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Doxis AI.dp (Klippa DocHorizon) MCP by usefulapi: tool descriptions scored io.usefulapi/klippa-dochorizon

tools/list taken
(UTC)
Connected to
https://klippa-dochorizon.usefulapi.io/mcp
Scoring rules
v2
Score this URL as it is today

Scores, issues and names only

This page shows how Doxis AI.dp (Klippa DocHorizon) MCP by usefulapi (io.usefulapi/klippa-dochorizon)'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/klippa-dochorizon
Average score
55.9 / 100Cloudy
Tools
30
Near-identical descriptions
14

Across the server

  • Minor
    30 tools. Above 25, models start to tell tools apart less well.many_tools
  • Minor
    14 pairs with nearly the same description in all; the top 12 are shown.confusable_pair_total

Tools whose descriptions are nearly the same

12 of 14 pairs shown, highest description similarity first.
ToolToolDescription similarityName similarity
dochorizon_capture_bank_statementdochorizon_capture_salary_slip0.760.33
dochorizon_capture_identitydochorizon_capture_bank_statement0.650.40
dochorizon_capture_genericdochorizon_document_split0.650.20
dochorizon_capture_identitydochorizon_capture_salary_slip0.640.40
dochorizon_capture_genericdochorizon_document_info0.640.20
dochorizon_document_splitdochorizon_document_render0.640.50
dochorizon_document_infodochorizon_document_split0.630.50
dochorizon_capture_genericdochorizon_capture_with_prompt0.620.40
dochorizon_document_splitdochorizon_document_merge0.610.50
dochorizon_document_renderdochorizon_document_merge0.610.50
dochorizon_get_async_jobdochorizon_get_async_job_logs0.540.80
dochorizon_list_configurationsdochorizon_list_prompt_configurations0.400.75

Tools

dochorizon_document_info

47 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 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
    Its description is nearly the same as dochorizon_capture_generic's (similarity 0.64); only the names and schemas tell them apart. Say in this description when to use dochorizon_capture_generic instead.confusable_pair
  • Minor
    Its description is nearly the same as dochorizon_document_split's (similarity 0.63); only the names and schemas tell them apart. Say in this description when to use dochorizon_document_split instead.confusable_pair
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

dochorizon_get_async_job

47 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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 dochorizon_get_async_job_logs's (similarity 0.54); only the names and schemas tell them apart. Say in this description when to use dochorizon_get_async_job_logs 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: job_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

dochorizon_list_async_jobs

47 / 100Cloudy

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

dochorizon_list_einvoice_types

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

dochorizon_get_async_job_logs

50 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
23 / 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 dochorizon_get_async_job's (similarity 0.54); only the names and schemas tell them apart. Say in this description when to use dochorizon_get_async_job 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: job_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

dochorizon_list_configurations

50 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
23 / 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 dochorizon_list_prompt_configurations's (similarity 0.40); only the names and schemas tell them apart. Say in this description when to use dochorizon_list_prompt_configurations instead.confusable_pair
  • Minor
    Says nothing about what it returns.no_return_info

dochorizon_upload_file

50 / 100Cloudy

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

dochorizon_capture_financial

52 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 25
Return value
0 / 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
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

dochorizon_capture_generic

52 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 25
Return value
0 / 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
    Its description is nearly the same as dochorizon_document_split's (similarity 0.65); only the names and schemas tell them apart. Say in this description when to use dochorizon_document_split instead.confusable_pair
  • Minor
    Its description is nearly the same as dochorizon_document_info's (similarity 0.64); only the names and schemas tell them apart. Say in this description when to use dochorizon_document_info instead.confusable_pair
  • Minor
    Its description is nearly the same as dochorizon_capture_with_prompt's (similarity 0.62); only the names and schemas tell them apart. Say in this description when to use dochorizon_capture_with_prompt instead.confusable_pair
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

dochorizon_list_models

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

dochorizon_list_prompt_configurations

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
    Its description is nearly the same as dochorizon_list_configurations's (similarity 0.40); only the names and schemas tell them apart. Say in this description when to use dochorizon_list_configurations instead.confusable_pair
  • Minor
    Says nothing about what it returns.no_return_info

dochorizon_lookup_peppol_participant

52 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 25
Return value
0 / 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
    Says nothing about what it returns.no_return_info

