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SEOPro AI: tool descriptions scored io.github.alpha-ai-labs/seo-agent

tools/list taken
(UTC)
From
Official MCP Registry
Connected to
https://api.seoproai.co/api/mcp
Repository
github.com/alpha-ai-labs/seoproai-mcp
Scoring rules
v2
Removal
support@forecall.dev
Score this URL as it is today

Scores, issues and names only

This page shows how SEOPro AI (io.github.alpha-ai-labs/seo-agent)'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.alpha-ai-labs/seo-agent
Average score
39.1 / 100Rain
Tools
18
Near-identical descriptions
0

Across the server

No server-wide issues.

Tools

get_indexing_status

32 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
8 / 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: website_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: website_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_keyword_plan

32 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
8 / 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: website_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: website_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_website_stats

32 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
8 / 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: website_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: website_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

check_ai_citations

35 / 100Rain

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

get_ai_search_traffic

35 / 100Rain

Purpose
20 / 20
When to use
0 / 20
Arguments
8 / 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: website_id, start_date, end_date, limit.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: website_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_article_status

35 / 100Rain

Purpose
20 / 20
When to use
0 / 20
Arguments
8 / 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: website_id, start_date, end_date.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

get_backlink_profile

35 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
8 / 25
Return value
0 / 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: website_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: website_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_search_performance

35 / 100Rain

Purpose
20 / 20
When to use
0 / 20
Arguments
8 / 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: website_id, start_date, end_date.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: website_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_top_search_keywords

35 / 100Rain

Purpose
20 / 20
When to use
0 / 20
Arguments
8 / 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: website_id, start_date, end_date, limit.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: website_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_search_trends

37 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
8 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: website_id, months.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: website_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

list_articles

37 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
8 / 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: website_id, status, limit.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: website_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_article

39 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
8 / 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: blog_id, include_content.param_no_description
  • Minor
    The meaning of the boolean argument include_content is unclear.vague_boolean
  • Minor
    Required identifiers whose description does not say where the value comes from: blog_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

generate_article

40 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
3 / 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: website_id, keyword, scheduled_date, topic.param_no_description
  • Minor
    String arguments with no constraint or example: keyword.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: website_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

request_indexing

40 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
8 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: website_id, urls, confirm_indexing.param_no_description
  • Minor
    The meaning of the boolean argument confirm_indexing 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: website_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

run_seo_audit

40 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
3 / 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: url.param_no_description
  • Minor
    String arguments with no constraint or example: url.loose_string_param

generate_keyword_plan

45 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
8 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: website_id, topic_instructions, primary_keywords, secondary_keywords, replace_existing, confirm_replace_existing.param_no_description
  • Minor
    The meaning of the boolean argument replace_existing is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument confirm_replace_existing 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: website_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

publish_article

55 / 100Cloudy

Purpose
20 / 20
When to use
20 / 20
Arguments
8 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: blog_id, publish_as_draft, confirm_publish.param_no_description
  • Minor
    The meaning of the boolean argument publish_as_draft is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument confirm_publish 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: blog_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

list_websites

64 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
7 / 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

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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