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Everything tlly exposes to your AI client: tools, resources and prompts.

30 capabilities30 tool
Automated heuristic

Tool docs quality: C — 30 tools graded

Average 60/100 for how clearly each description tells an AI client what the tool does, what it needs, and what it changes. It is not a security audit.

  • Grade A: 0
  • Grade B: 9
  • Grade C: 16
  • Grade D: 4
  • Grade F: 1
How grades work
  • Attach short dated notes to a series as chart markers.

    Description quality grade C, 55/100 · 3 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: passed20/20

      Length is in a useful range.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: not passed0/15

      This looks like a write action. Say what changes, and whether it can be undone.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Create a hosted dashboard; returns its public URL.

    Description quality grade C, 65/100 · 3 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: not passed10/20

      A bit terse. One more clause about inputs or results would help.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: passed20/20

      The description mentions what the tool takes.

    • Explains side effects: not passed0/15

      This looks like a write action. Say what changes, and whether it can be undone.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Schedule a fetch job; runs once immediately and returns the result.

    Description quality grade C, 55/100 · 3 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: passed20/20

      Length is in a useful range.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: not passed0/15

      This looks like a write action. Say what changes, and whether it can be undone.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Define a derived series computed from other series when read.

    Description quality grade C, 55/100 · 3 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: passed20/20

      Length is in a useful range.

    • Starts with what it does: not passed0/15

      Open with an action verb, for example “Search issues…” or “Creates a label…”.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: passed15/15

      Looks read-only, so no disclosure is required. Saying “read-only” still helps.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Delete annotations on given dates, or all annotations on a series.

    Description quality grade B, 75/100 · 2 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: passed20/20

      Length is in a useful range.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: passed20/20

      The description mentions what the tool takes.

    • Explains side effects: not passed0/15

      This looks like a write action. Say what changes, and whether it can be undone.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Delete a dashboard (series data is kept).

    Description quality grade D, 45/100 · 4 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: not passed10/20

      A bit terse. One more clause about inputs or results would help.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: not passed0/15

      This looks like a write action. Say what changes, and whether it can be undone.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Delete a job (its series data is kept).

    Description quality grade D, 45/100 · 4 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: not passed10/20

      A bit terse. One more clause about inputs or results would help.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: not passed0/15

      This looks like a write action. Say what changes, and whether it can be undone.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Delete all points of a series, or remove a derived series' definition.

    Description quality grade C, 55/100 · 3 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: passed20/20

      Length is in a useful range.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: not passed0/15

      This looks like a write action. Say what changes, and whether it can be undone.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Read one integration playbook: credentials, job spec, and gotchas.

    Description quality grade C, 60/100 · 3 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: not passed10/20

      A bit terse. One more clause about inputs or results would help.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: passed15/15

      Looks read-only, so no disclosure is required. Saying “read-only” still helps.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Read the latest points of a series.

    Description quality grade C, 60/100 · 3 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: not passed10/20

      A bit terse. One more clause about inputs or results would help.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: passed15/15

      Looks read-only, so no disclosure is required. Saying “read-only” still helps.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Health check for jobs, stale panels, dashboards, and storage usage.

    Description quality grade C, 55/100 · 3 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: passed20/20

      Length is in a useful range.

    • Starts with what it does: not passed0/15

      Open with an action verb, for example “Search issues…” or “Creates a label…”.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: passed15/15

      Looks read-only, so no disclosure is required. Saying “read-only” still helps.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Report storage usage against quotas and the largest series.

    Description quality grade C, 60/100 · 3 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: not passed10/20

      A bit terse. One more clause about inputs or results would help.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: passed15/15

      Looks read-only, so no disclosure is required. Saying “read-only” still helps.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Fetch and save once without scheduling or using a job slot.

    Description quality grade B, 70/100 · 2 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: passed20/20

      Length is in a useful range.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: passed15/15

      Looks read-only, so no disclosure is required. Saying “read-only” still helps.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Read the latest annotations of a series.

    Description quality grade C, 60/100 · 3 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: not passed10/20

      A bit terse. One more clause about inputs or results would help.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: passed15/15

      Looks read-only, so no disclosure is required. Saying “read-only” still helps.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • List saved dashboard versions and which one is live.

    Description quality grade C, 60/100 · 3 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: not passed10/20

      A bit terse. One more clause about inputs or results would help.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: passed15/15

      Looks read-only, so no disclosure is required. Saying “read-only” still helps.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • List dashboards with their URLs.

    Description quality grade B, 80/100 · 2 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: not passed10/20

      A bit terse. One more clause about inputs or results would help.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: passed20/20

      The description mentions what the tool takes.

