_url.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info

delete_category

50 / 100Cloudy

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

Major
Arguments without a description: category_id.param_no_description
Minor
Its description is nearly the same as delete_tag's (similarity 0.81); only the names and schemas tell them apart. Say in this description when to use delete_tag instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

delete_tag

50 / 100Cloudy

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

Major
Arguments without a description: tag_id.param_no_description
Minor
Its description is nearly the same as delete_category's (similarity 0.81); only the names and schemas tell them apart. Say in this description when to use delete_category instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

create_brief

51 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 14 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

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.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info

create_property

51 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 19 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Arguments without a description: body.brand_id, body.description, body.name, body.url.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info

list_jobs

51 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 12 / 25
Return value: 7 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: status, created_from, created_before, brand_id, property_id, brief_id, content_item_id, limit, offset.param_no_description

list_pillars

51 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 19 / 25
Return value: 0 / 15
Constraints and side effects: 10 / 10
Examples: 0 / 10

Minor
Arguments without a description: active_only, status.param_no_description
Minor
The meaning of the boolean argument active_only is unclear.vague_boolean
Minor
Says nothing about what it returns.no_return_info

list_documents

52 / 100Cloudy

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

generate_pillar_strategy

53 / 100Cloudy

Purpose: 20 / 20
When to use: 10 / 20
Arguments: 13 / 25
Return value: 0 / 15
Constraints and side effects: 10 / 10
Examples: 0 / 10

Major
Arguments without a description: body.brand_id, body.force_refresh, body.keyword_segment, body.num_pillars.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
The meaning of the boolean argument body.force_refresh is unclear.vague_boolean
Minor
Says nothing about what it returns.no_return_info

assign_review

54 / 100Cloudy

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

Major
Arguments without a description: review_id, body, body.content_version_id, body.expected_assignment_revision, body.request_id, body.reviewer_id.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
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.id_source_missing

list_brands

54 / 100Cloudy

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

decide_review

55 / 100Cloudy

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

Major
Arguments without a description: review_id, body, body.action, body.content_version_id, body.feedback, body.request_id.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

update_category

55 / 100Cloudy

Purpose: 17 / 20
When to use: 10 / 20
Arguments: 13 / 25
Return value: 0 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

Major
Arguments without a description: category_id, body.color, body.description, body.icon, body.name, body.parent_id, body.slug, body.sort_order.param_no_description
Minor
Its description is nearly the same as update_tag's (similarity 0.89); only the names and schemas tell them apart. Say in this description when to use update_tag instead.confusable_pair
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

update_tag

56 / 100Cloudy

Purpose: 17 / 20
When to use: 10 / 20
Arguments: 14 / 25
Return value: 0 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

Major
Arguments without a description: tag_id, body.name, body.slug.param_no_description
Minor
Its description is nearly the same as update_category's (similarity 0.89); only the names and schemas tell them apart. Say in this description when to use update_category instead.confusable_pair
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

edit_draft

57 / 100Cloudy

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

Major
Arguments without a description: content_item_id, body, body.expected_base_version_id, body.markdown_body, body.replacement, body.request_id, body.target.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

list_categories

57 / 100Cloudy

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

Minor
Its description is nearly the same as list_tags's (similarity 0.88); only the names and schemas tell them apart. Say in this description when to use list_tags instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

list_tags

57 / 100Cloudy

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

Minor
Its description is nearly the same as list_categories's (similarity 0.88); only the names and schemas tell them apart. Say in this description when to use list_categories instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

get_content

59 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 22 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Minor
Arguments without a description: content_item_id.param_no_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

create_category

62 / 100Cloudy

Purpose: 20 / 20
When to use: 15 / 20
Arguments: 13 / 25
Return value: 7 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: body.brand_id, body.color, body.description, body.icon, body.name, body.parent_id, body.slug, body.sort_order.param_no_description
Minor
Its description is nearly the same as create_tag's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use create_tag instead.confusable_pair

create_tag

65 / 100Cloudy

Purpose: 20 / 20
When to use: 15 / 20
Arguments: 16 / 25
Return value: 7 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: body.brand_id, body.name, body.slug.param_no_description
Minor
Its description is nearly the same as create_category's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use create_category instead.confusable_pair

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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