mlnode-validate
mlnode-validate is an Integration & environment testing skill for AI agents, published by gonka-ai in the gonka repository on GitHub. Skillspace rates mlnode-validate D (62/100) and it passed the safety scan; the rating is based on static analysis only.
Validate a deployed MLNode end-to-end against a known-honest reference for a specific model. The caller picks the MLNode URL and the target model; the skill ensures the model is downloaded, deploys it, measures full-system PoC throughput, and verifies a pre-computed honest PoC vector set is accepted under an L2 threshold. Produces a JSON + text report. Self-contained inside the gonka repo (no external code, no callback receiver).
- Grade
- D
- Quality
- 62 / 100
- Safety
- Passed
- GitHub stars
- 588
Unproven: rated by static analysis only, not yet compared head-to-head.
Our two independent classifiers differ on this skill's category, so treat the placement as provisional.
This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.
Our review
- Architecture
- 96 / 100
- Maturity
- Basic: a single SKILL.md
- Security scan
- Low-risk patterns
- License
- Not declared. Check the repository before reusing it.
- Adoption
- Adopted by 0 other repositories, in 0 collections
What the scanner flagged
- mentions secrets in text
Not checked yet
- Not judged on the rubric yet (not a contender in its category)
- No blind task eval yet
- Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
- Sibling files (scripts, references) not fetched; security scan covers SKILL.md only
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