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OnPage.dev: tool descriptions scored dev.onpage/onpage

tools/list taken
(UTC)
From
Official MCP Registry
Connected to
https://onpage.dev/mcp
Homepage
onpage.dev/mcp
Repository
github.com/seoonpage/seo-mcp-server
Scoring rules
v2
Removal
support@forecall.dev
Score this URL as it is today

Scores, issues and names only

This page shows how OnPage.dev (dev.onpage/onpage)'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/dev.onpage/onpage
Average score
60.0 / 100Cloudy
Tools
37
Near-identical descriptions
0

Across the server

  • Minor
    37 tools. Above 25, models start to tell tools apart less well.many_tools
  • Minor
    The server's instructions are 2173 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.instructions_long

Tools

plan

47 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
15 / 25
Return value
8 / 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
    Arguments without a description: old_urls, new_urls, clicks[].url, clicks[].clicks, fixes, fixes[].title, fixes[].url, fixes[].detail, fixes[].severity, fixes[].effort, fixes[].role, hours.dev, hours.content, hours.outreach.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

track_rankings

52 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
12 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: gsc_rows[].query, gsc_rows[].page, gsc_rows[].clicks, gsc_rows[].impressions, gsc_rows[].position, tracker_rows[].keyword, tracker_rows[].landing_page, tracker_rows[].position, tracker_rows[].volume, tracker_rows[].cpc, tracker_rows[].traffic, tracker_rows[].serp_features, tracker_rows[].tags, tracker_rows[].is_commercial, tracker_rows[].is_transactional, tracker_rows[].is_branded, tracker_rows[].location, tracker_rows[].device, conversions[].page, conversions[].conversions, conversions[].revenue.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument tracker_rows[].is_commercial is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument tracker_rows[].is_transactional is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument tracker_rows[].is_branded is unclear.vague_boolean

check_keyword

53 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
16 / 25
Return value
8 / 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: rows[].query, rows[].page, rows[].clicks, rows[].impressions, rows[].position.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

site_memory

53 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
16 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: kind, limit, note.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

tracking

53 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
16 / 25
Return value
8 / 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: gsc[].page, gsc[].clicks, ga4[].landing_page, ga4[].sessions.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

content

54 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
17 / 25
Return value
8 / 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: competitor_rows[].keyword, competitor_rows[].url, competitor_rows[].position, competitor_rows[].volume, queries[].query, queries[].page, queries[].clicks, queries[].impressions, queries[].position.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

sitemap

54 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
22 / 25
Return value
8 / 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
    No `required` list, so every argument is optional.no_required

text_quality

54 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
22 / 25
Return value
8 / 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
    No `required` list, so every argument is optional.no_required

ai_visibility

55 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
11 / 25
Return value
15 / 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: competitors, competitors[].name, competitors[].domain, responses, responses[].question, responses[].response, responses[].links, responses[].search_queries, responses[].engine, responses[].volume, pages, pages[].url, pages[].chatgpt, pages[].perplexity, pages[].gemini, pages[].google_ai_overviews, pages[].google_ai_mode, pages[].copilot, pages[].grok.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

get_fix_pack

55 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
18 / 25
Return value
8 / 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: alts[].src, alts[].alt, changes[].field, changes[].value.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

check_links

57 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
22 / 25
Return value
8 / 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
    No `required` list, so every argument is optional.no_required

request_recrawl

57 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
22 / 25
Return value
8 / 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
    No `required` list, so every argument is optional.no_required

backlinks

58 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
16 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    Arguments without a description: yours[].domain, yours[].domain_rating, yours[].traffic, competitors[].domain, competitors[].referring_domains, competitors[].referring_domains[].domain, competitors[].referring_domains[].domain_rating, competitors[].referring_domains[].traffic, prospects, prospects[].type, prospects[].anchor, prospects[].domain_rating, prospects[].traffic.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

