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Analytics Quality Gates Skill · gtmagents | DecimalAI

databy gtmagents

Analytics Quality Gates Skill

gtmagents/quality-gates

Source gtmagents/gtm-agents ↗License Apache-2.0

Use when establishing tests, monitoring, and incident response for analytics models.

SkillScore79Maintained

Automatic

Data Engineer pack

Last verified 8/23/2026

What it changes

Passed 19 of 24 test cases with the skill, and 14 of 24 without it.

Without skill58%

With skill79%

Checks it passed that the model alone missed

Recommends executing automated dbt test suites inside CI/CD deployment pipelines.
Recommends configuring PagerDuty escalation policies with automated timeout escalation steps.
Recommends configuring dbt test severity properties to separate warnings from critical errors.

and 2 more in the full report

5 fixed14 passed either way5 still failing0 broke

Pass-rate lift: +21 pp
Tokens: +7%
Agent turns: 0%
Response time: 0%

Model gemini-3.6-flashMeasured 8/23/2026v119 of 24 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/gtmagents-quality-gates/SKILL.md https://app.decimal.ai/s/gtmagents-quality-gates/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add gtmagents-quality-gates, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/gtmagents-quality-gates/ and pins it in .decimal/skills.lock

decimalai skills add gtmagents-quality-gates

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/gtmagents-quality-gates/SKILL.md https://app.decimal.ai/s/gtmagents-quality-gates/SKILL.md

Raw file: /s/gtmagents-quality-gates/SKILL.md ↗ · machine-readable summary at /s/gtmagents-quality-gates.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 5

Prompt

A source API change caused our daily ingestion process to pull only 5 rows instead of the usual 500,000, but because no fields were null, schema tests passed. What data validation dimension detects abnormal drop-offs in record counts?

What was checked, without and with the skill
Checked	Without skill	With skill
Recommends `dbt_expectations.expect_table_row_count_to_be_between` tests with explicit minimum row bounds.	Missed	Passed

case-06 · gemini-3.6-flash · 8/23/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md27 lines2 files

Analytics Quality Gates Skill

When to Use

Designing validation steps for new models or dashboards.
Setting up automated data quality monitoring.
Running incident reviews after data breaks.

Framework

Test Coverage – schema, freshness, unique, referential, accepted values, volume thresholds.
Alerting – severity tiers, alert channels, on-call rotation, escalation policies.
Incident Response – triage checklist, communication templates, resolution targets.
Change Management – approval workflow, rollback plan, audit logging.
Postmortems – root cause analysis, remediation tasks, knowledge base updates.

Templates

QA Checklist: See assets/qa_checklist.md for validation steps.
Quality matrix (model/table → tests → owner → SLA).
Incident playbook (trigger, response steps, communication log).
Change request form with risk assessment.

Tips

Tie quality gates to CI/CD or dbt Cloud jobs to block bad deploys.
Keep alert fatigue low by tuning thresholds.
Document every incident for future prevention.

Track record

Benchmark

19 / 24

test cases passed, vs 14 / 24 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

gtmagents / gtm-agents

plugins/analytics-pipeline-orchestration/skills/quality-gates/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/3/2026Version v1Bundled 1 file

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

gtmagents/instrumentationUse when defining events, fields, and governance for GTM analytics pipelines.Close match+9 pp pass-rate lift

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Analytics Quality Gates Skill

When to Use

Framework

Templates

Templates

Tips

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

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