inference-layer
inference-layer is an LLM app frameworks & APIs skill for AI agents, published by elishahung in the owarai-grillmaster repository on GitHub. Skillspace rates inference-layer F (45/100) and the safety scan rated it risky; the rating is based on static analysis only.
Risky. This skill has patterns associated with unsafe behaviour. Read the source carefully before running it.
The unified model-inference layer under `services/inference/`. Read this before touching `run_inference`, any backend file (`gemini_api.py`, `gemini_cli.py`, `gemini_agy.py`, `codex.py`, `claude_sdk.py`), capability gating in `base.py`, the schema validate-and-repair loop in `schema_enforce.py`, or the agent frame tools under `services/inference/tools/` (`get_frames*.py`). Also read it when adding or renaming a `Backend`, or changing how audio/images/schema/prompts reach a model.
- Grade
- F
- Quality
- 45 / 100
- Safety
- Risky
- GitHub stars
- 35
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.
Our review
- Architecture
- 84 / 100
- Maturity
- Basic: a single SKILL.md
- Security scan
- High-risk patterns
- License
- Not declared. Check the repository before reusing it.
- Adoption
- Adopted by 0 other repositories, in 0 collections
What the scanner flagged
- executes shell/subprocess
- mentions secrets in text
Not checked yet
- Category is a classifier prediction; no model has read this skill 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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