accessibility

59 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
22 / 25
Return value
8 / 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
    No `required` list, so every argument is optional.no_required

answer_readiness

59 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
22 / 25
Return value
8 / 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
    No `required` list, so every argument is optional.no_required

edge_worker

59 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
22 / 25
Return value
8 / 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
    No `required` list, so every argument is optional.no_required

internal_links

59 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
22 / 25
Return value
8 / 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
    No `required` list, so every argument is optional.no_required

layout

59 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
22 / 25
Return value
8 / 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
    No `required` list, so every argument is optional.no_required

llms_txt

59 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
22 / 25
Return value
8 / 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
    No `required` list, so every argument is optional.no_required

robots_txt

59 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
22 / 25
Return value
8 / 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
    No `required` list, so every argument is optional.no_required

schema

59 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
22 / 25
Return value
8 / 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
    No `required` list, so every argument is optional.no_required

technical

59 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
22 / 25
Return value
8 / 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
    No `required` list, so every argument is optional.no_required

explain_google

60 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
13 / 25
Return value
15 / 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: rows, rows[].url, rows[].indexingState, rows[].robotsTxtState, rows[].pageFetchState, rows[].googleCanonical, rows[].userCanonical, rows[].lastCrawlTime, issues[].url, issues[].issue, bing_queries, bing_queries[].query, bing_queries[].clicks, bing_queries[].impressions, bing_queries[].position, google_queries, google_queries[].query, google_queries[].clicks, google_queries[].impressions, google_queries[].position.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

local

60 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
15 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    Arguments without a description: gbp_profile.title, gbp_profile.phone, gbp_profile.street, gbp_profile.postcode, gbp_profile.city, reviews, reviews[].author, reviews[].rating, reviews[].text, reviews[].date, reviews[].replied, reviews[].review_id, terms[].keyword, terms[].impressions, grid[].keyword.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument reviews[].replied is unclear.vague_boolean

fix_log

61 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
21 / 25
Return value
8 / 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: fixes.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

entity

62 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
22 / 25
Return value
8 / 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
  • Minor
    No `required` list, so every argument is optional.no_required

share

62 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
22 / 25
Return value
8 / 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
    No `required` list, so every argument is optional.no_required

dashboard

64 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 25
Return value
15 / 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: dataset, bigquery.project.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

site_audit

64 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
17 / 25
Return value
15 / 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: pages[].title, pages[].meta_description, pages[].h1_count, pages[].canonical, pages[].word_count, pages[].images_missing_alt, pages[].image_count, links[].from, links[].to.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

web_vitals

64 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
22 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    No `required` list, so every argument is optional.no_required

find_opportunities

66 / 100Cloudy

Purpose
17 / 20
When to use
15 / 20
Arguments
16 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: ads[].term, ads[].clicks, ads[].cost, ads[].conversions, gsc[].query, gsc[].clicks, gsc[].position, gsc[].page.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

watch

66 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
22 / 25
Return value
15 / 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
    No `required` list, so every argument is optional.no_required

compare

67 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
22 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    No `required` list, so every argument is optional.no_required

scan_page

67 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
22 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    No `required` list, so every argument is optional.no_required

snippet

69 / 100Cloudy

Purpose
17 / 20
When to use
15 / 20
Arguments
22 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    No `required` list, so every argument is optional.no_required

measure

72 / 100Clear

Purpose
17 / 20
When to use
15 / 20
Arguments
20 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    Arguments without a description: pages, rows.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

prioritize_fixes

82 / 100Clear

Purpose
20 / 20
When to use
20 / 20
Arguments
17 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Major
    Arguments without a description: pages, pages[].url, pages[].clicks, pages[].impressions, pages[].position, pages[].backlinks, pages[].referring_domains, pages[].queries, pages[].queries[].query, pages[].queries[].clicks, pages[].queries[].impressions, pages[].queries[].position.param_no_description
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description

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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