Codat MCP by usefulapi: tool descriptions scored io.usefulapi/codat

tools/list taken: 2026-11-02 (UTC)
From: Official MCP Registry
Connected to: https://codat.usefulapi.io/mcp
Homepage: usefulapi.io/codat/
Repository: github.com/m190/usefulapi-mcp
Scoring rules: v2
Removal: support@forecall.dev

Scores, issues and names only

This page shows how Codat MCP by usefulapi (io.usefulapi/codat)'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.usefulapi/codat

Average score: 52.9 / 100Cloudy
Tools: 28
Near-identical descriptions: 4

Across the server

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

Tools whose descriptions are nearly the same

4 of 4 pairs shown, highest description similarity first.
Tool	Tool	Description similarity	Name similarity
codat_list_customers	codat_list_suppliers	0.76	0.50
codat_get_profit_and_loss	codat_get_cash_flow_statement	0.68	0.25
codat_list_bill_payments	codat_list_payments	0.61	0.75
codat_list_invoices	codat_list_bills	0.60	0.50

Tools

codat_get_company

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

codat_get_connection

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

codat_get_data_info

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

codat_get_invoice

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
String arguments with no constraint or example: invoiceId.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: companyId, invoiceId. Name the tool or the place that returns it, or models look it up first.id_source_missing

codat_get_balance_sheet

45 / 100Cloudy

Purpose: 20 / 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
Minor
Required identifiers whose description does not say where the value comes from: companyId. Name the tool or the place that returns it, or models look it up first.id_source_missing

codat_get_cash_flow_statement

45 / 100Cloudy

Purpose: 20 / 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
Its description is nearly the same as codat_get_profit_and_loss's (similarity 0.68); only the names and schemas tell them apart. Say in this description when to use codat_get_profit_and_loss instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: companyId. Name the tool or the place that returns it, or models look it up first.id_source_missing

codat_get_profit_and_loss

45 / 100Cloudy

Purpose: 20 / 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
Its description is nearly the same as codat_get_cash_flow_statement's (similarity 0.68); only the names and schemas tell them apart. Say in this description when to use codat_get_cash_flow_statement instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: companyId. Name the tool or the place that returns it, or models look it up first.id_source_missing

codat_refresh_all_data

49 / 100Cloudy

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

codat_get_data_status

50 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 18 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: companyId. Name the tool or the place that returns it, or models look it up first.id_source_missing

codat_list_integrations

51 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 15 / 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
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

codat_create_company

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

codat_list_companies

54 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 15 / 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
No `required` list, so every argument is optional.no_required

codat_list_customers

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
Minor
Its description is nearly the same as codat_list_suppliers's (similarity 0.76); only the names and schemas tell them apart. Say in this description when to use codat_list_suppliers instead.confusable_pair
Minor
Required identifiers whose description does not say where the value comes from: companyId. Name the tool or the place that returns it, or models look it up first.id_source_missing

codat_list_suppliers

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
Minor
Its description is nearly the same as codat_list_customers's (similarity 0.76); only the names and schemas tell them apart. Say in this description when to use codat_list_customers instead.confusable_pair
Minor
Required identifiers whose description does not say where the value comes from: companyId. Name the tool or the place that returns it, or models look it up first.id_source_missing

codat_get_profile

55 / 100Cloudy

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

codat_request

55 / 100Cloudy

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

codat_create_connection

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 18 / 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
Required identifiers whose description does not say where the value comes from: companyId. Name the tool or the place that returns it, or models look it up first.id_source_missing

codat_list_account_transactions

57 / 100Cloudy

Purpose: 20 / 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
Minor
Required identifiers whose description does not say where the value comes from: companyId, connectionId. Name the tool or the place that returns it, or models look it up first.id_source_missing

codat_list_accounts

57 / 100Cloudy

Purpose: 20 / 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
Minor
Required identifiers whose description does not say where the value comes from: companyId. Name the tool or the place that returns it, or models look it up first.id_source_missing

codat_list_bill_payments

57 / 100Cloudy

Purpose: 20 / 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
Minor
Its description is nearly the same as codat_list_payments's (similarity 0.61); only the names and schemas tell them apart. Say in this description when to use codat_list_payments instead.confusable_pair
Minor
Required identifiers whose description does not say where the value comes from: companyId. Name the tool or the place that returns it, or models look it up first.id_source_missing

codat_list_bills

57 / 100Cloudy

Purpose: 20 / 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
Minor
Its description is nearly the same as codat_list_invoices's (similarity 0.60); only the names and schemas tell them apart. Say in this description when to use codat_list_invoices instead.confusable_pair
Minor
Required identifiers whose description does not say where the value comes from: companyId. Name the tool or the place that returns it, or models look it up first.id_source_missing

codat_list_journal_entries

57 / 100Cloudy

Purpose: 20 / 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
Minor
Required identifiers whose description does not say where the value comes from: companyId. Name the tool or the place that returns it, or models look it up first.id_source_missing

codat_list_payments

57 / 100Cloudy

Purpose: 20 / 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
Minor
Its description is nearly the same as codat_list_bill_payments's (similarity 0.61); only the names and schemas tell them apart. Say in this description when to use codat_list_bill_payments instead.confusable_pair
Minor
Required identifiers whose description does not say where the value comes from: companyId. Name the tool or the place that returns it, or models look it up first.id_source_missing

codat_refresh_data_type

59 / 100Cloudy

Purpose: 17 / 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
Minor
Required identifiers whose description does not say where the value comes from: companyId. Name the tool or the place that returns it, or models look it up first.id_source_missing

codat_list_credit_notes

60 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 18 / 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
Required identifiers whose description does not say where the value comes from: companyId. Name the tool or the place that returns it, or models look it up first.id_source_missing

codat_list_direct_costs

60 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 18 / 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
Required identifiers whose description does not say where the value comes from: companyId, connectionId. Name the tool or the place that returns it, or models look it up first.id_source_missing

codat_list_connections

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

codat_list_invoices

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
Minor
Its description is nearly the same as codat_list_bills's (similarity 0.60); only the names and schemas tell them apart. Say in this description when to use codat_list_bills instead.confusable_pair
Minor
Required identifiers whose description does not say where the value comes from: companyId. Name the tool or the place that returns it, or models look it up first.id_source_missing

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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