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skill-recommend

Helps you discover Claude skills you didn't know you needed — without ever getting in your way.

A lightweight, always-on skill for Claude Code. It quietly watches a session for recurring patterns and, when it spots one that an official skill would genuinely help with, drops a single end-of-response note: what the skill is, the plugin that ships it, and the exact one-line command to install it.

No auto-installs. No interruptions. No follow-ups. At most one suggestion per session.

Built for the person who has never opened a skill marketplace — and never will.


What it actually does

Most of the time, nothing. It stays silent until a pattern is unmistakable:

  • You paste the same instructions more than once
  • You correct Claude on the same thing twice
  • A habit shows up across several sessions

Only then — and only when a strong match exists in Anthropic's official marketplace — does it add a quiet aside at the end of a response (never mid-task):

💡 Side note: we've done this same PDF-tables-to-CSV extraction three times now. Anthropic's official pdf skill is built for exactly this. It ships in the document-skills plugin — if you want it:

/plugin install document-skills@anthropic-agent-skills

No rush — just there if it's useful.

You copy, paste, done. Or ignore it entirely — it won't bring it up again.

Why it names the plugin

Official skills install by plugin, not one skill at a time. pdf, docx, xlsx, and pptx all live inside the document-skills plugin; the design and authoring skills live inside example-skills. skill-recommend gives you the command that actually works — /plugin install <plugin>@anthropic-agent-skills — instead of a bare skill name that wouldn't resolve.

It also never quotes star ratings or download counts. The marketplace publishes no such numbers, so it doesn't invent them.


When it stays quiet

Knowing when not to speak is the whole point. It will not nudge you when:

  • You're iterating on purpose — trying five chart types in a row is exploration, not friction
  • A task is complex but one-off — a single migration isn't a pattern worth a tool
  • The repeated thing is a preference, not a workflow — "keep responses concise" belongs in your CLAUDE.md, so it offers to add it there instead of suggesting a skill
  • The matching skill's plugin is already installed
  • No official skill is a strong match — a weak suggestion is worse than none

Install

# Via the Claude Code plugin system
/plugin marketplace add kthxbyte/skill-recommend
/plugin install skill-recommend@kthxbyte

# Or manually
git clone https://github.com/kthxbyte/skill-recommend ~/.claude/skills/skill-recommend

Then tell Claude to use it — add this to your CLAUDE.md:

Use the skill-recommend skill at the start of every session.

A bundled SessionStart hook caches Anthropic's official marketplace locally at ~/.claude/skill-recommend/registry.json (each skill mapped to the plugin that ships it and its install command). The sync is gated: it makes a network call only when the cache is missing or older than 7 days, and runs in the background so it never blocks session startup. It installs nothing — it only caches metadata.


Files

skill-recommend/
  hooks/
    hooks.json                          ← SessionStart hook that runs the registry sync
  skills/skill-recommend/
    SKILL.md                            ← core skill instructions
    scripts/
      sync-registry.sh                  ← caches the official marketplace (skill → plugin → install command)
    references/
      custom-skill-triggers.md          ← when to suggest installing vs. creating a skill
      pattern-examples.md               ← labeled pattern examples for calibration

Token cost

State Cost
Idle (skill listed, not triggered) ~80 tokens
Triggered (SKILL.md loaded) ~1,600 tokens
Worst case (all reference files) ~4,000 tokens

Less than 1% of Claude's 200k context window in normal use.


Validated behavior

This isn't just described behavior — it's tested. Across 16 simulated sessions, each run as a fresh-context agent that wasn't told what was being measured:

  • Fires when it should — 10/10 repetition and friction scenarios produced exactly one quiet, end-of-response nudge with the correct plugin-level install command.
  • Stays quiet when it should — exploration, one-off tasks, and personal preferences produced zero skill suggestions (preferences were routed to CLAUDE.md instead).
  • Never fabricates popularity numbers — 0 invented stats across all 12 firings.

These are scripted scenarios, not a guarantee for every real session — see TESTING.md for the full method, scenarios, results, and honest caveats.


Compatibility

Built for Claude Code. The skill content itself follows the Agent Skills standard and should be portable to other agents that support it (Cursor, GitHub Copilot, VS Code, Gemini CLI, and ~40 others).

Platform: Linux / Unix-centric. The registry sync (scripts/sync-registry.sh) and the SessionStart hook assume a POSIX shell with bash, curl, python3, and a Unix date. It runs on Linux and macOS. It is unlikely to work on Windows except under WSL or Git Bash; native Windows support would require a separate sync implementation. The skill's recommendations would still function without a synced registry, but degraded — pattern detection works, matching does not.


Author

Salvador Muñoz — salvador.munoz@gmail.com GitHub: @kthxbyte


License

Apache 2.0 — see LICENSE.

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Helps you discover Claude skills you didn't know you needed — without ever getting in your way.

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