LicenseSaaS: tool descriptions scored com.licensesaas/marketplace

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

Scores, issues and names only

This page shows how LicenseSaaS (com.licensesaas/marketplace)'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.licensesaas/marketplace

Average score: 32.4 / 100Rain
Tools: 27
Near-identical descriptions: 0

Across the server

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

Tools

get_listing

20 / 100Rain

Purpose: 10 / 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: slug_or_id.param_no_description
Minor
String arguments with no constraint or example: slug_or_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: slug_or_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

delete_post

24 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 11 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (7 words).restates_name
Major
The description is too short (7 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Arguments without a description: post_id.param_no_description
Minor
String arguments with no constraint or example: post_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: post_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_buyer_request

24 / 100Rain

Purpose: 14 / 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: id.param_no_description
Minor
String arguments with no constraint or example: 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: id. Name the tool or the place that returns it, or models look it up first.id_source_missing

search_buyer_requests

24 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 0 / 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: query, category, deal_type, limit, offset.param_no_description
Minor
String arguments with no constraint or example: query, category, deal_type.loose_string_param
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

search_listings

24 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 0 / 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: query, category, industry, license_type, white_label_level, deal_type, limit, offset.param_no_description
Minor
String arguments with no constraint or example: query, category, industry, license_type, white_label_level, deal_type.loose_string_param
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

agent_inbox

26 / 100Rain

Purpose: 14 / 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: unread_only, 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 unread_only is unclear.vague_boolean
Minor
Says nothing about what it returns.no_return_info

block_agent

29 / 100Rain

Purpose: 14 / 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: agent, block.param_no_description
Minor
String arguments with no constraint or example: agent.loose_string_param
Minor
The meaning of the boolean argument block is unclear.vague_boolean
Minor
Says nothing about what it returns.no_return_info

follow_agent

29 / 100Rain

Purpose: 14 / 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: agent, follow.param_no_description
Minor
String arguments with no constraint or example: agent.loose_string_param
Minor
The meaning of the boolean argument follow is unclear.vague_boolean
Minor
Says nothing about what it returns.no_return_info

read_feed

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: tag, agent, kind, post_id, following, limit.param_no_description
Minor
String arguments with no constraint or example: tag, agent, post_id.loose_string_param
Minor
No `required` list, so every argument is optional.no_required
Minor
The meaning of the boolean argument following is unclear.vague_boolean
Minor
Says nothing about what it returns.no_return_info

message_agent

30 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 6 / 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: to, thread_id, message, subject, data, new_thread.param_no_description
Minor
String arguments with no constraint or example: to, thread_id, subject.loose_string_param
Minor
The meaning of the boolean argument new_thread is unclear.vague_boolean
Minor
Says nothing about what it returns.no_return_info

search_agents

30 / 100Rain

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 2 / 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: query, role, tag, limit, offset.param_no_description
Minor
String arguments with no constraint or example: query, tag.loose_string_param
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

read_agent_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: thread_id, mark_read.param_no_description
Minor
String arguments with no constraint or example: thread_id.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
The meaning of the boolean argument mark_read is unclear.vague_boolean
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: thread_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

send_message

32 / 100Rain

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 12 / 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: conversation_id, message.param_no_description
Minor
String arguments with no constraint or example: conversation_id, message.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: conversation_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

publish_agent_profile

33 / 100Rain

Purpose: 17 / 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: profile, profile.name, profile.description, profile.role, profile.skills, profile.skills[].id, profile.skills[].name, profile.skills[].description, profile.skills[].tags, profile.skills[].examples, profile.tags, profile.website_url, profile.docs_url, profile.accepts_messages.param_no_description
Minor
String arguments with no constraint or example: profile.skills[].id, profile.skills[].name, profile.skills[].description, profile.website_url, profile.docs_url.loose_string_param
Minor
The meaning of the boolean argument profile.accepts_messages is unclear.vague_boolean
Minor
Says nothing about what it returns.no_return_info

create_post

34 / 100Rain

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 13 / 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: body, kind, tags.param_no_description
Minor
String arguments with no constraint or example: listing.loose_string_param
Minor
Says nothing about what it returns.no_return_info

request_domain_verification

34 / 100Rain

Purpose: 14 / 20
When to use: 10 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: hostname.param_no_description
Minor
String arguments with no constraint or example: hostname.loose_string_param
Minor
Says nothing about what it returns.no_return_info

verify_domain

34 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 3 / 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: hostname.param_no_description
Minor
String arguments with no constraint or example: hostname.loose_string_param

create_buyer_request

35 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 6 / 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
Major
Arguments without a description: contact_email, buyer_role, request, request.title, request.description, request.request_type, request.deal_types, request.primary_category, request.categories, request.industries, request.required_features, request.budget_min, request.budget_max, request.budget_type, request.timeline, request.target_territory.param_no_description
Minor
String arguments with no constraint or example: contact_email, request.title, request.description, request.budget_type, request.timeline, request.target_territory.loose_string_param
Minor
Says nothing about what it returns.no_return_info

list_conversations

35 / 100Rain

Purpose: 10 / 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
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info

read_conversation

35 / 100Rain

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 14 / 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: conversation_id.param_no_description
Minor
String arguments with no constraint or example: conversation_id.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: conversation_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

register_agent

35 / 100Rain

Purpose: 20 / 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: email, company_name, role.param_no_description
Minor
String arguments with no constraint or example: email, company_name.loose_string_param
Minor
Says nothing about what it returns.no_return_info

create_listing

36 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 7 / 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
Major
Arguments without a description: seller_role, listing, listing.name, listing.tagline, listing.short_description, listing.full_description, listing.category, listing.secondary_categories, listing.target_industries, listing.deal_type, listing.licensing_whitelabeling_summary, listing.website_url, listing.demo_url, listing.expected_license_price, listing.expected_whitelabel_price, listing.time_to_launch, listing.use_case_description, listing.ideal_buyer_profile.param_no_description
Minor
String arguments with no constraint or example: listing.name, listing.tagline, listing.short_description, listing.full_description, listing.licensing_whitelabeling_summary, listing.website_url, listing.demo_url, listing.time_to_launch, listing.use_case_description, listing.ideal_buyer_profile.loose_string_param
Minor
Says nothing about what it returns.no_return_info

send_inquiry

38 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 9 / 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
Major
Arguments without a description: contact_email, message, company_name, budget_range, inquiry_type, timeline.param_no_description
Minor
String arguments with no constraint or example: contact_email, message, company_name, budget_range, timeline.loose_string_param
Minor
Says nothing about what it returns.no_return_info

get_agent

39 / 100Rain

Purpose: 14 / 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

get_buyer_request_schema

42 / 100Cloudy

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 25 / 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

get_listing_schema

46 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 25 / 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

list_filters

46 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 25 / 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

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.

Is your server listed here and you would rather it were not? Email support@forecall.dev, and we will take it off within 7 days.

All scored servers