gaik-toolkit
gaik-toolkit is a Codebase mapping & onboarding skill for AI agents, published by GAIK-project in the gaik-toolkit repository on GitHub. Skillspace rates gaik-toolkit 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.
GAIK toolkit overview and reference. Use when needing context on GAIK components (extractors, parsers, transcribers, RAG, TTS, classifiers, pipelines), the repository structure, configuration pattern, environment variables, building-block API tables, the documentation update map, or the demo app and docs website setup. For CREATING a new component package use build-software-component; for ADDING EXAMPLES and running the canonical publish flow (docs → demo app → PyPI tag) use gaik-add-examples. Covers: structured data extraction, document parsing, audio transcription (Whisper/local), transcript enhancement, text-to-speech, RAG pipelines (pgvector/Chroma), document classification, end-to-end pipelines.
- Grade
- F
- Quality
- 45 / 100
- Safety
- Risky
- GitHub stars
- 95
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
- 75 / 100
- Maturity
- Structured: ships references or scripts
- Security scan
- High-risk patterns
- License
- MIT
- Adoption
- Adopted by 0 other repositories, in 0 collections
What the scanner flagged
- references sensitive credential env
- 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
Skillspace indexes and rates this skill; it does not host or endorse it. Run third-party skills at your own risk.