Précis Finance MCP: tool descriptions scored io.github.precis-finance/precis-finance-mcp

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

Scores, issues and names only

This page shows how Précis Finance MCP (io.github.precis-finance/precis-finance-mcp)'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/io.github.precis-finance/precis-finance-mcp

Average score: 39.6 / 100Rain
Tools: 20
Near-identical descriptions: 2

Across the server

Minor
The server's instructions are 24365 characters. Claude Code reads only the first 2,048 by default (Codex 0.154.0 reads them whole). Put what the server is for first.instructions_long

Tools whose descriptions are nearly the same

2 of 2 pairs shown, highest description similarity first.
Tool	Tool	Description similarity	Name similarity
run_statement	run_statement_data	0.59	0.67
run_metric	run_metric_data	0.55	0.67

Tools

get_inspection_schema

18 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (8 words).restates_name
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: source_key.param_no_description
Minor
String arguments with no constraint or example: source_key.loose_string_param
Minor
Says nothing about what it returns.no_return_info

list_variants

18 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 5 / 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
Major
Arguments without a description: scenario_id.param_no_description
Minor
String arguments with no constraint or example: scenario_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: scenario_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_file_download

22 / 100Rain

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

get_binding

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

get_load_status

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

list_bindings

31 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 7 / 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: source_id, target.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
Says nothing about what it returns.no_return_info

search_hierarchy

34 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 7 / 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: query, dimension, limit.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
Says nothing about what it returns.no_return_info

export_dataset

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: data_ref, format.param_no_description
Minor
String arguments with no constraint or example: data_ref, format.loose_string_param
Minor
Required identifiers whose description does not say where the value comes from: data_ref. Name the tool or the place that returns it, or models look it up first.id_source_missing

inspect_rows

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: source_key, scenario_id, filters, columns, limit, period_start, period_end.param_no_description
Minor
String arguments with no constraint or example: source_key, scenario_id.loose_string_param
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: scenario_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

list_inspection_sources

38 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 25 / 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
Says nothing about what it returns.no_return_info

list_scenarios

38 / 100Rain

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

Major
The description only restates the name (8 words).restates_name
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

eval_chart_transform

39 / 100Rain

Purpose: 20 / 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: data_refs, transform_code, chart_spec.param_no_description
Minor
String arguments with no constraint or example: transform_code.loose_string_param
Minor
Required identifiers whose description does not say where the value comes from: data_refs. Name the tool or the place that returns it, or models look it up first.id_source_missing

list_load_history

44 / 100Cloudy

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

Major
Arguments without a description: binding_id, dataset_id, period, status, limit.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
Says nothing about what it returns.no_return_info

run_metric_data

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: metrics, scenarios, period_start, period_end, filters, dimensions, scale, decimals.param_no_description
Minor
Its description is nearly the same as run_metric's (similarity 0.55); only the names and schemas tell them apart. Say in this description when to use run_metric instead.confusable_pair

list_kpis

49 / 100Cloudy

Purpose: 17 / 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

precis_orientation

49 / 100Cloudy

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

Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

run_metric

51 / 100Cloudy

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

Major
Arguments without a description: metrics, scenarios, period_start, period_end, filters, dimensions, scale, decimals.param_no_description
Minor
Its description is nearly the same as run_metric_data's (similarity 0.55); only the names and schemas tell them apart. Say in this description when to use run_metric_data instead.confusable_pair

list_dimensions

52 / 100Cloudy

Purpose: 20 / 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

run_statement_data

64 / 100Cloudy

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

Major
Arguments without a description: statement, scenarios, period_start, period_end, filters, dimensions, scale, decimals.param_no_description
Minor
Its description is nearly the same as run_statement's (similarity 0.59); only the names and schemas tell them apart. Say in this description when to use run_statement instead.confusable_pair
Minor
No `required` list, so every argument is optional.no_required

run_statement

69 / 100Cloudy

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

Major
Arguments without a description: statement, scenarios, period_start, period_end, filters, dimensions, scale, decimals.param_no_description
Minor
Its description is nearly the same as run_statement_data's (similarity 0.59); only the names and schemas tell them apart. Say in this description when to use run_statement_data instead.confusable_pair
Minor
No `required` list, so every argument is optional.no_required

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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