WingmanProtocol Agent Gateway: tool descriptions scored com.wingmanprotocol.agent/gateway

tools/list taken: 2026-11-02 (UTC)
From: Official MCP Registry
Connected to: https://agent.wingmanprotocol.com/mcp
Homepage: wingmanprotocol.com
Repository: github.com/RIPRODUCTIONS/wingman-agent-gateway
Scoring rules: v2
Removal: support@forecall.dev

Scores, issues and names only

This page shows how WingmanProtocol Agent Gateway (com.wingmanprotocol.agent/gateway)'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.wingmanprotocol.agent/gateway

Average score: 47.1 / 100Cloudy
Tools: 61
Near-identical descriptions: 0

Across the server

Major
61 tools. Above 40, models choose less accurately.too_many_tools

Tools

check_errand

25 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 7 / 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: job_id.param_no_description
Minor
String arguments with no constraint or example: job_id.loose_string_param
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

memory_stats

29 / 100Rain

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 5 / 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
Major
Arguments without a description: handle, secret.param_no_description
Minor
String arguments with no constraint or example: handle, secret.loose_string_param
Minor
Says nothing about what it returns.no_return_info

cancel_watch

30 / 100Rain

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

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

list_memory

30 / 100Rain

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 13 / 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
Arguments without a description: namespace.param_no_description
Minor
String arguments with no constraint or example: namespace.loose_string_param
Minor
Says nothing about what it returns.no_return_info

identity

32 / 100Rain

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 5 / 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: handle.param_no_description
Minor
String arguments with no constraint or example: handle.loose_string_param
Minor
Says nothing about what it returns.no_return_info

archive_message

34 / 100Rain

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

Major
Arguments without a description: item_id, handle, secret, archived.param_no_description
Minor
String arguments with no constraint or example: item_id, handle, secret.loose_string_param
Minor
The meaning of the boolean argument archived is unclear.vague_boolean
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: item_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

list_watches

34 / 100Rain

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

Major
Arguments without a description: handle.param_no_description
Minor
String arguments with no constraint or example: handle.loose_string_param
Minor
Says nothing about what it returns.no_return_info

mark_message

34 / 100Rain

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

Major
Arguments without a description: item_id, handle, secret, read.param_no_description
Minor
String arguments with no constraint or example: item_id, handle, secret.loose_string_param
Minor
The meaning of the boolean argument read is unclear.vague_boolean
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: item_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

recall_memories

34 / 100Rain

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 13 / 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
Arguments without a description: handle, secret.param_no_description
Minor
String arguments with no constraint or example: handle, secret, query.loose_string_param
Minor
Says nothing about what it returns.no_return_info

resolve_focus

34 / 100Rain

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

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

resume

34 / 100Rain

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 2 / 25
Return value: 0 / 15
Constraints and side effects: 10 / 10
Examples: 0 / 10

Major
Arguments without a description: handle, secret.param_no_description
Minor
String arguments with no constraint or example: handle, secret.loose_string_param
Minor
No `required` list, so every argument is optional.no_required
Minor
Says nothing about what it returns.no_return_info

check_inbox

37 / 100Rain

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

Major
Arguments without a description: handle, secret, unread_only, sender, include_archived, limit, offset, mark_read.param_no_description
Minor
String arguments with no constraint or example: handle, secret, sender, q.loose_string_param
Minor
The meaning of the boolean argument unread_only is unclear.vague_boolean
Minor
The meaning of the boolean argument include_archived is unclear.vague_boolean
Minor
The meaning of the boolean argument mark_read is unclear.vague_boolean
Minor
Says nothing about what it returns.no_return_info

read_message

39 / 100Rain

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

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

browse_click

40 / 100Cloudy

Purpose: 13 / 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
String arguments with no constraint or example: browser_id.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: browser_id, ref. Name the tool or the place that returns it, or models look it up first.id_source_missing

browse_select

40 / 100Cloudy

Purpose: 13 / 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
String arguments with no constraint or example: browser_id.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: browser_id, ref. Name the tool or the place that returns it, or models look it up first.id_source_missing

confirm_delivery

40 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 6 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Major
Arguments without a description: handle, secret, order_id, verdict, note.param_no_description
Minor
String arguments with no constraint or example: handle, secret, note.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: order_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

browse_extract

41 / 100Cloudy

Purpose: 14 / 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
String arguments with no constraint or example: browser_id.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: browser_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

browse_links

41 / 100Cloudy

Purpose: 14 / 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
String arguments with no constraint or example: browser_id.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: browser_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

browse_read

41 / 100Cloudy

Purpose: 14 / 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
String arguments with no constraint or example: browser_id.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: browser_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

send_message

43 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 11 / 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
Major
Arguments without a description: subject, body, reply_to, artifact_id.param_no_description
Minor
String arguments with no constraint or example: subject, body, artifact_id.loose_string_param
Minor
Says nothing about what it returns.no_return_info

browse_screenshot

44 / 100Cloudy

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 20 / 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
String arguments with no constraint or example: browser_id.loose_string_param
Minor
Required identifiers whose description does not say where the value comes from: browser_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

browse_type

44 / 100Cloudy

Purpose: 17 / 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
String arguments with no constraint or example: browser_id, text.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: browser_id, ref. Name the tool or the place that returns it, or models look it up first.id_source_missing

