What Is Deep Skill Finder: The AI Agent Skill Search Engine
What it is · How to use it · Data-backed · 3 scenarios x 6 one-click install skills
Deep Skill Finder
Sound familiar?
Skill marketplaces hold tens of thousands of entries and the category pages blur together by page three. You wanted an agent to watch GitHub Trending, flipped through every category, found nothing - while someone else typed one plain-language sentence and got the perfect match. The gap isn't the library, it's the search.
Community · agent power user
Keyword search is not enough for agent skill discovery. Say the same need differently and results vanish; well-built skills with sloppy descriptions stay buried. Community analysis of high-frequency queries shows search engines with ~91% top-1 hit rates versus ~30% for keyword matching - two different species entirely.
Community · search data analyst
Everyone's first reaction to 'deep skill finder': is that a tool or a methodology? One sentence settles it - an engine where your agent takes a plain-language need ('I want to do X') and returns a ranked answer ('install this skill').
Community · newcomer
Real voices scattered across Reddit / Hacker News / X / dev forums — stitched together, this is what people go through when doing "searching and installing agent skills".
Lazy path · recommended
Install deep-skill-finder once — let your Agent find Skills for you
Whatever "searching and installing agent skills" task you have, MEYO already has the matching Skills. You don't need to hunt one by one — install deep-skill-finder and your Agent will auto-search MEYO's 50,000+ Skill library on every task, recommending the best match. You just say what you want to do — matching Skills is the Agent's job.
Copy → paste into Claude Code / Codex / Cursor / WorkBuddy / CatPaw · Agent installs automatically:
Please install the deep-skill-finder skill: download the archive from https://www.meyo.life/skill-finder, extract it into your local skill directory and enable it.
Or browse common-scene Skills below. Learn more about deep-skill-finder → meyo.life/skill
Skill Search Scenarios x Skill Picks
Install them all, or just pick 1–2 by name. Don't worry about picking wrong — they're free, uninstall anytime.
Get Started with DSF
From plain language to precise hits
For first-time skill searchers
Official SkillHub retrieval
Tokenized keyword search, category filtering and combined queries with matched-reason output, one-click install into your skills directory
48011 users
Chinese-scene discovery flow
Prefers skillhub search, falls back to clawhub search, aggregates source, version and risk before confirmed install
2944 users
💬 Join the Deep Skill Finder Community
Trade "searching and installing agent skills" workflows with other Deep Skill Finder users and get install help
FAQ
Q: What exactly is Deep Skill Finder?
A: An AI agent skill search engine. You describe a need in plain language ('track AI news for me every morning'); it runs semantic search instead of keyword matching and returns real skills with recommendation reasons, download counts and safety review levels, ready for one-click install. The meyo.life community's skill search is built on this capability, and 'deep skill finder' / 'skill finder' style queries hit a ~91% top-1 rate.
Q: How is it different from keyword search?
A: Three ways. Semantics: 'watch open-source project updates' finds GitHub-radar skills with zero literal overlap. Reasons: every result explains why it matched, not a bare link list. Signals up front: safety review status, install counts and setup requirements are shown before you commit, so you skip the trial-and-error.
Q: How do I get started?
A: Easiest entry: search directly in the meyo.life community, or in a supported agent just say 'find me a skill that does X'. For advanced use, install a retrieval skill like find-skill-skillhub so your agent runs tokenized search, category filters and combined queries on SkillHub by itself.
Q: Can I trust the results?
A: Each skill carries a safety review level (pass / watch / caution tiers) surfaced in results, and download counts come from a live API. All 6 skills on this page were queried live via Deep Skill Finder - verify any of them on meyo.life.
Q: What if I can't find what I need?
A: Rewrite the query first, then widen the net: multi-find-skills searches ClawHub, LobeHub and skills.sh in parallel. Still nothing? The skill probably doesn't exist yet - which is exactly when skill-creation skills enter. See the Related Reading link on creating Claude skills from scratch.
Q: Is it free?
A: Searching on the meyo.life community web is free; retrieval skills you install are community-shared under their own licenses. Some depend on external CLIs or overseas services - check each skill's setup requirements before installing.