# tlly (dev.tlly/tlly): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/dev.tlly%2Ftlly/versions/latest)
- Connected to: https://tlly.dev/mcp
- Homepage: https://tlly.dev/
- Repository: https://github.com/FifthsegmentEng/tlly-mcp
- Scoring rules: v2
- Tools: 30
- Average: 52.9 / 100 (Cloudy)
- Near-identical pairs: 8

This page shows how tlly (dev.tlly/tlly)'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: 30 tools. Above 25, models start to tell tools apart less well.

## Tools

- `get_series`: 24 / 100
  - Major: The description only restates the name (7 words).
  - Major: The description is too short (7 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: limit.
  - Minor: String arguments with no constraint or example: series.
  - Minor: Says nothing about what it returns.
- `list_annotations`: 24 / 100
  - Major: The description only restates the name (7 words).
  - Major: The description is too short (7 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: limit.
  - Minor: String arguments with no constraint or example: series.
  - Minor: Says nothing about what it returns.
- `delete_dashboard`: 31 / 100
  - Major: The description only restates the name (7 words).
  - Major: The description is too short (7 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: dashboard_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: dashboard_id. Name the tool or the place that returns it, or models look it up first.
- `delete_job`: 31 / 100
  - Major: The description only restates the name (8 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: job_id.
  - Minor: Says nothing about what it returns.
  - 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.
- `delete_annotations`: 35 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: dates.
  - Minor: String arguments with no constraint or example: series.
  - Minor: Says nothing about what it returns.
- `list_dashboards`: 38 / 100
  - Major: The description only restates the name (5 words).
  - Major: The description is too short (5 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `publish_dashboard_version`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: dashboard_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: dashboard_id. Name the tool or the place that returns it, or models look it up first.
- `delete_series`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: series.
  - Minor: Says nothing about what it returns.
- `list_dashboard_versions`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: dashboard_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: dashboard_id. Name the tool or the place that returns it, or models look it up first.
- `get_status`: 46 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `get_usage`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `list_jobs`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `list_series`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `run_job_now`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - 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.
- `rotate_dashboard_url`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: dashboard_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: dashboard_id. Name the tool or the place that returns it, or models look it up first.
- `list_integration_skills`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `list_secrets`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `add_annotations`: 58 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: series.
  - Minor: Says nothing about what it returns.
- `set_panel_alert`: 58 / 100
  - Minor: String arguments with no constraint or example: dashboard_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: dashboard_id. Name the tool or the place that returns it, or models look it up first.
- `get_integration_skill`: 60 / 100
  - Major: Says nothing about when to use it, or when not to.
  - 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.
- `set_alert_webhook`: 60 / 100
  - Minor: Says nothing about what it returns.
- `set_stale_alert`: 60 / 100
  - Minor: String arguments with no constraint or example: dashboard_id, series.
  - Minor: Says nothing about what it returns.
- `update_dashboard`: 63 / 100
  - Minor: The description is long (671 words). It helps selection but costs steps and tokens.
  - Minor: String arguments with no constraint or example: dashboard_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: dashboard_id. Name the tool or the place that returns it, or models look it up first.
- `define_derived`: 65 / 100
- `push_points`: 65 / 100
  - Minor: Says nothing about what it returns.
- `create_dashboard`: 75 / 100
  - Minor: The description is long (622 words). It helps selection but costs steps and tokens.
- `update_job`: 75 / 100
  - Minor: The description is long (597 words). It helps selection but costs steps and tokens.
  - Minor: Arguments without a description: enabled.
  - Minor: String arguments with no constraint or example: job_id.
  - Minor: The meaning of the boolean argument enabled is unclear.
  - 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.
- `create_job`: 80 / 100
  - Minor: The description is long (599 words). It helps selection but costs steps and tokens.
  - Minor: String arguments with no constraint or example: name.
- `test_job`: 82 / 100
  - Minor: The description is long (599 words). It helps selection but costs steps and tokens.
- `import_once`: 85 / 100
  - Minor: The description is long (625 words). It helps selection but costs steps and tokens.

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