human_task_list

44 / 100Cloudy

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

share_memory

44 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 15 / 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
Arguments without a description: permission, secret.param_no_description
Minor
String arguments with no constraint or example: namespace, handle, secret.loose_string_param
Minor
Says nothing about what it returns.no_return_info

read_memory_changes

45 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 14 / 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
Arguments without a description: handle, secret.param_no_description
Minor
String arguments with no constraint or example: handle, secret, since.loose_string_param

search_memory

45 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 14 / 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
Arguments without a description: handle, secret.param_no_description
Minor
String arguments with no constraint or example: handle, secret.loose_string_param

search_memory_facts

45 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 14 / 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
Arguments without a description: handle, secret.param_no_description
Minor
String arguments with no constraint or example: handle, secret, namespace.loose_string_param

create_watch

47 / 100Cloudy

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

Major
Arguments without a description: url, extract, callback_url, handle, secret.param_no_description
Minor
String arguments with no constraint or example: url, callback_url, handle, secret.loose_string_param
Minor
Says nothing about what it returns.no_return_info

web_search

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
Says nothing about what it returns.no_return_info

browse_back

49 / 100Cloudy

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

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

browse_close

49 / 100Cloudy

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

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

browse_snapshot

49 / 100Cloudy

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

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

request_handoff

50 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 18 / 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
Arguments without a description: handle.param_no_description
Minor
String arguments with no constraint or example: handle.loose_string_param
Minor
Says nothing about what it returns.no_return_info

set_focus

50 / 100Cloudy

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

Minor
Arguments without a description: handle, secret.param_no_description
Minor
String arguments with no constraint or example: handle, secret.loose_string_param
Minor
Says nothing about what it returns.no_return_info

browse_fill

51 / 100Cloudy

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

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

browse_navigate

51 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 20 / 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
String arguments with no constraint or example: browser_id.loose_string_param
Minor
Required identifiers whose description does not say where the value comes from: browser_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

forget_memories

51 / 100Cloudy

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

Minor
Arguments without a description: handle, secret.param_no_description
Minor
String arguments with no constraint or example: handle, secret.loose_string_param

get_tool_schema

51 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 20 / 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
String arguments with no constraint or example: name.loose_string_param

human_browse

51 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 17 / 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
String arguments with no constraint or example: city, country.loose_string_param
Minor
No `required` list, so every argument is optional.no_required

web_discover

51 / 100Cloudy

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

Minor
Says nothing about what it returns.no_return_info

capabilities

52 / 100Cloudy

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

Minor
String arguments with no constraint or example: handle, secret.loose_string_param
Minor
Says nothing about what it returns.no_return_info

store_artifact

52 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 21 / 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
The description mentions none of its 3 or more arguments.params_not_in_description

summarize_memory

52 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 13 / 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
Arguments without a description: handle, secret.param_no_description
Minor
String arguments with no constraint or example: handle, secret.loose_string_param

store_memory

53 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 16 / 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
Arguments without a description: handle, secret.param_no_description
Minor
String arguments with no constraint or example: handle, secret.loose_string_param
Minor
Says nothing about what it returns.no_return_info

browse_discover

54 / 100Cloudy

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

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

submit_errand

54 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 12 / 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: type, handle, secret.param_no_description
Minor
String arguments with no constraint or example: callback_url, handle, secret.loose_string_param

browse_solve_challenge

56 / 100Cloudy

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

Minor
String arguments with no constraint or example: browser_id.loose_string_param
Minor
Required identifiers whose description does not say where the value comes from: browser_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

memory_retain

56 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 20 / 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
String arguments with no constraint or example: handle, secret.loose_string_param

register_agent

56 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 20 / 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
String arguments with no constraint or example: handle.loose_string_param

research

56 / 100Cloudy

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

human_task_post

57 / 100Cloudy

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

Minor
String arguments with no constraint or example: handle, secret.loose_string_param
Minor
Says nothing about what it returns.no_return_info

browse

58 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 21 / 25
Return value: 7 / 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

memory_recall

58 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 20 / 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
String arguments with no constraint or example: handle, secret.loose_string_param

browse_evaluate

59 / 100Cloudy

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

human_profile_set

60 / 100Cloudy

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

Minor
String arguments with no constraint or example: handle, secret, display_name, city, country.loose_string_param
Minor
Says nothing about what it returns.no_return_info

web_read

60 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 21 / 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

discover_tools

61 / 100Cloudy

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

memory_reflect

61 / 100Cloudy

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

Minor
String arguments with no constraint or example: handle, secret, context.loose_string_param

browse_wait_for

62 / 100Cloudy

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

Minor
String arguments with no constraint or example: browser_id.loose_string_param
Minor
Required identifiers whose description does not say where the value comes from: browser_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

search

63 / 100Cloudy

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

Minor
Arguments without a description: secret.param_no_description
Minor
String arguments with no constraint or example: query, secret.loose_string_param

browse_open

65 / 100Cloudy

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

Minor
No `required` list, so every argument is optional.no_required

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.

Is your server listed here and you would rather it were not? Email support@forecall.dev, and we will take it off within 7 days.

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