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

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/com.wingmanprotocol.agent%2Fgateway/versions/latest)
- Connected to: https://agent.wingmanprotocol.com/mcp
- Homepage: https://wingmanprotocol.com/
- Repository: https://github.com/RIPRODUCTIONS/wingman-agent-gateway
- Scoring rules: v2
- Tools: 61
- Average: 47.1 / 100 (Cloudy)
- Near-identical pairs: 0

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.

## Across the server

- Major: 61 tools. Above 40, models choose less accurately.

## Tools

- `check_errand`: 25 / 100
  - Major: The description only restates the name (9 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: job_id.
  - Minor: String arguments with no constraint or example: job_id.
  - 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.
- `memory_stats`: 29 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: handle, secret.
  - Minor: String arguments with no constraint or example: handle, secret.
  - Minor: Says nothing about what it returns.
- `cancel_watch`: 30 / 100
  - Major: Arguments without a description: watch_id, handle, secret.
  - Minor: String arguments with no constraint or example: watch_id, handle, secret.
  - Minor: Says nothing about what it returns.
  - 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.
- `list_memory`: 30 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: namespace.
  - Minor: String arguments with no constraint or example: namespace.
  - Minor: Says nothing about what it returns.
- `identity`: 32 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: handle.
  - Minor: String arguments with no constraint or example: handle.
  - Minor: Says nothing about what it returns.
- `archive_message`: 34 / 100
  - Major: Arguments without a description: item_id, handle, secret, archived.
  - Minor: String arguments with no constraint or example: item_id, handle, secret.
  - Minor: The meaning of the boolean argument archived is unclear.
  - Minor: Says nothing about what it returns.
  - 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.
- `list_watches`: 34 / 100
  - Major: Arguments without a description: handle.
  - Minor: String arguments with no constraint or example: handle.
  - Minor: Says nothing about what it returns.
- `mark_message`: 34 / 100
  - Major: Arguments without a description: item_id, handle, secret, read.
  - Minor: String arguments with no constraint or example: item_id, handle, secret.
  - Minor: The meaning of the boolean argument read is unclear.
  - Minor: Says nothing about what it returns.
  - 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.
- `recall_memories`: 34 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: handle, secret.
  - Minor: String arguments with no constraint or example: handle, secret, query.
  - Minor: Says nothing about what it returns.
- `resolve_focus`: 34 / 100
  - Major: Arguments without a description: handle, secret, focus_id.
  - Minor: String arguments with no constraint or example: handle, secret.
  - Minor: Says nothing about what it returns.
  - 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.
- `resume`: 34 / 100
  - Major: Arguments without a description: handle, secret.
  - Minor: String arguments with no constraint or example: handle, secret.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `check_inbox`: 37 / 100
  - Major: Arguments without a description: handle, secret, unread_only, sender, include_archived, limit, offset, mark_read.
  - Minor: String arguments with no constraint or example: handle, secret, sender, q.
  - Minor: The meaning of the boolean argument unread_only is unclear.
  - Minor: The meaning of the boolean argument include_archived is unclear.
  - Minor: The meaning of the boolean argument mark_read is unclear.
  - Minor: Says nothing about what it returns.
- `read_message`: 39 / 100
  - Major: Arguments without a description: item_id, handle, secret.
  - Minor: String arguments with no constraint or example: item_id, handle, secret.
  - Minor: Says nothing about what it returns.
  - 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.
- `browse_click`: 40 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: browser_id.
  - Minor: Says nothing about what it returns.
  - 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.
- `browse_select`: 40 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: browser_id.
  - Minor: Says nothing about what it returns.
  - 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.
- `confirm_delivery`: 40 / 100
  - Major: Arguments without a description: handle, secret, order_id, verdict, note.
  - Minor: String arguments with no constraint or example: handle, secret, note.
  - Minor: Says nothing about what it returns.
  - 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.
- `browse_extract`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: browser_id.
  - Minor: Says nothing about what it returns.
  - 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.
- `browse_links`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: browser_id.
  - Minor: Says nothing about what it returns.
  - 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.
- `browse_read`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: browser_id.
  - Minor: Says nothing about what it returns.
  - 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.
- `send_message`: 43 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: subject, body, reply_to, artifact_id.
  - Minor: String arguments with no constraint or example: subject, body, artifact_id.
  - Minor: Says nothing about what it returns.
- `browse_screenshot`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: browser_id.
  - 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.
- `browse_type`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: browser_id, text.
