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Redis Observability

  • 1k installs
  • 94 repo stars
  • Updated July 9, 2026
  • redis/agent-skills

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 L

About

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. 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.

  • What to watch, what to run, and what to alert on. Covers the metrics every Redis deployment should monitor and the built
  • 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.

Redis Observability by the numbers

  • 1,006 all-time installs (skills.sh)
  • +113 installs in the week ending Aug 5, 2026 (Skillselion tracking)
  • Ranked #531 of 2,153 Testing & QA skills by installs in the Skillselion catalog
  • Data as of Aug 5, 2026 (Skillselion catalog sync)
At a glance

redis-observability capabilities & compatibility

Capabilities
what to watch, what to run, and what to alert on · setting up monitoring or alerts for a redis inst · diagnosing a redis performance regression (high · profiling a slow `ft.search` or pipeline.
Use cases
documentation
From the docs

What redis-observability says it does

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, MEM
SKILL.md
npx skills add https://github.com/redis/agent-skills --skill redis-observability

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Listed on Skillselion
Installs1k
repo stars94
Last updatedJuly 9, 2026
Repositoryredis/agent-skills

How do I apply redis-observability using the workflow in its SKILL.md?

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 (SLOWL...

Who is it for?

Developers following the redis-observability skill for the tasks it documents.

Skip if: Tasks outside the redis-observability scope described in SKILL.md.

When should I use this skill?

User mentions redis-observability or related triggers from the skill description.

What you get

Working redis-observability setup aligned with the documented patterns and constraints.

  • Slowlog analysis output
  • INFO metric snapshot
  • Memory diagnostic report

By the numbers

  • Skill version 1.0.0
  • Covers SLOWLOG GET, SLOWLOG LEN, and SLOWLOG RESET commands

Files

SKILL.mdMarkdownGitHub ↗

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.

MetricWhat it tells youAlert when
used_memoryCurrent memory usage> 80% of maxmemory
connected_clientsOpen connectionsSudden spikes or drops
blocked_clientsClients waiting on blocking ops> 0 sustained
instantaneous_ops_per_secCurrent throughputSignificant drops
keyspace_hits / keyspace_missesCache hit ratioHit ratio < 80%
rejected_connectionsHit maxclients cap> 0
rdb_last_save_timeLast persistence snapshotToo 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.

2. Built-in commands for debugging

Reach for these when something looks off.

TopicCommand
Slow commandsSLOWLOG GET 10 / SLOWLOG LEN / SLOWLOG RESET
Server snapshotINFO all (or INFO memory / INFO stats / INFO clients / INFO replication)
Memory diagnosticsMEMORY DOCTOR / MEMORY STATS / MEMORY USAGE <key>
ConnectionsCLIENT LIST / CLIENT INFO
RQE / SearchFT.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.

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

Related skills

FAQ

What does redis-observability do?

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 (SLOWL...

When should I use redis-observability?

Invoke when Redis observability guidance — which metrics to monitor (memory, connections, hit ratio, ops/sec, rejected connections), which built-in comm.

Is redis-observability safe to install?

Review the Security Audits panel on this page before installing in production.

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