# app.sprkly/sprkly: tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/app.sprkly%2Fsprkly/versions/latest)
- Connected to: https://sprkly.app/api/mcp
- Homepage: https://sprkly.app/
- Repository: https://github.com/YOUR_GH_USERNAME/sprkly-mcp
- Scoring rules: v2
- Tools: 33
- Average: 55.2 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how app.sprkly/sprkly'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: 33 tools. Above 25, models start to tell tools apart less well.
- Minor: The server's instructions are 4615 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.

## Tools

- `sprkly_list_inbox_threads`: 39 / 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.
- `sprkly_list_scheduled_posts`: 41 / 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.
- `sprkly_get_inbox_thread`: 42 / 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.
  - Minor: Required identifiers whose description does not say where the value comes from: profile_id. Name the tool or the place that returns it, or models look it up first.
- `sprkly_get_automation_insights`: 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.
- `sprkly_pause_automation`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: automation_id. Name the tool or the place that returns it, or models look it up first.
- `sprkly_get_billing_summary`: 46 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `sprkly_list_profiles`: 46 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `sprkly_get_post_approval_status`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: post_id. Name the tool or the place that returns it, or models look it up first.
- `sprkly_get_post_status`: 47 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: post_id. Name the tool or the place that returns it, or models look it up first.
- `sprkly_validate_post_policy`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `sprkly_get_engagement_summary`: 49 / 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.
- `sprkly_export_automation_template`: 50 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: automation_id. Name the tool or the place that returns it, or models look it up first.
- `sprkly_import_automation_template`: 50 / 100
  - Minor: Says nothing about what it returns.
- `sprkly_reply_to_comment`: 50 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: comment_id. Name the tool or the place that returns it, or models look it up first.
- `sprkly_update_scheduled_post`: 52 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: post_id. Name the tool or the place that returns it, or models look it up first.
- `sprkly_draft_post`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
- `sprkly_list_automations`: 54 / 100
  - Minor: Says nothing about what it returns.
- `sprkly_delete_scheduled_post`: 55 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: post_id. Name the tool or the place that returns it, or models look it up first.
- `sprkly_reply_to_dm`: 55 / 100
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: profile_id, person_id. Name the tool or the place that returns it, or models look it up first.
- `sprkly_resume_automation`: 55 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: automation_id. Name the tool or the place that returns it, or models look it up first.
- `sprkly_get_automation_usage`: 57 / 100
  - Minor: Says nothing about what it returns.
- `sprkly_list_automation_templates`: 59 / 100
  - Minor: Says nothing about what it returns.
- `sprkly_list_leads`: 59 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `sprkly_get_account_summary`: 61 / 100
- `sprkly_list_connected_social_accounts`: 61 / 100
- `sprkly_request_post_approval`: 62 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: post_id. Name the tool or the place that returns it, or models look it up first.
- `sprkly_add_media_from_url`: 63 / 100
  - Minor: Says nothing about what it returns.
- `sprkly_get_tiktok_posting_options`: 64 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: profile_id. Name the tool or the place that returns it, or models look it up first.
- `sprkly_get_audience`: 65 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `sprkly_schedule_post`: 70 / 100
  - Minor: String arguments with no constraint or example: automation.buttons[].title.
  - Minor: No `required` list, so every argument is optional.
- `sprkly_get_analytics`: 72 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `sprkly_create_automation_from_template`: 77 / 100
  - Minor: The description is long (403 words). It helps selection but costs steps and tokens.
- `sprkly_upload_media`: 85 / 100

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