dochorizon_search_peppol_directory

53 / 100Cloudy

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

dochorizon_get_async_job_result

54 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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
  • Minor
    Required identifiers whose description does not say where the value comes from: job_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

dochorizon_get_model_schema

54 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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

dochorizon_get_prompt_schema

54 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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

dochorizon_convert_einvoice

55 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
20 / 25
Return value
0 / 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
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

dochorizon_document_merge

55 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 25
Return value
0 / 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
    Its description is nearly the same as dochorizon_document_split's (similarity 0.61); only the names and schemas tell them apart. Say in this description when to use dochorizon_document_split instead.confusable_pair
  • Minor
    Its description is nearly the same as dochorizon_document_render's (similarity 0.61); only the names and schemas tell them apart. Say in this description when to use dochorizon_document_render instead.confusable_pair
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    Says nothing about what it returns.no_return_info

dochorizon_document_render

55 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 25
Return value
0 / 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
    Its description is nearly the same as dochorizon_document_split's (similarity 0.64); only the names and schemas tell them apart. Say in this description when to use dochorizon_document_split instead.confusable_pair
  • Minor
    Its description is nearly the same as dochorizon_document_merge's (similarity 0.61); only the names and schemas tell them apart. Say in this description when to use dochorizon_document_merge instead.confusable_pair
  • Minor
    Says nothing about what it returns.no_return_info

dochorizon_get_key_info

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

dochorizon_capture_einvoice

59 / 100Cloudy

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

dochorizon_capture_with_prompt

62 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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
    Its description is nearly the same as dochorizon_capture_generic's (similarity 0.62); only the names and schemas tell them apart. Say in this description when to use dochorizon_capture_generic instead.confusable_pair

dochorizon_validate_einvoice

62 / 100Cloudy

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

dochorizon_capture_bank_statement

64 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    Its description is nearly the same as dochorizon_capture_salary_slip's (similarity 0.76); only the names and schemas tell them apart. Say in this description when to use dochorizon_capture_salary_slip instead.confusable_pair
  • Minor
    Its description is nearly the same as dochorizon_capture_identity's (similarity 0.65); only the names and schemas tell them apart. Say in this description when to use dochorizon_capture_identity instead.confusable_pair
  • Minor
    No `required` list, so every argument is optional.no_required

dochorizon_capture_identity

64 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    Its description is nearly the same as dochorizon_capture_bank_statement's (similarity 0.65); only the names and schemas tell them apart. Say in this description when to use dochorizon_capture_bank_statement instead.confusable_pair
  • Minor
    Its description is nearly the same as dochorizon_capture_salary_slip's (similarity 0.64); only the names and schemas tell them apart. Say in this description when to use dochorizon_capture_salary_slip instead.confusable_pair
  • Minor
    No `required` list, so every argument is optional.no_required

dochorizon_capture_salary_slip

64 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    Its description is nearly the same as dochorizon_capture_bank_statement's (similarity 0.76); only the names and schemas tell them apart. Say in this description when to use dochorizon_capture_bank_statement instead.confusable_pair
  • Minor
    Its description is nearly the same as dochorizon_capture_identity's (similarity 0.64); only the names and schemas tell them apart. Say in this description when to use dochorizon_capture_identity instead.confusable_pair
  • Minor
    No `required` list, so every argument is optional.no_required

dochorizon_delete_async_job

65 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
23 / 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: job_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

dochorizon_document_split

67 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 25
Return value
7 / 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
    Its description is nearly the same as dochorizon_capture_generic's (similarity 0.65); only the names and schemas tell them apart. Say in this description when to use dochorizon_capture_generic instead.confusable_pair
  • Minor
    Its description is nearly the same as dochorizon_document_render's (similarity 0.64); only the names and schemas tell them apart. Say in this description when to use dochorizon_document_render instead.confusable_pair
  • Minor
    Its description is nearly the same as dochorizon_document_info's (similarity 0.63); only the names and schemas tell them apart. Say in this description when to use dochorizon_document_info instead.confusable_pair
  • Minor
    Its description is nearly the same as dochorizon_document_merge's (similarity 0.61); only the names and schemas tell them apart. Say in this description when to use dochorizon_document_merge instead.confusable_pair

dochorizon_download_file

67 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
23 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • 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

dochorizon_submit_async_capture

67 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
23 / 25
Return value
7 / 15
Constraints and side effects
10 / 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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