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llm-caching

80 / 100 · Low risk

Fine to try. Some of what it can do is expected: a devops skill usually runs commands, installs tools and uses cloud credentials.

By BagelHole/DevOps-Security-Agent-Skills (GitHub) · devops · 1,197 stars · scanned at commit 0365f57

Implement multi-layer LLM caching with exact match, semantic similarity, and provider-side prompt caching. Reduce API costs by 30–70%, cut latency, and improve throughput using Redis, GPTCache, and provider caching APIs.

Works with any agent that supports SKILL.md skills.

What this skill can do

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'llm-caching' ] || [ -L ~/.agents/skills/'llm-caching' ]; then echo 'A skill folder named llm-caching already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/BagelHole/DevOps-Security-Agent-Skills' "$d" && git -C "$d" checkout --quiet '0365f57a079b1332f95cf26e31dd2d5332a8399f' -- 'devops/ai/llm-caching' && mkdir -p ~/.agents/skills && cp -R "$d"/'devops/ai/llm-caching' ~/.agents/skills/'llm-caching' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'llm-caching' ~/.claude/skills/'llm-caching' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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