    • Explains side effects: passed15/15

      Looks read-only, so no disclosure is required. Saying “read-only” still helps.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • List integration setup playbooks for Stripe, Shopify, Sheets, and more.

    Description quality grade B, 70/100 · 2 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: passed20/20

      Length is in a useful range.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: passed15/15

      Looks read-only, so no disclosure is required. Saying “read-only” still helps.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • List scheduled fetch jobs with their last run status and any error message.

    Description quality grade B, 70/100 · 2 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: passed20/20

      Length is in a useful range.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: passed15/15

      Looks read-only, so no disclosure is required. Saying “read-only” still helps.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • List stored secret names and the host each may be sent to.

    Description quality grade B, 70/100 · 2 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: passed20/20

      Length is in a useful range.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: passed15/15

      Looks read-only, so no disclosure is required. Saying “read-only” still helps.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • List all series with type, point counts, and date ranges.

    Description quality grade B, 70/100 · 2 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: passed20/20

      Length is in a useful range.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: passed15/15

      Looks read-only, so no disclosure is required. Saying “read-only” still helps.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Make a saved version of a dashboard the live one (also to roll back).

    Description quality grade C, 55/100 · 3 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: passed20/20

      Length is in a useful range.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: not passed0/15

      This looks like a write action. Say what changes, and whether it can be undone.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Write dated values to a series (upsert by date).

    Description quality grade D, 45/100 · 4 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: not passed10/20

      A bit terse. One more clause about inputs or results would help.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: not passed0/15

      This looks like a write action. Say what changes, and whether it can be undone.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Issue a new public URL and disable the old one immediately.

    Description quality grade B, 75/100 · 2 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: passed20/20

      Length is in a useful range.

    • Starts with what it does: not passed0/15

      Open with an action verb, for example “Search issues…” or “Creates a label…”.

    • Mentions its inputs: passed20/20

      The description mentions what the tool takes.

    • Explains side effects: passed15/15

      Looks read-only, so no disclosure is required. Saying “read-only” still helps.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Run a scheduled fetch job immediately, store any new points, and return the run result.

    Description quality grade C, 55/100 · 3 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: passed20/20

      Length is in a useful range.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: not passed0/15

      This looks like a write action. Say what changes, and whether it can be undone.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Set or clear the workspace webhook URL for job and status alerts.

    Description quality grade B, 75/100 · 2 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: passed20/20

      Length is in a useful range.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: passed20/20

      The description mentions what the tool takes.

    • Explains side effects: not passed0/15

      This looks like a write action. Say what changes, and whether it can be undone.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Configure when a dashboard panel sends email or webhook alerts.

    Description quality grade C, 55/100 · 3 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: passed20/20

      Length is in a useful range.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: not passed0/15

      This looks like a write action. Say what changes, and whether it can be undone.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Configure when tlly sends stale-data alert email and webhooks because a series stopped updating.

    Description quality grade C, 55/100 · 3 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: passed20/20

      Length is in a useful range.

    • Starts with what it does: passed15/15

      Opens with an action verb.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: not passed0/15

      This looks like a write action. Say what changes, and whether it can be undone.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Dry-run a job spec: fetch, extract and transform, return a preview.

    Description quality grade C, 55/100 · 3 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: passed20/20

      Length is in a useful range.

    • Starts with what it does: not passed0/15

      Open with an action verb, for example “Search issues…” or “Creates a label…”.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: passed15/15

      Looks read-only, so no disclosure is required. Saying “read-only” still helps.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Replace a dashboard's spec (URL stays the same).

    Description quality grade D, 50/100 · 4 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: not passed10/20

      A bit terse. One more clause about inputs or results would help.

    • Starts with what it does: not passed0/15

      Open with an action verb, for example “Search issues…” or “Creates a label…”.

    • Mentions its inputs: passed20/20

      The description mentions what the tool takes.

    • Explains side effects: not passed0/15

      This looks like a write action. Say what changes, and whether it can be undone.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.

  • Replace a job's spec, or pause it with enabled=false.

    Description quality grade F, 30/100 · 5 to fix
    • Has a description: passed20/20

      The tool has a description an AI client can read.

    • Sensible length: not passed10/20

      A bit terse. One more clause about inputs or results would help.

    • Starts with what it does: not passed0/15

      Open with an action verb, for example “Search issues…” or “Creates a label…”.

    • Mentions its inputs: not passed0/20

      Say what the tool needs, for example “by issue number” or “takes a file path”.

    • Explains side effects: not passed0/15

      This looks like a write action. Say what changes, and whether it can be undone.

    • Gives usage guidance: not passed0/10

      Add when to use it, what it requires, or what to use instead.