data-contract-framework
Operating model for defining, enforcing, and auditing BI data contracts.
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Installation for Agentic Skill
View all platforms →skilz install gtmagents/gtm-agents/data-contract-framework skilz install gtmagents/gtm-agents/data-contract-framework --agent opencode skilz install gtmagents/gtm-agents/data-contract-framework --agent codex skilz install gtmagents/gtm-agents/data-contract-framework --agent gemini
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Extract and copy to ~/.claude/skills/ then restart Claude Desktop
git clone https://github.com/gtmagents/gtm-agents cp -r gtm-agents/plugins/business-intelligence/skills/data-contract-framework ~/.claude/skills/ Need detailed installation help? Check our platform-specific guides:
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Agentic Skill Details
- Repository
- gtm-agents
- Type
- Technical
- Meta-Domain
- data ai
- Primary Domain
- machine learning
- Market Score
- 28.6
Agent Skill Grade
D
Score: 67/100
Click to see breakdown
Score Breakdown
Areas to Improve
- No trigger phrases
- Description lacks explicit trigger terms that would help Claude discover this skill
- Templates are mentioned but not provided as separate reference files for layered architecture
Recommendations
- Address 2 high-severity issues first
- Add trigger phrases to description for discoverability
- Add table of contents for files over 100 lines
Graded: 1/24/2026
Developer Feedback
Looking at how you've structured the data contract validation—treating schemas as first-class citizens rather than afterthoughts—there's real architectural thinking here, though the execution could be tighter in a few areas.
Links:
The TL;DR
You're at 67/100, solidly in D territory. Based on Anthropic's skills best practices, your writing style is sharp (8/10), but Progressive Disclosure Architecture (18/30) and Ease of Use (17/25) are dragging things down. The core framework is solid—you just need to make it more discoverable and actionable for Claude to actually use it.
What's Working Well
- Writing style is clean. No fluff, professional tone throughout. You're not overselling—you're explaining.
- Consistent terminology. "Contract," "SLA," "owner," "audit" are used reliably, so Claude would understand the conceptual model.
- Real problem you're solving. Data contracts as a coordination tool between data producers and consumers is legitimately useful; not a toy problem.
- Structure is grep-friendly. Simple file layout, clear section headers—easy to parse.
The Big One: Missing Trigger Phrases in Description
This is your biggest blocker for discoverability. Your description reads like:
Operating model for defining, enforcing, and auditing BI data contracts.
Claude doesn't know to invoke this skill when someone asks "help me define a data contract" or "run data contract validation." Without trigger phrases, this skill is invisible.
The fix: Rewrite to include explicit triggers:
Define, enforce, and audit BI data contracts with SLAs and ownership. Use when asked to "create a data contract", "define table SLAs", "enforce data contracts", "audit data contracts", or "coordinate schema changes".
Impact: +2-3 points immediately.
Other Things Worth Fixing
Templates exist only in your head. You mention "Data contract one-pager," "Change request form," and "Audit checklist" but don't provide them as reference files. Create
references/templates/contract-template.md,change-request.md, andaudit-checklist.mdwith actual content. This unlocks Progressive Disclosure (+5 points).No actionable workflow for Claude. Your framework lists components (Scope, Owner Matrix, SLAs) but not numbered steps. Add a "How to Create a Contract" section: 1. Identify the table and business purpose. 2. Document owners using template. 3. Define SLA thresholds. 4. Run validation checklist. (+3 points)
Missing validation loops. You mention "audit" but don't explain how to verify a contract is complete or working. Add a "Validation Steps" section with concrete checks: verify all fields filled, confirm owner contacts, test SLA queries. (+2 points)
Zero concrete examples. No sample contract, no before/after. Add
references/examples/sample-contract.mdshowing a real table likeuser_eventswith a completed contract. (+1-2 points)
Quick Wins
- Add trigger phrases to description → +2 points, ~5 min
- Create 3 template reference files → +5 points, ~20 min
- Add numbered workflow steps → +3 points, ~10 min
- Add one concrete example → +2 points, ~10 min
Target those and you're looking at 79/100 (C-level), maybe 82/100 if you nail the validation section.
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