Screened · automated checks passed

agf-wiring-multi-llm-sdk

from pcliangx/AppGenesisForge · ★ 742 on GitHub · found by our crawler 2026-07-07

What the author says it does

Use when wiring up or switching between China-domestic LLM providers (DeepSeek, Doubao/Volc Ark, Qwen/DashScope, MiniMax). Provides OpenAI-compatible adapter pattern, env-var contracts, fallback strategy, cost guardrails, and minimum verifications before declaring integration done.

Quoted from the skill's own SKILL.md trigger description — this is what tells Claude when to activate it. Not yet verified by us.

Automated screening

100/100 validator score

Scored by the same rules as our free SKILL.md validator: trigger description quality, body substance, structure. Automated — a human bench test is the next step in the pipeline.

Install (unverified — review first)

git clone https://github.com/pcliangx/AppGenesisForge
# skill lives at: .claude/skills/agf-wiring-multi-llm-sdk/SKILL.md

SkillProof status

This skill is in our test queue. We install every skill in a clean environment, run a trigger battery and score output against a baseline before it earns a catalog page — the full protocol is public. Until then, treat it like any unreviewed dependency: read the SKILL.md and any scripts before installing.

Already tested in Productivity & Workflow

  • Fetch URL As Markdown ★ 10.0/10 Local trafilatura-first URL-to-Markdown fetcher with a clean exit-code contract for when to fall back to Exa.
  • Refresh Context Map ★ 10.0/10 Rebuilds the AIDEV-anchor/AGENTS.md/ADR manifest that powers claude-leverage's PreToolUse context hook.
  • Video Vision ★ 10.0/10 Local ffmpeg+Whisper pipeline that lets Claude actually watch and transcribe video files
  • YT Digest ★ 10.0/10 Turns a YouTube URL into a timestamped, screenshotted markdown research note via real yt-dlp + ffmpeg.

Top 10 Productivity skills, ranked →