Afrotech.guide: tool descriptions scored io.github.yadasa/afrotech-guide

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

Scores, issues and names only

This page shows how Afrotech.guide (io.github.yadasa/afrotech-guide)'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.yadasa/afrotech-guide

Average score: 52.5 / 100Cloudy
Tools: 24
Near-identical descriptions: 0

Across the server

Minor
The server's instructions are 3602 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

update_my_guide_preferences

36 / 100Rain

Purpose: 14 / 20
When to use: 5 / 20
Arguments: 2 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: goals, interests, targetRoles, targetCompanies, foodPreferences, pace, dayStart, dayEnd, bufferMinutes.param_no_description
Minor
String arguments with no constraint or example: dayStart, dayEnd.loose_string_param
Minor
No `required` list, so every argument is optional.no_required

delete_itinerary

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

remove_saved_guide_item

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: type, 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

save_guide_item

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: type, 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

save_itinerary

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: title, itineraryId, plan.param_no_description

plan_career_day

43 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 3 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: jobIds, date, start, end.param_no_description
Minor
String arguments with no constraint or example: date, start, end.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: jobIds. Name the tool or the place that returns it, or models look it up first.id_source_missing

set_job_status

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: id, status.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

search_sessions

46 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 13 / 25
Return value: 8 / 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
Arguments without a description: tags.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

compare_guide_items

48 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 11 / 25
Return value: 8 / 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: items, items[].type, items[].id, goal.param_no_description

find_networking_targets

49 / 100Cloudy

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

Major
Arguments without a description: goals, roles, companies, preferPhotos, tags, 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
Minor
The meaning of the boolean argument preferPhotos is unclear.vague_boolean

get_guide_item

50 / 100Cloudy

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

Major
Arguments without a description: type, 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

plan_day

50 / 100Cloudy

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

Major
Arguments without a description: date, goals, start, end, bufferMinutes, maxItems, foodQuery, networkingQuery, networkingLimit.param_no_description
Minor
String arguments with no constraint or example: date, start, end.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

search_events

50 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 13 / 25
Return value: 8 / 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
Arguments without a description: category, tags.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_food

50 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 13 / 25
Return value: 8 / 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
Arguments without a description: category, tags.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

get_job_context

53 / 100Cloudy

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

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

plan_conference_week

55 / 100Cloudy

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

Major
Arguments without a description: dates, goals, start, end, bufferMinutes, maxItemsPerDay, foodQuery, networkingQuery, networkingLimit.param_no_description
Minor
String arguments with no constraint or example: start, end.loose_string_param
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

recommend_jobs

55 / 100Cloudy

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

Major
Arguments without a description: company, role, location, workMode, experience, tags, personalized, sort, offset.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
Minor
The meaning of the boolean argument personalized is unclear.vague_boolean

get_conference_info

60 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 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

search_companies

63 / 100Cloudy

Purpose: 17 / 20
When to use: 10 / 20
Arguments: 6 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

Major
Arguments without a description: company, tags, industries, capabilities, products, roleFamilies, customerSegments, attendance, offset, limit.param_no_description
Minor
No `required` list, so every argument is optional.no_required

search_jobs

63 / 100Cloudy

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

Major
Arguments without a description: company, role, location, workMode, experience, tags, personalized, sort, offset.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The meaning of the boolean argument personalized is unclear.vague_boolean

get_my_guide_state

66 / 100Cloudy

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

No issues.

search_people

66 / 100Cloudy

Purpose: 17 / 20
When to use: 15 / 20
Arguments: 14 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Minor
Arguments without a description: tags, preferPhotos.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
Minor
The meaning of the boolean argument preferPhotos is unclear.vague_boolean

show_intro_messages

70 / 100Clear

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

Minor
Arguments without a description: recipients[].drafts[].label, interest, intent.param_no_description

search_guide

73 / 100Clear

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

Major
Arguments without a description: category, tags, types, requests[].company, requests[].role, requests[].location, requests[].workMode, requests[].experience, requests[].tags, requests[].personalized, requests[].sort, requests[].offset, requests[].kind, requests[].label, requests[].kind, requests[].id, requests[].label, requests[].jobIds, requests[].date, requests[].start, requests[].end, requests[].kind, requests[].label, requests[].tags, requests[].preferPhotos, requests[].kind, requests[].label, requests[].company, requests[].tags, requests[].industries, requests[].capabilities, requests[].products, requests[].roleFamilies, requests[].customerSegments, requests[].attendance, requests[].offset, requests[].limit, requests[].kind, requests[].label, requests[].goals, requests[].roles, requests[].companies, requests[].preferPhotos, requests[].tags, requests[].limit, requests[].kind, requests[].label, requests[].date, requests[].goals, requests[].start, requests[].end, requests[].bufferMinutes, requests[].maxItems, requests[].foodQuery, requests[].networkingQuery, requests[].networkingLimit, requests[].kind, requests[].label, requests[].dates, requests[].goals, requests[].start, requests[].end, requests[].bufferMinutes, requests[].maxItemsPerDay, requests[].foodQuery, requests[].networkingQuery, requests[].networkingLimit, requests[].kind, requests[].label, requests[].items, requests[].items[].type, requests[].items[].id, requests[].goal, requests[].kind, requests[].label, requests[].kind, requests[].label, requests[].category, requests[].tags.param_no_description
Minor
String arguments with no constraint or example: requests[].kind, requests[].kind, requests[].date, requests[].start, requests[].end, requests[].kind, requests[].kind, requests[].kind, requests[].kind, requests[].date, requests[].start, requests[].end, requests[].kind, requests[].start, requests[].end, requests[].kind, requests[].kind.loose_string_param
Minor
No `required` list, so every argument is optional.no_required
Minor
The meaning of the boolean argument requests[].personalized is unclear.vague_boolean
Minor
The meaning of the boolean argument requests[].preferPhotos is unclear.vague_boolean
Minor
The meaning of the boolean argument requests[].preferPhotos is unclear.vague_boolean

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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