# HostingBrain Intelligence (ai.hostingbrain/intelligence): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/ai.hostingbrain%2Fintelligence/versions/latest)
- Connected to: https://mcp.hostingbrain.ai/mcp
- Homepage: https://hostingbrain.ai/
- Scoring rules: v2
- Tools: 35
- Average: 53.9 / 100 (Cloudy)
- Near-identical pairs: 0

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.

## Across the server

- Minor: 35 tools. Above 25, models start to tell tools apart less well.
- 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.

## Tools

- `independent_operators`: 40 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: min_live, country_tld, max_results.
  - Minor: No `required` list, so every argument is optional.
- `peer_compare`: 40 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: operators.
- `search`: 43 / 100
  - Major: Arguments without a description: query.
  - Minor: String arguments with no constraint or example: query.
- `consolidator_scorecard`: 45 / 100
  - Major: Arguments without a description: group.
  - Minor: String arguments with no constraint or example: group.
- `migration_flows`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: subject, layer, chart.
  - Minor: String arguments with no constraint or example: subject.
  - Minor: The meaning of the boolean argument chart is unclear.
- `stack_profile`: 47 / 100
  - Major: Arguments without a description: market, operator.
  - Minor: No `required` list, so every argument is optional.
- `coverage_calibration`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: include_history.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument include_history is unclear.
- `customer_faithfulness`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: provider, chart.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument chart is unclear.
- `layer_stickiness`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: scope, chart.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument chart is unclear.
- `market_concentration`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: market, chart, actor_scope.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument chart is unclear.
- `market_digitization`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: top_n, market_grain, market.
  - Minor: No `required` list, so every argument is optional.
- `pricing_moves`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: brand_or_group, market, change_type, validation_tier, category, include_all, offset.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument include_all is unclear.
- `technology_adoption`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: category, provider, market, operator, grain, scope, chart.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument chart is unclear.
- `book_health`: 50 / 100
  - Major: Arguments without a description: operator, chart.
  - Minor: String arguments with no constraint or example: operator.
  - Minor: The meaning of the boolean argument chart is unclear.
- `fetch`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: id.
  - Minor: String arguments with no constraint or example: id.
  - 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.
- `operator_profile`: 50 / 100
  - Major: Arguments without a description: brand_or_operator.
  - Minor: String arguments with no constraint or example: brand_or_operator.
- `search_visibility`: 50 / 100
  - Major: Arguments without a description: market, view.
  - Minor: No `required` list, so every argument is optional.
- `definitions`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: term, section.
  - Minor: No `required` list, so every argument is optional.
- `tld_pricing`: 52 / 100
  - Major: Arguments without a description: market, tld, view.
  - Minor: No `required` list, so every argument is optional.
- `group_movement`: 54 / 100
  - Major: Arguments without a description: group, chart.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument chart is unclear.
- `email_security`: 55 / 100
  - Major: Arguments without a description: market, operator.
  - Minor: No `required` list, so every argument is optional.
- `vendor_adoption`: 55 / 100
  - Major: Arguments without a description: vendor, mechanism, market, top_n, chart.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument chart is unclear.
- `market_structure`: 57 / 100
  - Major: Arguments without a description: market, layer, offset.
  - Minor: String arguments with no constraint or example: market.
- `hosting_momentum`: 59 / 100
  - Major: Arguments without a description: scope, chart.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument chart is unclear.
- `market_pricing`: 59 / 100
  - Major: Arguments without a description: market, category, chart.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument chart is unclear.
- `dossier`: 60 / 100
  - Major: Arguments without a description: target, detail, sections.
  - Minor: String arguments with no constraint or example: target.
- `pricing_profile`: 60 / 100
  - Major: Arguments without a description: brand_or_group, market, category, chart, include_all.
  - Minor: String arguments with no constraint or example: brand_or_group.
  - Minor: The meaning of the boolean argument chart is unclear.
  - Minor: The meaning of the boolean argument include_all is unclear.
- `consolidation_landscape`: 62 / 100
- `saas_adoption`: 62 / 100
  - Major: Arguments without a description: operators, grain, chart.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument chart is unclear.
- `feedback`: 64 / 100
  - Major: Arguments without a description: message, kind, about, reference.
  - Minor: String arguments with no constraint or example: message.
- `header_adoption`: 64 / 100
  - Major: Arguments without a description: category, provider, market, operator, grain, scope, chart.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument chart is unclear.
- `saas_diversification`: 65 / 100
- `ownership_evidence`: 67 / 100
  - Major: Arguments without a description: domain, operator.
  - Minor: No `required` list, so every argument is optional.
- `integration_depth`: 69 / 100
  - Major: Arguments without a description: group, chart, include_network_map_detail, brand.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument chart is unclear.
  - Minor: The meaning of the boolean argument include_network_map_detail is unclear.
- `provenance`: 69 / 100

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