Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/layer1labs/specsmith/ai-app-governednpx skills add layer1labs/specsmith --skill ai-app-governedgit clone --depth 1 https://github.com/layer1labs/specsmithWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/layer1labs/specsmith/ai-app-governed)<a href="https://agentmods.dev/skills/layer1labs/specsmith/ai-app-governed"><img src="https://agentmods.dev/badge/skills/layer1labs/specsmith/ai-app-governed.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00000 | $0.00577 |
| Opus 5 | $0.00000 | $0.00289 |
| Sonnet 5 | $0.00000 | $0.00115 |
| Haiku 4.5 | $0.00000 | $0.00058 |
Grade A, and why
ai-app-governed scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 86 lines — stays where its author put it; the contents beside it link to each section on GitHub.
SKILL.md
AI App Governed Profile
Requirements Covered
Governance Requirements
- REQ-012: Least-Privilege Agent Permissions
- REQ-217: Agent Permissions Check
- REQ-220: Policy Guardrails
- REQ-244: Context Window Sizing
- REQ-245: Live Context Fill Indicator
- REQ-246: Auto Context Compression
- REQ-247: Hard Context Ceiling
Core Principle
The ai-app-governed profile is designed for agents operating within AI application development environments. It ensures compliance with Specsmith governance while managing the unique constraints and capabilities of AI application development.
Profile Characteristics
Required Skills
- preflight-gate
- governed-agent-loop
- requirement-author
- testcase-author
- traceability-auditor
- context-pack-compiler
- token-budget-auditor
- skill-composer
- execution
- git
- release
- playwright-testing
- testing-configuration
- testing-environment-isolation
- testing-artifact-management
- testing-report-generation
- testing-cicd-integration
- testing-parallel-execution
- testing-coverage-reporting
Environment-Specific Features
- AI application development environment integration
- Context window optimization for AI app constraints
- Compliance with AI application development policies
- Integration with AI application testing frameworks
Implementation Details
AI App-Specific Execution
- Leverage AI application development capabilities for model training and deployment
- Optimize context windows to fit AI application development constraints
- Apply Specsmith governance rules within AI application environments
- Maintain traceability between AI app actions and Specsmith requirements
Context Management
- Optimize context for AI application development requirements
- Apply AI app-specific compression techniques
- Ensure context fits within AI app constraints while maintaining traceability
- Track AI application development usage and performance metrics
Configuration
Default Behavior
By default, the ai-app-governed profile:
- Integrates with AI application development tools and environments
- Optimizes context for AI application development constraints
- Maintains full Specsmith governance compliance
- Tracks AI application development metrics
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 6d ago First seen · 86 lines · 0 tokens per session scan A 8deb6a030c3e
ai-app-governed is a skill published in the GitHub repository layer1labs/specsmith (7 stars, last pushed 5d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 577 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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