redis/agent-skills · Official

redis-observability

Redis observability guidance — which metrics to monitor (memory, connections, hit ratio, ops/sec, rejected connections), which built-in commands to reach for during incident triage (SLOWLOG, INFO, MEMORY DOCTOR, CLIENT LIST, FT.PROFILE), and when to use the Redis Insight GUI.

All-time #7164 Trending #4992 Hot #2097 First seen May 26, 2026
8-week activity · all time api

Installation

$ npx skills add redis/agent-skills --skill redis-observability

Summary

  • Redis observability guidance — which metrics to monitor (memory, connections, hit ratio, ops/sec, rejected connections), which built-in commands to reach for during incident triage (SLOWLOG, INFO, MEMORY DOCTOR, CLIENT LIST, FT.PROFILE), and when to use the Redis Insight GUI.
  • Use when setting up monitoring or alerts for a Redis instance, diagnosing a performance regression, profiling a slow FT.SEARCH query, or wiring Redis metrics into Prometheus, Datadog, or similar.

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More details

Agent compatibility

Declared targets from SKILL.md / docs. Unmarked agents are not listed — the skill may still install via the CLI.

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Repository health

Stars 143
License LICENSE
Default branch main
Open issues 4
Status Active

Skill metadata

Parsed from SKILL.md frontmatter.

Version0.1.0
LicenseMIT
More metadata
author
Redis, Inc.
version
0.1.0

Package contents

Files included with this skill beyond the listing page.

  • skill md SKILL.md 3,646 B
  • docs SUMMARY.md 501 B

History

  1. First seen on skills.sh
  2. First recorded snapshot · 1,644 installs

SKILL.md

Redis Observability

What to watch, what to run, and what to alert on. Covers the metrics every Redis deployment should monitor and the built-in commands for ad-hoc diagnosis.

When to apply

  • Setting up monitoring or alerts for a Redis instance.
  • Diagnosing a Redis performance regression (high latency, memory pressure, connection storms).
  • Profiling a slow FT.SEARCH or pipeline.
  • Wiring Redis metrics into Prometheus, Datadog, CloudWatch, or similar.

1. Monitor these metrics

These come from INFO and should be exported to your monitoring system.

Metric What it tells you Alert when
used_memory Current memory usage > 80% of maxmemory
connected_clients Open connections Sudden spikes or drops
blocked_clients Clients waiting on blocking ops > 0 sustained
instantaneousopsper_sec Current throughput Significant drops
keyspacehits / keyspacemisses Cache hit ratio Hit ratio < 80%
rejected_connections Hit maxclients cap > 0
rdblastsave_time Last persistence snapshot Too old vs. RPO
info = redis.info()
hit_ratio = info["keyspace_hits"] / max(1, info["keyspace_hits"] + info["keyspace_misses"])
print(f"Memory:    {info['used_memory_human']}")
print(f"Clients:   {info['connected_clients']}")
print(f"Ops/sec:   {info['instantaneous_ops_per_sec']}")
print(f"Hit ratio: {hit_ratio:.1%}")

See [references/metrics.md](references/metrics.md).

2. Built-in commands for debugging

Reach for these when something looks off.

Topic Command
Slow commands SLOWLOG GET 10 / SLOWLOG LEN / SLOWLOG RESET
Server snapshot INFO all (or INFO memory / INFO stats / INFO clients / INFO replication)
Memory diagnostics MEMORY DOCTOR / MEMORY STATS / MEMORY USAGE <key>
Connections CLIENT LIST / CLIENT INFO
RQE / Search FT.INFO <idx> / FT.PROFILE <idx> SEARCH QUERY "..."

The two most useful for incident triage:

  • SLOWLOG GET to find queries that exceeded the slowlog-log-slower-than threshold (10ms by default). The output shows the exact command and duration in microseconds.
  • MEMORY DOCTOR for memory pressure — it returns a one-paragraph summary of what's unusual about memory usage right now.
for entry in redis.slowlog_get(10):
    print(f"{entry['duration']}μs  {entry['command']}")

See [references/commands.md](references/commands.md).

3. Redis Insight

For interactive use (running queries, browsing keys, profiling indexes), Redis Insight is the official GUI. It surfaces the same SLOWLOG / INFO / FT.PROFILE data visually and includes Redis Copilot for natural-language queries. Useful during development and incident response; not a replacement for exporting metrics to your monitoring system.

References