# Storyflo (io.github.Alisammour/storyflo-mcp): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.Alisammour%2Fstoryflo-mcp/versions/latest)
- Connected to: https://api.storyflo.com/mcp/v1
- Homepage: https://www.storyflo.com/
- Repository: https://github.com/Alisammour/storyflo-mcp
- Scoring rules: v2
- Tools: 37
- Average: 56.3 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how Storyflo (io.github.Alisammour/storyflo-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

- Minor: 37 tools. Above 25, models start to tell tools apart less well.

## Tools

- `get_article`: 27 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: slug.
  - Minor: String arguments with no constraint or example: slug.
  - Minor: Says nothing about what it returns.
- `fm_reposition`: 32 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: tenant_slug, access_token, lean, rationale.
  - Minor: String arguments with no constraint or example: tenant_slug, access_token, lean, rationale.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `get_audio_url`: 34 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: slug.
  - Minor: String arguments with no constraint or example: slug.
- `fm_close_position`: 41 / 100
  - Major: Arguments without a description: tenant_slug, access_token, position_key.
  - Minor: String arguments with no constraint or example: tenant_slug, access_token, position_key.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `search_articles`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: vertical, limit.
  - Minor: String arguments with no constraint or example: query.
  - Minor: No `required` list, so every argument is optional.
- `digest`: 42 / 100
  - Major: Arguments without a description: verticals, window, limit.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `publisher_folder_status`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `publisher_attach_audio`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `publisher_connect_folder`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `publisher_episodes`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: status, limit.
  - Minor: Says nothing about what it returns.
- `publisher_stats`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: days.
  - Minor: Says nothing about what it returns.
- `fm_book_status`: 47 / 100
  - Minor: Says nothing about what it returns.
- `get_vertical_briefing`: 47 / 100
  - Major: Arguments without a description: vertical.
- `digest_declassified`: 52 / 100
  - Major: Arguments without a description: window, limit.
  - Minor: No `required` list, so every argument is optional.
- `fm_open_position`: 53 / 100
  - Major: Arguments without a description: tenant_slug, access_token, category, story_title, story_url, venue_url, tags.
  - Minor: String arguments with no constraint or example: tenant_slug, access_token, category, story_title, story_url, venue_url.
  - Minor: Says nothing about what it returns.
- `list_subscriptions`: 56 / 100
  - Major: Says nothing about when to use it, or when not to.
- `search_declassified`: 56 / 100
  - Minor: Arguments without a description: limit.
  - Minor: Says nothing about what it returns.
- `get_my_private_feed`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `publisher_status`: 57 / 100
  - Minor: Says nothing about what it returns.
- `get_divergence_index`: 59 / 100
  - Minor: No `required` list, so every argument is optional.
- `quote_partnership`: 60 / 100
- `register_embedder`: 60 / 100
- `stream_briefing_render_events`: 61 / 100
  - Minor: String arguments with no constraint or example: vertical.
  - Minor: No `required` list, so every argument is optional.
- `search_unified`: 63 / 100
  - Minor: Arguments without a description: vertical.
  - Minor: String arguments with no constraint or example: vertical.
  - Minor: Says nothing about what it returns.
- `get_vertical_landscape`: 65 / 100
- `subscribe_declassified_topic`: 65 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_mcp_usage_self`: 67 / 100
- `get_personas`: 67 / 100
- `list_podcasts`: 67 / 100
- `get_embedder_manifest`: 68 / 100
  - Minor: Says nothing about what it returns.
- `get_market_linked_stories`: 69 / 100
  - Minor: Arguments without a description: limit.
  - Minor: No `required` list, so every argument is optional.
- `get_embedder_network_manifest`: 70 / 100
  - Minor: Says nothing about what it returns.
- `get_trending_topics`: 72 / 100
  - Minor: No `required` list, so every argument is optional.
- `publisher_upload_audio`: 73 / 100
  - Minor: The description mentions none of its 3 or more arguments.
- `get_crypto_market_link`: 75 / 100
- `get_declassified_case`: 75 / 100
- `subscribe_topic`: 82 / 100

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