# AIOProductOS MCP (com.aioproductos/mcp): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/com.aioproductos%2Fmcp/versions/latest)
- Connected to: https://platform.aioproductos.com/api/mcp
- Homepage: https://aioproductos.com/mcp
- Repository: https://github.com/AIOProductOS/claude-plugin
- Scoring rules: v2
- Tools: 71
- Average: 61.5 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how AIOProductOS MCP (com.aioproductos/mcp)'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: 71 tools. Above 40, models choose less accurately.
- Minor: The server has no instructions. Say there, once, what the server is for and when to use it: Claude Code and Gemini CLI read the instructions before the tool descriptions.

## Tools

- `vote_idea`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_conversation`: 50 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: conversation_id. Name the tool or the place that returns it, or models look it up first.
- `unmerge_end_users`: 50 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: event_id. Name the tool or the place that returns it, or models look it up first.
- `update_page`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: title.
  - Minor: Says nothing about what it returns.
- `review_artifact`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
- `post_to_channel`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
- `reply_in_channel`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
- `reply_to_conversation`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
- `update_release`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: version.
- `update_initiative`: 53 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: name.
- `analyze_nrr`: 54 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `get_retention`: 54 / 100
  - Minor: No `required` list, so every argument is optional.
- `list_features`: 54 / 100
  - Minor: No `required` list, so every argument is optional.
- `update_experiment`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: title.
- `get_roadmap_drift`: 56 / 100
  - Minor: No `required` list, so every argument is optional.
- `create_release`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: changelog.
- `get_page`: 57 / 100
  - 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.
- `list_initiatives`: 57 / 100
  - Minor: No `required` list, so every argument is optional.
- `list_objectives`: 57 / 100
  - Minor: No `required` list, so every argument is optional.
- `merge_end_users`: 57 / 100
- `reschedule_booking`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `update_key_result`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: name.
- `update_objective`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: name.
- `create_page`: 59 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `get_product_brain`: 59 / 100
  - Minor: No `required` list, so every argument is optional.
- `list_decisions`: 59 / 100
  - Minor: No `required` list, so every argument is optional.
- `list_ideas`: 59 / 100
  - Minor: No `required` list, so every argument is optional.
- `update_decision`: 59 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: title.
- `comment_on_task`: 60 / 100
  - 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.
- `get_task`: 60 / 100
  - 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.
- `promote_idea`: 60 / 100
  - Major: Says nothing about when to use it, or when not to.
- `resolve_conversation`: 60 / 100
- `analyze_nps`: 61 / 100
  - Minor: No `required` list, so every argument is optional.
- `analyze_paths`: 61 / 100
  - Minor: No `required` list, so every argument is optional.
- `update_task`: 61 / 100
- `create_idea`: 62 / 100
  - Major: Says nothing about when to use it, or when not to.
- `create_objective`: 62 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_customer_360`: 62 / 100
- `create_experiment`: 63 / 100
  - Major: Says nothing about when to use it, or when not to.
- `create_initiative`: 63 / 100
  - Major: Says nothing about when to use it, or when not to.
- `create_sprint`: 63 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: end_date.
- `create_task`: 63 / 100
- `update_sprint`: 63 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: name.
- `create_decision`: 64 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_codebase_map`: 64 / 100
  - Minor: No `required` list, so every argument is optional.
- `get_pm_playbook`: 64 / 100
  - Major: Says nothing about when to use it, or when not to.
- `list_sprints`: 64 / 100
  - Minor: No `required` list, so every argument is optional.
- `revert_to_version`: 65 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: version_id. Name the tool or the place that returns it, or models look it up first.
- `list_bookings`: 66 / 100
  - Minor: No `required` list, so every argument is optional.
- `cancel_booking`: 67 / 100
- `create_feature`: 67 / 100
- `list_channels`: 67 / 100
- `list_experiments`: 67 / 100
  - Minor: No `required` list, so every argument is optional.
- `list_identity_merges`: 67 / 100
  - Minor: No `required` list, so every argument is optional.
- `list_pages`: 67 / 100
  - Minor: No `required` list, so every argument is optional.
- `list_releases`: 67 / 100
  - Minor: No `required` list, so every argument is optional.
- `pm_meta`: 67 / 100
- `whoami`: 67 / 100
  - Major: Says nothing about when to use it, or when not to.
- `list_insights`: 68 / 100
  - Minor: No `required` list, so every argument is optional.
- `update_feature`: 68 / 100
  - Minor: String arguments with no constraint or example: name.
- `update_idea`: 68 / 100
  - Minor: String arguments with no constraint or example: title.
- `list_artifact_versions`: 69 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: target_id. Name the tool or the place that returns it, or models look it up first.
- `list_conversations`: 69 / 100
  - Minor: No `required` list, so every argument is optional.
- `list_tasks`: 70 / 100
  - Minor: No `required` list, so every argument is optional.
- `read_channel`: 70 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: channel_id. Name the tool or the place that returns it, or models look it up first.
- `capture_insight`: 71 / 100
- `add_note`: 72 / 100
- `analyze_funnel`: 72 / 100
  - Minor: No `required` list, so every argument is optional.
- `get_weekly_signal_memo`: 72 / 100
  - Minor: No `required` list, so every argument is optional.
- `get_device_candidates`: 74 / 100
- `delete_task`: 79 / 100

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