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99Pay MCP: tool descriptions scored io.github.mcp-dir/99pay-mcp

tools/list taken
(UTC)
Connected to
https://api.mcp.ai/p_99pay
Scoring rules
v2
Score this URL as it is today

Scores, issues and names only

This page shows how 99Pay MCP (io.github.mcp-dir/99pay-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.mcp-dir/99pay-mcp
Average score
54.4 / 100Cloudy
Tools
25
Near-identical descriptions
0

Across the server

No server-wide issues.

Tools

report_bug

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: message, context, conversation.param_no_description
  • Minor
    String arguments with no constraint or example: message.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

openfinance_disconnect_bank

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: item.param_no_description
  • Minor
    String arguments with no constraint or example: item.loose_string_param

authenticate

37 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
0 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: token.param_no_description
  • Minor
    String arguments with no constraint or example: token.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

show_version

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

openfinance_get_item_status

39 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
0 / 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
  • Major
    Arguments without a description: item, item_id, item_ids.param_no_description
  • Minor
    String arguments with no constraint or example: item, item_id.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

openfinance_list_investment_transactions

44 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: investment_id, page, page_size, investment_ids.param_no_description
  • Minor
    String arguments with no constraint or example: investment_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: investment_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

openfinance_list_loans

44 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 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
  • Major
    Arguments without a description: items.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

openfinance_get_loan_detail

49 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
8 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: loan_ids.param_no_description
  • Minor
    Required identifiers whose description does not say where the value comes from: loan_ids. Name the tool or the place that returns it, or models look it up first.id_source_missing

openfinance_update_transaction_category

49 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: items, items[].transaction_id, items[].category_id.param_no_description
  • Minor
    String arguments with no constraint or example: items[].transaction_id, items[].category_id.loose_string_param

toolkit_info

53 / 100Cloudy

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

openfinance_list_transactions_by_item

56 / 100Cloudy

Purpose
17 / 20
When to use
15 / 20
Arguments
2 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: item, item_id, from, to, type, granularity, top_n, detail, item_ids.param_no_description
  • Minor
    String arguments with no constraint or example: item, item_id, from, to.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

openfinance_get_accounts_detail

57 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
8 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: account_ids.param_no_description
  • Minor
    Required identifiers whose description does not say where the value comes from: account_ids. Name the tool or the place that returns it, or models look it up first.id_source_missing

openfinance_list_investments

58 / 100Cloudy

Purpose
17 / 20
When to use
20 / 20
Arguments
2 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: item, item_id, type, page, page_size, item_ids.param_no_description
  • Minor
    String arguments with no constraint or example: item, item_id.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

openfinance_force_sync

59 / 100Cloudy

Purpose
17 / 20
When to use
15 / 20
Arguments
5 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: items, wait.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument wait is unclear.vague_boolean

openfinance_list_accounts

61 / 100Cloudy

Purpose
17 / 20
When to use
20 / 20
Arguments
2 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: item, item_id, type, item_ids.param_no_description
  • Minor
    The description is long (464 words). It helps selection but costs steps and tokens.too_long
  • Minor
    String arguments with no constraint or example: item, item_id.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required

openfinance_search_bank_connectors

61 / 100Cloudy

Purpose
17 / 20
When to use
20 / 20
Arguments
5 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: keywords, include_accounts.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument include_accounts is unclear.vague_boolean

openfinance_get_account_balance

62 / 100Cloudy

Purpose
17 / 20
When to use
15 / 20
Arguments
8 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: account_ids.param_no_description

openfinance_list_credit_card_bills

62 / 100Cloudy

Purpose
17 / 20
When to use
20 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: account_id, page, page_size, include_open_bill, account_ids.param_no_description
  • Minor
    The description is long (552 words). It helps selection but costs steps and tokens.too_long
  • Minor
    String arguments with no constraint or example: account_id.loose_string_param
  • Minor
    The meaning of the boolean argument include_open_bill is unclear.vague_boolean

openfinance_list_transactions

63 / 100Cloudy

Purpose
17 / 20
When to use
20 / 20
Arguments
4 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: account_id, from, to, page, page_size, search_queries, detail, account_ids.param_no_description
  • Minor
    The description is long (749 words). It helps selection but costs steps and tokens.too_long
  • Minor
    String arguments with no constraint or example: account_id, from, to.loose_string_param

connect

64 / 100Cloudy

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

No issues.

marketplace

64 / 100Cloudy

Purpose
17 / 20
When to use
20 / 20
Arguments
5 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: action, query, mcp_id, limit, tier_slug, immediate, cancel_reason, cancel_comment, message, report_context, conversation, request_name, request_details, tool_id, arguments, prompt_slug, prompt_vars, prompt_category, prompt_tool, prompt_title, prompt_description, prompt_body, prompt_targets.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument immediate is unclear.vague_boolean

openfinance_get_credit_card_bill

64 / 100Cloudy

Purpose
17 / 20
When to use
20 / 20
Arguments
5 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: bill_ids, include_transactions, account_id, transactions_detail.param_no_description
  • Minor
    String arguments with no constraint or example: account_id.loose_string_param
  • Minor
    The meaning of the boolean argument include_transactions is unclear.vague_boolean

openfinance_provider_status

66 / 100Cloudy

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

No issues.

openfinance_list_categories

71 / 100Clear

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

No issues.

openfinance_list_connections

74 / 100Clear

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