Stmo

What it does

When your agent uses it

• The user wants to explore telemetry data on STMO
• Execute Redash queries
• Manage dashboards
• Discover data sources

Example prompts

• “/stmo”

Requirements

• Python 3
• A credential in REDASH_API_KEY
• Pre-approved tools (allowed-tools): Bash(stmo-cli:*), Bash(mkdir:*), Read, Grep, Glob

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

1. 1Find data sources
2. 2Discover existing queries
3. 3Fetch and read an existing query
4. 4Execute
5. 5Clean up newly created queries

What it can do on your machine

Read from SKILL.md and the folder at commit 9dcb850. It shows what the files ask for, not the result of running them.

• Tool permissions

  Pre-approves these tools, so the agent can use them without asking each time:

  • Bash(stmo-cli:*)
  • Bash(mkdir:*)
  • Read
  • Grep
  • Glob

  From allowed-tools in the SKILL.md frontmatter.

• Runs code

  No scripts in the folder and no shell commands in SKILL.md (its code samples are bash and yaml).

  From the folder's file list and the shell code blocks in SKILL.md.

• Network

  Hosts in commands or code, which the agent is likely to contact:

  • sql.telemetry.mozilla.org

  Also links to:

  • docs.google.com

  From URLs in SKILL.md, links to its own repository left out.

• Credentials

  Names these keys or tokens, usually read from environment variables:

  • REDASH_API_KEY

  From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Stmo loads about 1.8k tokens when it runs. Until then it costs about 110 tokens; SKILL.md has 592 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it

~110

When it runs · the whole SKILL.md, loaded when a task matches

~1.8k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from SAP/project-foxhound at commit 9dcb850, republished under its GPL-3.0 licence (© SAP). 592 words, ~1,753 tokens.

name

stmo

description

Manage Redash queries and dashboards on Mozilla's STMO (sql.telemetry.mozilla.org) using stmo-cli. Use when the user wants to explore telemetry data on STMO, write, deploy, or execute Redash queries, manage dashboards, or discover data sources. Also trigger on mentions of STMO, Redash, sql.telemetry.mozilla.org, or when the user wants to query Mozilla telemetry data (as opposed to probe/metric discovery, which is mozdata territory).

allowed-tools

Bash(stmo-cli:*), Bash(mkdir:*), Read, Grep, Glob

Error: REDASH_API_KEY environment variable not set

export REDASH_API_KEY=your_key_here

mkdir -p artifacts/stmo
cd artifacts/stmo

stmo-cli fetch --all

stmo-cli execute <id> --format json --limit 10000 2>/dev/null > data.json

stmo-cli dashboards discover                    # only shows favorited dashboards
stmo-cli dashboards fetch <slug>
stmo-cli dashboards deploy <slug>
stmo-cli dashboards deploy --all
stmo-cli dashboards archive <slug>
stmo-cli dashboards unarchive <slug>

queries/{id}-{slug}.sql    # SQL text
queries/{id}-{slug}.yaml   # metadata: name, data_source_id, options, visualizations
dashboards/{id}-{slug}.yaml

© SAP, GPL-3.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .agents/skills/stmo of SAP/project-foxhound.

Open the folder on GitHubat commit 9dcb850

Used in 1 other repository

We found 3 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in SAP/project-foxhound, which our catalogue first saw on October 7, 2026.

• BrowserWorks/waterfox-android.agents/skills/stmo.claude/skills/stmo