# LeadFast (vip.leadfast/leadfast): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/vip.leadfast%2Fleadfast/versions/latest)
- Connected to: https://leadfast.vip/mcp
- Homepage: https://leadfast.vip/agents
- Scoring rules: v2
- Tools: 34
- Average: 41.5 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how LeadFast (vip.leadfast/leadfast)'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: 34 tools. Above 25, models start to tell tools apart less well.
- Major: 23 tools repeat the same note (40 words). Say it once in the server's instructions, and let each description say what only that tool does. The note does not count toward the tools' scores.

## Tools

- `correct_website_facts`: 28 / 100
  - Major: The description only restates the name (9 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: replacement_id, facts, facts.name, facts.description, facts.audience, facts.problems, facts.exclusions, proposal_id, approved, replacement_id, facts, facts.name, facts.description, facts.audience, facts.problems, facts.exclusions, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `retry_website_review`: 28 / 100
  - Major: The description only restates the name (6 words).
  - Major: The description is too short (6 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: replacement_id, proposal_id, approved, replacement_id, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `select_website_offering`: 28 / 100
  - Major: The description only restates the name (8 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: replacement_id, url, proposal_id, approved, replacement_id, url, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `retry_research`: 33 / 100
  - Major: The description only restates the name (8 words).
  - Major: Arguments without a description: proposal_id, approved, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `cancel_website_review`: 35 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: replacement_id, proposal_id, approved, replacement_id, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `correct_research`: 35 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: corrections, proposal_id, approved, corrections, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `disconnect_integration`: 35 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: provider, proposal_id, approved, provider, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `test_email`: 35 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: proposal_id, approved, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `start_research`: 36 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: url, proposal_id, approved, url, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `get_match`: 37 / 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.
- `cancel_change`: 38 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: proposal_id.
  - Minor: Required identifiers whose description does not say where the value comes from: proposal_id. Name the tool or the place that returns it, or models look it up first.
- `apply_website_review`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: replacement_id, proposal_id, approved, replacement_id, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `connect_email`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: email, proposal_id, approved, email, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `connect_telegram`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: target, proposal_id, approved, target, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `connect_webhook`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: endpoint, proposal_id, approved, endpoint, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `correct_product_facts`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: facts, facts.name, facts.description, facts.audience, facts.problems, facts.exclusions, proposal_id, approved, facts, facts.name, facts.description, facts.audience, facts.problems, facts.exclusions, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `pause_integration`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: provider, proposal_id, approved, provider, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `replace_product_website`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: url, proposal_id, approved, url, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `test_telegram`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: proposal_id, approved, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `test_webhook`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: proposal_id, approved, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `apply_product_facts`: 40 / 100
  - Major: Arguments without a description: proposal_id, approved, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `resume_integration`: 40 / 100
  - Major: Arguments without a description: provider, proposal_id, approved, provider, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `list_matches`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: limit, band, since.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `connect_slack`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: proposal_id, approved, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `refresh_threads`: 44 / 100
  - Major: Arguments without a description: proposal_id, approved, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `start_trial`: 44 / 100
  - Major: Arguments without a description: proposal_id, approved, proposal_id, approved.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument approved is unclear.
  - Minor: The meaning of the boolean argument approved is unclear.
- `get_product`: 46 / 100
  - Major: The description only restates the name (6 words).
  - Major: The description is too short (6 words).
  - Major: Says nothing about when to use it, or when not to.
- `get_change_status`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: proposal_id.
  - Minor: Required identifiers whose description does not say where the value comes from: proposal_id. Name the tool or the place that returns it, or models look it up first.
- `get_monitoring_status`: 50 / 100
  - Major: The description is too short (7 words).
  - Major: Says nothing about when to use it, or when not to.
- `get_product_settings`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_research`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `list_integrations`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `list_threads`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_subscription`: 69 / 100

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