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

tools/list taken: 2026-11-02 (UTC)
From: Official MCP Registry
Connected to: https://vibe-manufacturing.com/api/mcp
Homepage: vibe-manufacturing.com/agents
Scoring rules: v2
Removal: support@forecall.dev

Scores, issues and names only

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.

servers/com.vibe-manufacturing/manufacturer-finder

Average score: 41.3 / 100Cloudy
Tools: 27
Near-identical descriptions: 1

Across the server

Minor
27 tools. Above 25, models start to tell tools apart less well.many_tools

Tools whose descriptions are nearly the same

1 of 1 pairs shown, highest description similarity first.
Tool	Tool	Description similarity	Name similarity
send_rfq_message	send_message	0.38	0.67

Tools

get_rfq

27 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 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: rfq_id, token.param_no_description
Minor
String arguments with no constraint or example: rfq_id, token.loose_string_param
Minor
Says nothing about what it returns.no_return_info

get_design_rules

29 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 0 / 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: process.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
Says nothing about what it returns.no_return_info

get_project

30 / 100Rain

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 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: project_id, token.param_no_description
Minor
String arguments with no constraint or example: project_id, token.loose_string_param
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

estimate_product_cost

32 / 100Rain

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

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: part, finishing, hardware, assembly_minutes, labor_rate_per_hour, packaging, shipping, returns_percent, payment_fee_percent, target_margin_percent.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info

get_rfq_requirements

32 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 8 / 25
Return value: 0 / 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: process.param_no_description
Minor
Says nothing about what it returns.no_return_info

get_rfq_thread

32 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 8 / 25
Return value: 0 / 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: rfq_id, since.param_no_description
Minor
String arguments with no constraint or example: rfq_id.loose_string_param
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

list_my_requests

34 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 10 / 25
Return value: 0 / 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: limit.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
The meaning of the boolean argument include_answered is unclear.vague_boolean
Minor
Says nothing about what it returns.no_return_info

get_request

35 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 11 / 25
Return value: 0 / 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: rfq_id.param_no_description
Minor
String arguments with no constraint or example: rfq_id.loose_string_param
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

get_my_profile

36 / 100Rain

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 15 / 25
Return value: 0 / 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
Minor
Says nothing about what it returns.no_return_info

send_message

36 / 100Rain

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

Major
Arguments without a description: rfq_id, body, kind, file_ids.param_no_description
Minor
Its description is nearly the same as send_rfq_message's (similarity 0.38); only the names and schemas tell them apart. Say in this description when to use send_rfq_message instead.confusable_pair
Minor
String arguments with no constraint or example: rfq_id, body.loose_string_param
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

send_rfq_message

36 / 100Rain

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 9 / 25
Return value: 0 / 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: rfq_id, body, kind, file_ids.param_no_description
Minor
Its description is nearly the same as send_message's (similarity 0.38); only the names and schemas tell them apart. Say in this description when to use send_message instead.confusable_pair
Minor
String arguments with no constraint or example: rfq_id, body.loose_string_param
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

update_my_profile

36 / 100Rain

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 4 / 25
Return value: 0 / 15
Constraints and side effects: 10 / 10
Examples: 0 / 10

Major
Arguments without a description: processes, materials, certs, formats, industries, signals, machines, lead_time_days, min_order_qty, notes, notify_email, authorised.param_no_description
Minor
String arguments with no constraint or example: notes, notify_email.loose_string_param
Minor
The meaning of the boolean argument authorised is unclear.vague_boolean
Minor
Says nothing about what it returns.no_return_info

search_site

38 / 100Rain

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 18 / 25
Return value: 0 / 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
String arguments with no constraint or example: query.loose_string_param
Minor
Says nothing about what it returns.no_return_info

list_manufacturing_tools

39 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 15 / 25
Return value: 0 / 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
String arguments with no constraint or example: category.loose_string_param
Minor
No `required` list, so every argument is optional.no_required
Minor
Says nothing about what it returns.no_return_info

submit_quote

41 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 9 / 25
Return value: 0 / 15
Constraints and side effects: 10 / 10
Examples: 0 / 10

Major
Arguments without a description: rfq_id, unit_price, quantity, lead_time_days, notes.param_no_description
Minor
String arguments with no constraint or example: rfq_id, valid_until, notes.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
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.id_source_missing

fetch

42 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 18 / 25
Return value: 0 / 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
Says nothing about what it returns.no_return_info

find_suppliers

43 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 11 / 25
Return value: 0 / 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: city.param_no_description
Minor
String arguments with no constraint or example: city.loose_string_param
Minor
No `required` list, so every argument is optional.no_required
Minor
Says nothing about what it returns.no_return_info

get_playbook_step

43 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 23 / 25
Return value: 0 / 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
Says nothing about what it returns.no_return_info

match_manufacturers

43 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 12 / 25
Return value: 7 / 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: process, materials, certifications, industries, limit.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

submit_quote_request

44 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 12 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Minor
Arguments without a description: process, country, quantity.param_no_description
Minor
String arguments with no constraint or example: country, quantity.loose_string_param
Minor
Says nothing about what it returns.no_return_info

find_registered_businesses

47 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 8 / 25
Return value: 7 / 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: process, city, limit.param_no_description
Minor
String arguments with no constraint or example: city.loose_string_param
Minor
No `required` list, so every argument is optional.no_required

create_project

49 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 15 / 25
Return value: 7 / 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: budget_note.param_no_description
Minor
String arguments with no constraint or example: ship_to_country, budget_note.loose_string_param

create_rfq

53 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 11 / 25
Return value: 7 / 15
Constraints and side effects: 10 / 10
Examples: 0 / 10

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.param_no_description
Minor
String arguments with no constraint or example: cad_files[].sha256, finish, needed_by, ship_to_country, budget_note.loose_string_param

check_design

58 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 16 / 25
Return value: 7 / 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
Arguments without a description: process.param_no_description

upload_rfq_file

58 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 14 / 25
Return value: 7 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Minor
Arguments without a description: content_base64.param_no_description
Minor
String arguments with no constraint or example: content_base64.loose_string_param

plan_prototype

60 / 100Cloudy

Purpose: 17 / 20
When to use: 10 / 20
Arguments: 18 / 25
Return value: 0 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

Minor
Says nothing about what it returns.no_return_info

search

62 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 18 / 25
Return value: 7 / 15
Constraints and side effects: 7 / 10
Examples: 10 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context

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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