llm-caching
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.
Install / Use
npx skills add BagelHole/DevOps-Security-Agent-Skills --skill llm-cachingInstalls into whichever agent you are using.
SKILL.md
Installable skill definition
Quality Score
Category
AI & Machine LearningSupported Platforms
Our assessment of llm-caching
llm-caching scores 80/100 on our quality scale, 717th of 961 AI & Machine Learning skills we index.
We have not analysed the SKILL.md file itself yet, so the content part of this score is an estimate until our crawler reaches it.
With 1,113 GitHub stars, it is one of the more widely adopted skills in the catalogue.
Maintenance, license and trust
- The repository was last updated about 4 months ago. That is recent enough to be usable, but agent tooling moves fast, so check the instructions against your agent's current version.
- It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
- Its trust signals score 98/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.
llm-caching compared with similar skills
All 4 of these similar skills score higher than llm-caching; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| llm-caching (this skill)by BagelHole | 80 | 1.1k | 4mo ago | SKILL.md |
| claude-memby thedotmack | 100 | 95.2k | today | CLAUDE.md |
| Agent-Reachby Panniantong | 100 | 87.6k | 16d ago | CLAUDE.md |
| Understand-Anythingby Egonex-AI | 100 | 85.0k | today | CLAUDE.md |
| headroomby headroomlabs-ai | 100 | 74.3k | today | CLAUDE.md |
Frequently asked questions
- How do I install llm-caching?
- Run
npx skills add BagelHole/DevOps-Security-Agent-Skills --skill llm-caching. The install tabs above show the steps for each supported agent. - Which AI agents does llm-caching work with?
- It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
- Is llm-caching safe to use?
- It is MIT-licensed and scores 98/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is llm-caching still maintained?
- The repository was last updated about 4 months ago. That is recent enough to be usable, but agent tooling moves fast, so check the instructions against your agent's current version.
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headroom
74.3kCompress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.
Languages
Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.