Alkemata Knowledge Gateway: tool descriptions scored com.alkemata/public-knowledge

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

Scores, issues and names only

This page shows how Alkemata Knowledge Gateway (com.alkemata/public-knowledge)'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.alkemata/public-knowledge

Average score: 41.7 / 100Cloudy
Tools: 31
Near-identical descriptions: 1

Across the server

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

Tools whose descriptions are nearly the same

1 of 1 pairs shown, highest description similarity first.
Tool	Tool	Description similarity	Name similarity
notebooks_upload_file	notebooks_upload_json	0.77	0.50

Tools

get_trail

31 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (9 words).restates_name
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: trail_id.param_no_description
Minor
String arguments with no constraint or example: trail_id.loose_string_param
Minor
Required identifiers whose description does not say where the value comes from: trail_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

alkemata-search-published-content

33 / 100Rain

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 8 / 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: query, post_type, per_page.param_no_description
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

search_topics

33 / 100Rain

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 8 / 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: query, language, limit.param_no_description
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

alkemata-search-notebooks

35 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 8 / 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: query, limit.param_no_description
Minor
String arguments with no constraint or example: query.loose_string_param

add_map_content

36 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 4 / 25
Return value: 8 / 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: title, summary, content, category_name, map_id, language, idempotency_key.param_no_description
Minor
String arguments with no constraint or example: title, summary, content.loose_string_param

openproject_get_wiki_page

36 / 100Rain

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 8 / 25
Return value: 8 / 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: id.param_no_description
Minor
Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.id_source_missing

openproject_get_work_package

36 / 100Rain

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 8 / 25
Return value: 8 / 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: id.param_no_description
Minor
Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.id_source_missing

list_map_categories

37 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 8 / 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: map_id.param_no_description
Minor
No `required` list, so every argument is optional.no_required

openproject_create_work_package

37 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 8 / 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: project_id, type_id, subject, description.param_no_description
Minor
String arguments with no constraint or example: subject.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: project_id, type_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

openproject_upload_file

37 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 8 / 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, file.download_url, file.file_id, file.mime_type, file.file_name, project_id, target_type, target_id, title, description.param_no_description
Minor
String arguments with no constraint or example: file.download_url, file.file_id.loose_string_param
Minor
Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_region

38 / 100Rain

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 15 / 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: map_id, min_x, min_y, max_x, max_y, zoom.param_no_description
Minor
String arguments with no constraint or example: map_id.loose_string_param
Minor
Required identifiers whose description does not say where the value comes from: map_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_topic

38 / 100Rain

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 15 / 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: topic_id, revision_id.param_no_description
Minor
String arguments with no constraint or example: topic_id.loose_string_param
Minor
Required identifiers whose description does not say where the value comes from: topic_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

openproject_create_wiki_page

38 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 8 / 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: project_id, title, text.param_no_description
Minor
String arguments with no constraint or example: title, text.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: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

alkemata-get-published-content

40 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 8 / 25
Return value: 8 / 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: post_id.param_no_description
Minor
Required identifiers whose description does not say where the value comes from: post_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

openproject_list_wiki_pages

40 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 8 / 25
Return value: 8 / 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: project_id.param_no_description
Minor
Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

openproject_list_work_packages

40 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 8 / 25
Return value: 8 / 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: project_id, query.param_no_description
Minor
Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

publish_study_path

40 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 8 / 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: title, summary, content, related_topics, idempotency_key, map_id, category_topic_id, trail_title, trail_summary, language.param_no_description
Minor
String arguments with no constraint or example: title, summary, content, idempotency_key.loose_string_param

openproject_update_work_package

41 / 100Cloudy

Purpose: 13 / 20
When to use: 5 / 20
Arguments: 8 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: id, lock_version, subject, description, status_id.param_no_description
Minor
Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.id_source_missing

alkemata-get-notebook-text

42 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 15 / 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: notebook_id, offset, limit.param_no_description
Minor
String arguments with no constraint or example: notebook_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: notebook_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

notebooks_upload_file

42 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 15 / 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, file.download_url, file.file_id, file.mime_type, file.file_name.param_no_description
Minor
Its description is nearly the same as notebooks_upload_json's (similarity 0.77); only the names and schemas tell them apart. Say in this description when to use notebooks_upload_json instead.confusable_pair
Minor
String arguments with no constraint or example: file.download_url, file.file_id.loose_string_param

notebooks_upload_json

42 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 15 / 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: notebook, filename.param_no_description
Minor
Its description is nearly the same as notebooks_upload_file's (similarity 0.77); only the names and schemas tell them apart. Say in this description when to use notebooks_upload_file instead.confusable_pair
Minor
String arguments with no constraint or example: filename.loose_string_param

suggest_connection

42 / 100Cloudy

Purpose: 14 / 20
When to use: 5 / 20
Arguments: 8 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: from, to, relation, rationale, source_urls, client_submission_id.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

find_related_map_topics

45 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 6 / 25
Return value: 15 / 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: title, summary, draft_text, map_id, limit.param_no_description
Minor
String arguments with no constraint or example: title.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

openproject_update_wiki_page

45 / 100Cloudy

Purpose: 17 / 20
When to use: 10 / 20
Arguments: 3 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: id, lock_version, text.param_no_description
Minor
String arguments with no constraint or example: text.loose_string_param
Minor
Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.id_source_missing

propose_project

45 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 8 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: title, problem, proposed_experiment, related_targets, expected_value, client_submission_id.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

submit_feedback

45 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 8 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: category, text, article_id, topic_id, source_url, display_name, client_submission_id.param_no_description
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

create_topic_at_position

52 / 100Cloudy

Purpose: 17 / 20
When to use: 15 / 20
Arguments: 5 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: title, summary, content, x, y, map_id, region_id, language, icon, min_zoom, max_zoom, label_priority, publish, idempotency_key.param_no_description
Minor
String arguments with no constraint or example: title, summary, content.loose_string_param
Minor
The meaning of the boolean argument publish is unclear.vague_boolean

list_maps

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

get_app_info

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

openproject_list_projects

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

get_agent_guidance

60 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

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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