  - Minor: Says nothing about what it returns.
  - 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.
- `human_task_list`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `share_memory`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: permission, secret.
  - Minor: String arguments with no constraint or example: namespace, handle, secret.
  - Minor: Says nothing about what it returns.
- `read_memory_changes`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: handle, secret.
  - Minor: String arguments with no constraint or example: handle, secret, since.
- `search_memory`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: handle, secret.
  - Minor: String arguments with no constraint or example: handle, secret.
- `search_memory_facts`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: handle, secret.
  - Minor: String arguments with no constraint or example: handle, secret, namespace.
- `create_watch`: 47 / 100
  - Major: Arguments without a description: url, extract, callback_url, handle, secret.
  - Minor: String arguments with no constraint or example: url, callback_url, handle, secret.
  - Minor: Says nothing about what it returns.
- `web_search`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `browse_back`: 49 / 100
  - Minor: String arguments with no constraint or example: browser_id.
  - Minor: Says nothing about what it returns.
  - 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.
- `browse_close`: 49 / 100
  - Minor: String arguments with no constraint or example: browser_id.
  - Minor: Says nothing about what it returns.
  - 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.
- `browse_snapshot`: 49 / 100
  - Minor: String arguments with no constraint or example: browser_id.
  - Minor: Says nothing about what it returns.
  - 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.
- `request_handoff`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: handle.
  - Minor: String arguments with no constraint or example: handle.
  - Minor: Says nothing about what it returns.
- `set_focus`: 50 / 100
  - Minor: Arguments without a description: handle, secret.
  - Minor: String arguments with no constraint or example: handle, secret.
  - Minor: Says nothing about what it returns.
- `browse_fill`: 51 / 100
  - Minor: String arguments with no constraint or example: browser_id.
  - Minor: Says nothing about what it returns.
  - 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.
- `browse_navigate`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: browser_id.
  - 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.
- `forget_memories`: 51 / 100
  - Minor: Arguments without a description: handle, secret.
  - Minor: String arguments with no constraint or example: handle, secret.
- `get_tool_schema`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: name.
- `human_browse`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: city, country.
  - Minor: No `required` list, so every argument is optional.
- `web_discover`: 51 / 100
  - Minor: Says nothing about what it returns.
- `capabilities`: 52 / 100
  - Minor: String arguments with no constraint or example: handle, secret.
  - Minor: Says nothing about what it returns.
- `store_artifact`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
- `summarize_memory`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: handle, secret.
  - Minor: String arguments with no constraint or example: handle, secret.
- `store_memory`: 53 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: handle, secret.
  - Minor: String arguments with no constraint or example: handle, secret.
  - Minor: Says nothing about what it returns.
- `browse_discover`: 54 / 100
  - Minor: String arguments with no constraint or example: browser_id.
  - Minor: Says nothing about what it returns.
  - 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.
- `submit_errand`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: type, handle, secret.
  - Minor: String arguments with no constraint or example: callback_url, handle, secret.
- `browse_solve_challenge`: 56 / 100
  - Minor: String arguments with no constraint or example: browser_id.
  - 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.
- `memory_retain`: 56 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: handle, secret.
- `register_agent`: 56 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: handle.
- `research`: 56 / 100
  - Major: Says nothing about when to use it, or when not to.
- `human_task_post`: 57 / 100
  - Minor: String arguments with no constraint or example: handle, secret.
  - Minor: Says nothing about what it returns.
- `browse`: 58 / 100
  - Major: Says nothing about when to use it, or when not to.
- `memory_recall`: 58 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: handle, secret.
- `browse_evaluate`: 59 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: browser_id.
  - 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.
- `human_profile_set`: 60 / 100
  - Minor: String arguments with no constraint or example: handle, secret, display_name, city, country.
  - Minor: Says nothing about what it returns.
- `web_read`: 60 / 100
  - Major: Says nothing about when to use it, or when not to.
- `discover_tools`: 61 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `memory_reflect`: 61 / 100
  - Minor: String arguments with no constraint or example: handle, secret, context.
- `browse_wait_for`: 62 / 100
  - Minor: String arguments with no constraint or example: browser_id.
  - 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.
- `search`: 63 / 100
  - Minor: Arguments without a description: secret.
  - Minor: String arguments with no constraint or example: query, secret.
- `browse_open`: 65 / 100
  - Minor: No `required` list, so every argument is optional.

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