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HostingBrain Intelligence: tool descriptions scored ai.hostingbrain/intelligence

tools/list taken
(UTC)
From
Official MCP Registry
Connected to
https://mcp.hostingbrain.ai/mcp
Homepage
hostingbrain.ai
Scoring rules
v2
Removal
support@forecall.dev
Score this URL as it is today

Scores, issues and names only

This page shows how HostingBrain Intelligence (ai.hostingbrain/intelligence)'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.hostingbrain/intelligence
Average score
53.9 / 100Cloudy
Tools
35
Near-identical descriptions
0

Across the server

  • Minor
    35 tools. Above 25, models start to tell tools apart less well.many_tools
  • Minor
    The server has no instructions. Say there, once, what the server is for and when to use it: Claude Code and Gemini CLI read the instructions before the tool descriptions.instructions_missing

Tools

independent_operators

40 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
5 / 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
  • Major
    Arguments without a description: min_live, country_tld, max_results.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

peer_compare

40 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
8 / 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
  • Major
    Arguments without a description: operators.param_no_description

search

43 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: query.param_no_description
  • Minor
    String arguments with no constraint or example: query.loose_string_param

consolidator_scorecard

45 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
3 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: group.param_no_description
  • Minor
    String arguments with no constraint or example: group.loose_string_param

migration_flows

45 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
5 / 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
  • Major
    Arguments without a description: subject, layer, chart.param_no_description
  • Minor
    String arguments with no constraint or example: subject.loose_string_param
  • Minor
    The meaning of the boolean argument chart is unclear.vague_boolean

stack_profile

47 / 100Cloudy

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

coverage_calibration

49 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 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: include_history.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument include_history is unclear.vague_boolean

customer_faithfulness

49 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 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: provider, chart.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument chart is unclear.vague_boolean

layer_stickiness

49 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 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: scope, chart.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument chart is unclear.vague_boolean

market_concentration

49 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 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: market, chart, actor_scope.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument chart is unclear.vague_boolean

market_digitization

49 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 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: top_n, market_grain, market.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

pricing_moves

49 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 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: brand_or_group, market, change_type, validation_tier, category, include_all, offset.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument include_all is unclear.vague_boolean

technology_adoption

49 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 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: category, provider, market, operator, grain, scope, chart.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument chart is unclear.vague_boolean

book_health

50 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
3 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: operator, chart.param_no_description
  • Minor
    String arguments with no constraint or example: operator.loose_string_param
  • Minor
    The meaning of the boolean argument chart is unclear.vague_boolean

fetch

50 / 100Cloudy

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

operator_profile

50 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
3 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: brand_or_operator.param_no_description
  • Minor
    String arguments with no constraint or example: brand_or_operator.loose_string_param

search_visibility

50 / 100Cloudy

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

definitions

52 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
15 / 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: term, section.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

tld_pricing

52 / 100Cloudy

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

group_movement

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
5 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: group, chart.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument chart is unclear.vague_boolean

email_security

55 / 100Cloudy

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

vendor_adoption

55 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
5 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: vendor, mechanism, market, top_n, chart.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument chart is unclear.vague_boolean

market_structure

57 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
5 / 25
Return value
15 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: market, layer, offset.param_no_description
  • Minor
    String arguments with no constraint or example: market.loose_string_param

hosting_momentum

59 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
5 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: scope, chart.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument chart is unclear.vague_boolean

market_pricing

59 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
5 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: market, category, chart.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument chart is unclear.vague_boolean

dossier

60 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
6 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: target, detail, sections.param_no_description
  • Minor
    String arguments with no constraint or example: target.loose_string_param

pricing_profile

60 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
6 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: brand_or_group, market, category, chart, include_all.param_no_description
  • Minor
    String arguments with no constraint or example: brand_or_group.loose_string_param
  • Minor
    The meaning of the boolean argument chart is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument include_all is unclear.vague_boolean

consolidation_landscape

62 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10

No issues.

saas_adoption

62 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
5 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: operators, grain, chart.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument chart is unclear.vague_boolean

feedback

64 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
7 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: message, kind, about, reference.param_no_description
  • Minor
    String arguments with no constraint or example: message.loose_string_param

header_adoption

64 / 100Cloudy

Purpose
17 / 20
When to use
15 / 20
Arguments
5 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: category, provider, market, operator, grain, scope, chart.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument chart is unclear.vague_boolean

saas_diversification

65 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10

No issues.

ownership_evidence

67 / 100Cloudy

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

integration_depth

69 / 100Cloudy

Purpose
17 / 20
When to use
20 / 20
Arguments
5 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: group, chart, include_network_map_detail, brand.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument chart is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument include_network_map_detail is unclear.vague_boolean

provenance

69 / 100Cloudy

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

No issues.

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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