Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
git clone --depth 1 https://github.com/Kilo-Org/kilo-marketplaceWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/plugins/kilo-org/kilo-marketplace/redis-observability)<a href="https://agentmods.dev/plugins/kilo-org/kilo-marketplace/redis-observability"><img src="https://agentmods.dev/badge/plugins/kilo-org/kilo-marketplace/redis-observability/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/plugins/kilo-org/kilo-marketplace/redis-observability"><img src="https://agentmods.dev/badge/plugins/kilo-org/kilo-marketplace/redis-observability.svg" alt="Reviewed on agentmods" width="80" height="20"></a>Grade A, and why
redis-observability scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
{
"name": "redis-observability",
"version": "1.0.0",
"description": "Redis observability — key metrics to monitor (INFO), debugging commands (SLOWLOG, MEMORY DOCTOR, FT.PROFILE), Redis Insight.",
"author": {
"name": "Redis",
"email": "[email protected]"
},
"homepage": "https://redis.io",
"repository": "https://github.com/redis/agent-skills",
"license": "MIT",
"keywords": ["redis", "observability", "monitoring", "metrics", "slowlog"]
}
What it installs
The manifest is a name and a version. 1 skill travel with it, and installing the plugin installs all of them — 106 tokens a session between them. Each is measured on its own page, and each can be installed alone.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 14 lines scan A badf798d64ab
redis-observability is a plugin published in the GitHub repository Kilo-Org/kilo-marketplace (195 stars, last pushed 20d ago), licensed Apache-2.0. Its token cost is not measured: this kind of file is read by the harness, not the model. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-18.
Other plugins, from other repositories
database-cloud-optimization
Database query optimization, cloud cost optimization, and scalability improvements.
caching-strategies
Design multi-tier caching architectures for web applications — cache-aside vs write-through vs write-behind, TTL design, cache invalidation, Redis patterns, CDN configuration, browser caching, and stampede prevention. Use when choosing a caching pattern, designing cache invalidation strategies, implementing Redis…
database-cloud-optimization
Database query optimization, cloud cost optimization, and scalability improvements.
upstash
The Upstash MCP server plus agent skills for every Upstash SDK and CLI — Redis, QStash, Workflow, Box, Blob, Ratelimit, Vector, and Search.
queue-aiops
Governed redis + rabbitmq ops: memory/latency/backlog/churn RCA, policies. 28 tools.
redis-channel
Claude Code channel that bridges sessions to external systems over Redis Streams. Router-agnostic: pair with any router implementation that speaks the protocol.