# Vibe Manufacturing (com.vibe-manufacturing/manufacturer-finder): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/com.vibe-manufacturing%2Fmanufacturer-finder/versions/latest)
- Connected to: https://vibe-manufacturing.com/api/mcp
- Homepage: https://vibe-manufacturing.com/agents
- Scoring rules: v2
- Tools: 27
- Average: 41.3 / 100 (Cloudy)
- Near-identical pairs: 1

This page shows how Vibe Manufacturing (com.vibe-manufacturing/manufacturer-finder)'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: 27 tools. Above 25, models start to tell tools apart less well.

## Tools

- `get_rfq`: 27 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: rfq_id, token.
  - Minor: String arguments with no constraint or example: rfq_id, token.
  - Minor: Says nothing about what it returns.
- `get_design_rules`: 29 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: process.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `get_project`: 30 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: project_id, token.
  - Minor: String arguments with no constraint or example: project_id, token.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `estimate_product_cost`: 32 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: part, finishing, hardware, assembly_minutes, labor_rate_per_hour, packaging, shipping, returns_percent, payment_fee_percent, target_margin_percent.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `get_rfq_requirements`: 32 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: process.
  - Minor: Says nothing about what it returns.
- `get_rfq_thread`: 32 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: rfq_id, since.
  - Minor: String arguments with no constraint or example: rfq_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: rfq_id. Name the tool or the place that returns it, or models look it up first.
- `list_my_requests`: 34 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: limit.
  - 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 include_answered is unclear.
  - Minor: Says nothing about what it returns.
- `get_request`: 35 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: rfq_id.
  - Minor: String arguments with no constraint or example: rfq_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: rfq_id. Name the tool or the place that returns it, or models look it up first.
- `get_my_profile`: 36 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `send_message`: 36 / 100
  - Major: Arguments without a description: rfq_id, body, kind, file_ids.
  - Minor: String arguments with no constraint or example: rfq_id, body.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: rfq_id. Name the tool or the place that returns it, or models look it up first.
- `send_rfq_message`: 36 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: rfq_id, body, kind, file_ids.
  - Minor: String arguments with no constraint or example: rfq_id, body.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: rfq_id. Name the tool or the place that returns it, or models look it up first.
- `update_my_profile`: 36 / 100
  - Major: Arguments without a description: processes, materials, certs, formats, industries, signals, machines, lead_time_days, min_order_qty, notes, notify_email, authorised.
  - Minor: String arguments with no constraint or example: notes, notify_email.
  - Minor: The meaning of the boolean argument authorised is unclear.
  - Minor: Says nothing about what it returns.
- `search_site`: 38 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: query.
  - Minor: Says nothing about what it returns.
- `list_manufacturing_tools`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: category.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `submit_quote`: 41 / 100
  - Major: Arguments without a description: rfq_id, unit_price, quantity, lead_time_days, notes.
  - Minor: String arguments with no constraint or example: rfq_id, valid_until, notes.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: rfq_id. Name the tool or the place that returns it, or models look it up first.
- `fetch`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `find_suppliers`: 43 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: city.
  - Minor: String arguments with no constraint or example: city.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `get_playbook_step`: 43 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `match_manufacturers`: 43 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: process, materials, certifications, industries, limit.
  - Minor: The description mentions none of its 3 or more arguments.
- `submit_quote_request`: 44 / 100
  - Minor: Arguments without a description: process, country, quantity.
  - Minor: String arguments with no constraint or example: country, quantity.
  - Minor: Says nothing about what it returns.
- `find_registered_businesses`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: process, city, limit.
  - Minor: String arguments with no constraint or example: city.
  - Minor: No `required` list, so every argument is optional.
- `create_project`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: budget_note.
  - Minor: String arguments with no constraint or example: ship_to_country, budget_note.
- `create_rfq`: 53 / 100
  - Major: Arguments without a description: process, quantity, materials, certifications, industries, file_formats, cad_files, cad_files[].format, cad_files[].sha256, tolerance_mm, finish, needed_by, budget_note.
  - Minor: String arguments with no constraint or example: cad_files[].sha256, finish, needed_by, ship_to_country, budget_note.
- `check_design`: 58 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: process.
- `upload_rfq_file`: 58 / 100
  - Minor: Arguments without a description: content_base64.
  - Minor: String arguments with no constraint or example: content_base64.
- `plan_prototype`: 60 / 100
  - Minor: Says nothing about what it returns.
- `search`: 62 / 100
  - Major: Says nothing about when to use it, or when not to.

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