AI Law Framework: tool descriptions scored com.ailawframework/ai-law-framework

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

Scores, issues and names only

This page shows how AI Law Framework (com.ailawframework/ai-law-framework)'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.ailawframework/ai-law-framework

Average score: 52.6 / 100Cloudy
Tools: 19
Near-identical descriptions: 0

Across the server

No server-wide issues.

Tools

get_framework

36 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 5 / 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: part.param_no_description
Minor
No `required` list, so every argument is optional.no_required

search_library

38 / 100Rain

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 10 / 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: kind, limit.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

work_record

45 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 9 / 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: output, output.title, output.version, check_points[].point, check_points[].source, notes.param_no_description
Minor
String arguments with no constraint or example: output.title, output.version, check_points[].point, check_points[].source, notes.loose_string_param

assess_and_decide

46 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 10 / 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: adoption.score, adoption.reason, adoption.sub_conditions, efficiency.score, efficiency.reason, efficiency.sub_conditions, governance.score, governance.reason, governance.sub_conditions, efficiency_confidence, conditions.adoption, conditions.efficiency.param_no_description
Minor
String arguments with no constraint or example: adoption.reason, efficiency.reason, governance.reason, conditions.adoption, conditions.efficiency.loose_string_param

refine_legal_query

48 / 100Cloudy

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

record_research

50 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 14 / 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
Minor
Arguments without a description: findings, findings[].item, findings[].status, findings[].summary, findings[].source_title.param_no_description
Minor
String arguments with no constraint or example: findings[].summary, findings[].source_title, findings[].accessed.loose_string_param

assess_tool_use

53 / 100Cloudy

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

get_practice_area_prompt

54 / 100Cloudy

Purpose: 14 / 20
When to use: 5 / 20
Arguments: 16 / 25
Return value: 7 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Minor
Arguments without a description: area.param_no_description

get_software_profile

54 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 18 / 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

get_started

54 / 100Cloudy

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

Minor
Says nothing about what it returns.no_return_info

plan_human_work

54 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 18 / 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

search_precedents

54 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 13 / 25
Return value: 7 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Minor
Arguments without a description: limit.param_no_description

record_answers

55 / 100Cloudy

Purpose: 17 / 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: answers.country.value, answers.country.from, answers.state.value, answers.state.from, answers.output.value, answers.output.from, answers.purpose.value, answers.purpose.from, answers.leaves_firm.value, answers.leaves_firm.from, answers.substantive.value, answers.substantive.from, answers.jurisdiction.value, answers.jurisdiction.from, answers.sworn.value, answers.sworn.from, answers.ai_restriction.value, answers.ai_restriction.from, answers.information.value, answers.information.from, answers.sources.value, answers.sources.from, answers.responsible.value, answers.responsible.from, answers.junior.value, answers.junior.from, answers.template.value, answers.template.from, answers.tool.value, answers.tool.from, answers.actions.value, answers.actions.from.param_no_description
Minor
String arguments with no constraint or example: answers.output.value, answers.purpose.value, answers.jurisdiction.value, answers.sources.value, answers.responsible.value, answers.tool.value.loose_string_param

start_task

55 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 14 / 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
Minor
Arguments without a description: answers.country.value, answers.country.from, answers.state.value, answers.state.from, answers.output.value, answers.output.from, answers.purpose.value, answers.purpose.from, answers.leaves_firm.value, answers.leaves_firm.from, answers.substantive.value, answers.substantive.from, answers.jurisdiction.value, answers.jurisdiction.from, answers.sworn.value, answers.sworn.from, answers.ai_restriction.value, answers.ai_restriction.from, answers.information.value, answers.information.from, answers.sources.value, answers.sources.from, answers.responsible.value, answers.responsible.from, answers.junior.value, answers.junior.from, answers.template.value, answers.template.from, answers.tool.value, answers.tool.from, answers.actions.value, answers.actions.from.param_no_description
Minor
String arguments with no constraint or example: answers.output.value, answers.purpose.value, answers.jurisdiction.value, answers.sources.value, answers.responsible.value, answers.tool.value.loose_string_param

disclosure_duties

56 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 23 / 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

get_task_guidance

59 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 18 / 25
Return value: 7 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Minor
Required identifiers whose description does not say where the value comes from: task_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

find_rules

62 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 21 / 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

get_precedent

62 / 100Cloudy

Purpose: 17 / 20
When to use: 10 / 20
Arguments: 18 / 25
Return value: 7 / 15
Constraints and side effects: 10 / 10
Examples: 0 / 10

Minor
Required identifiers whose description does not say where the value comes from: precedent_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_jurisdiction_guidance

64 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 18 / 25
Return value: 7 / 15
Constraints and side effects: 7 / 10
Examples: 10 / 10

Minor
Arguments without a description: audience.param_no_description

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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