Crawdar Business Research: tool descriptions scored com.crawdar/business-research

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

Scores, issues and names only

This page shows how Crawdar Business Research (com.crawdar/business-research)'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.crawdar/business-research

Average score: 58.4 / 100Cloudy
Tools: 21
Near-identical descriptions: 0

Across the server

No server-wide issues.

Tools

browse_service_providers

44 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 7 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: query, industry, geography, cursor, 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

browse_owner_demands

45 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 7 / 25
Return value: 8 / 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: query, industry, geography, cursor, 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

create_opportunity_workspace

45 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 10 / 25
Return value: 8 / 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: name, profile, profile.skills, profile.industries, profile.geographies, profile.excludedActivities, profile.capacity, idempotencyKey.param_no_description

match_demand_providers

45 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 10 / 25
Return value: 8 / 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: demandId, cursor, industry, geography.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Required identifiers whose description does not say where the value comes from: demandId. Name the tool or the place that returns it, or models look it up first.id_source_missing

search_problem_graph

47 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 7 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: query, industry, geography, cursor, limit, host, problem.param_no_description
Minor
No `required` list, so every argument is optional.no_required

create_owner_demand_draft

50 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 10 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: title, businessName, website, industry, geography, problem, requiredSkills, budgetText, timing.param_no_description

scan_review_pain_points

54 / 100Cloudy

Purpose: 20 / 20
When to use: 10 / 20
Arguments: 2 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: business, website, target, geography, reviewUrls, googlePlaceId.param_no_description
Minor
String arguments with no constraint or example: business, website, target, geography, googlePlaceId.loose_string_param
Minor
No `required` list, so every argument is optional.no_required

update_opportunity_workspace

54 / 100Cloudy

Purpose: 20 / 20
When to use: 10 / 20
Arguments: 9 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: revision, command, command.type, command.opportunityId, command.profile, command.profile.skills, command.profile.industries, command.profile.geographies, command.profile.excludedActivities, command.profile.capacity, command.opportunity, command.opportunity.title, command.opportunity.problem, command.opportunity.industry, command.opportunity.geography, command.opportunity.proposedSolution, command.opportunity.requiredSkills, command.opportunity.uncertainties, command.opportunity.counterargument, command.business, command.business.name, command.business.website, command.business.location, command.business.contactPreference, command.business.contactPreferenceSource, command.business.contactPreferenceRecordedAt, command.evidence, command.evidence.businessId, command.evidence.claim, command.evidence.excerpt, command.evidence.sourceUrl, command.evidence.observedAt, command.evidence.expiresAt, command.evidence.kind, command.evidence.stance, command.validation.stage, command.validation.summary, command.validation.occurredAt, command.validation.actor, command.validation.evidenceIds, command.validation.businessId, command.validation.amount, command.validation.currency, command.validation.metric, command.validation.baseline, command.validation.result, command.validation.unit, command.reason, command.monitor, command.monitor.name, command.monitor.query, command.monitor.cadence, command.monitor.opportunityId, command.monitorId, command.status, command.signal, command.signal.monitorId, command.signal.opportunityId, command.signal.sourceUrl, command.signal.summary, command.signal.eventDate, command.signal.kind.param_no_description
Minor
String arguments with no constraint or example: command.opportunity.industry, command.opportunity.geography, command.opportunity.proposedSolution, command.opportunity.counterargument, command.business.name, command.business.location, command.validation.summary, command.validation.actor, command.validation.metric, command.validation.unit, command.monitor.name, command.monitor.query, command.signal.summary.loose_string_param
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

cancel_lead_search

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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
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

get_opportunity_workspace

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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
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

refine_lead_search

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

research_opportunity_workspace

58 / 100Cloudy

Purpose: 20 / 20
When to use: 10 / 20
Arguments: 13 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: revision, target, geography, problemCategories.param_no_description
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

list_opportunity_workspaces

62 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

No issues.

retry_lead_search

62 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

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

explain_crawdar

64 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 15 / 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

get_lead_search

65 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 23 / 25
Return value: 15 / 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

sandbox_businesses

66 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 22 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Minor
No `required` list, so every argument is optional.no_required

start_lead_search

69 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 22 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

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

get_opportunity_learning

70 / 100Clear

Purpose: 20 / 20
When to use: 10 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

No issues.

search_businesses

70 / 100Clear

Purpose: 20 / 20
When to use: 10 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

No issues.

research_businesses

85 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

No issues.

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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