Works with the AI tools you already use
BlankVisuals© Validator 1.0.2
by Adis Cengic
Evidence-backed validation framework for AI agents, Cursor skills, MCP orchestrations, subagent graphs, hooks, and agentic repos — before deployment, not after.
Free
See it in action
You say
Run /validate on the current orchestration framework to ensure it meets FW-001 standards.
Your agent does
BlankVisuals© Validator — core-orchestrator
Framework: FW-001 · v1.0.2 · registered 2026-05-20
Confirmed: 2026-05-20T14:32:00Z · precise & verify
Overall: FAIL
Rules: 12 pass · 1 fail · 0 inconclusive (of 13)
Open the canvas for full evidence. Critical failures: [SEC-03].
About this skill
The problem
AI-generated agent frameworks often lack rigorous validation, leading to brittle orchestration and unverified execution paths. Developers struggle to prove that their agentic workflows meet specific structural, security, and contract requirements without manual inspection.
What it does
- Executes the FW-001 BlankVisuals Validator protocol for agentic and orchestration frameworks.
- Discovers and validates entrypoints, topologies, contracts, and state management artifacts.
- Enforces a "precise and verify" standard requiring file citations or command outputs for every pass.
- Generates a comprehensive validation canvas including framework metadata and an evidence index.
- Runs parallel checks across structural, security, and runtime domains to speed up verification.
Frameworks & tools
Built for AI agent repositories, MCP servers, and frameworks utilizing AGENTS.md, CLAUDE.md, or SKILL.md manifests.
Why this beats prompting it yourself
Manual prompting often results in "hallucinated passes" where the AI claims a rule is met without checking the code. This skill prevents vague findings by mandating evidence strings, timestamps, and structured metadata that are hard to replicate with generic chat instructions.
Use cases
- Verify framework conformance before deploying a new agent skill.
- Audit orchestration workflows for session resume and interrupt semantics.
- Generate evidence-backed validation reports for agentic repo PRs.
- Identify inconclusive rules in complex agent topologies that require human review.
Known limitations
Does not validate the ~/.cursor/skills-cursor/ directory as it is reserved. Rules marked INCONCLUSIVE require manual intervention when automated evidence cannot be gathered.
How to install
Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.
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Creator
Principal Designer - Creative Direction - Integrated Brand & Product Architecture.
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