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Data Contract Framework Skill · gtmagents | DecimalAI

databy gtmagents

Data Contract Framework Skill

gtmagents/data-contract-framework

Source gtmagents/gtm-agents ↗License Apache-2.0

Operating model for defining, enforcing, and auditing BI data contracts.

SkillScore91Maintained

Automatic

Data Engineer pack

Last verified 8/23/2026

What it changes

Passed 20 of 22 test cases with the skill, and 14 of 22 without it.

Without skill64%

With skill91%

Checks it passed that the model alone missed

Specifies consumer list
Specifies version history tracking
Recommends pairing with audit-data-contracts to prioritize fixes

and 3 more in the full report

6 fixed14 passed either way2 still failing0 broke

Pass-rate lift: +27 pp
Tokens: -12%
Agent turns: 0%
Response time: -17%

Model gemini-3.6-flashMeasured 8/23/2026v120 of 22 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-data-contract-framework/SKILL.md https://app.decimal.ai/s/gtmagents-data-contract-framework/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add gtmagents-data-contract-framework, 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-data-contract-framework/ and pins it in .decimal/skills.lock

decimalai skills add gtmagents-data-contract-framework

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

curl -fsSL --create-dirs -o .claude/skills/gtmagents-data-contract-framework/SKILL.md https://app.decimal.ai/s/gtmagents-data-contract-framework/SKILL.md

Raw file: /s/gtmagents-data-contract-framework/SKILL.md ↗ · machine-readable summary at /s/gtmagents-data-contract-framework.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 6

Prompt

Create a scope specification section for a data agreement covering the orders analytics dataset in BigQuery. Ensure it covers all necessary scope metadata elements without bloating the document.

What was checked, without and with the skill
Checked	Without skill	With skill
Specifies table or view name	Passed	Passed
Specifies business purpose	Passed	Passed
Specifies consumer list	Missed	Passed

case-05 · 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.md25 linessingle file

Data Contract Framework Skill

When to Use

Establishing ownership and SLAs for mission-critical BI tables.
Coordinating schema changes between engineering, analytics, and RevOps.
Auditing data reliability before major launches or executive reporting cycles.

Framework

Contract Scope – table/view name, business purpose, consumer list.
Owner Matrix – technical owner, business owner, escalation contacts.
SLA Definition – refresh cadence, acceptable latency, data quality thresholds.
Change Workflow – approval steps, testing requirements, communication plan.
Compliance & Audit – logging, version history, and retention requirements.

Templates

Data contract one-pager (scope, owners, SLAs, dependencies).
Change request form with impact assessment.
Audit checklist for quarterly reviews.

Tips

Keep contracts lightweight but enforceable—link to dbt/docs for deeper detail.
Automate SLA checks via dashboards and alerting.
Pair with audit-data-contracts to prioritize fixes and highlight risk.

Track record

Benchmark

20 / 22

test cases passed, vs 14 / 22 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/business-intelligence/skills/data-contract-framework/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/3/2026Version v1

Other skills for the same job

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

gtmagents/metric-governance-kitFramework for defining, approving, and auditing GTM metrics and KPIs.Close match+32 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

Data Contract Framework Skill

When to Use

Framework

Templates

Tips

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

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