Too Many Skills to Choose From · 3 Skill Sets to Find, Manage and Build Your Own

3 scenarios · 6 real top-rated Skills · one command each

Copy in one second · your Agent installs it · free, no extra credits

"200,000 Skills — which one am I supposed to install?"

"I have spent a lot of time on Agent Skills lately. Honestly, there are just too many now — 200,000 on SkillsMP alone and over 60,000 on GitHub. The choice paralysis is real. In the end I found the genuinely useful ones are a small handful; most are either duplicates or mediocre."
— Xiaohongshu · "The 50 Skills to use in 2026" (translated from Chinese)
"Right now Skills are scattered across articles and assorted GitHub repos with no good aggregation. And while letting the AI install them is not exactly painful, doing it over and over — or using them more seriously — starts to become an efficiency problem."
— Xiaohongshu · "I built an npm for Agent Skills" (translated from Chinese)
"If you have Claude Code but do not know where to find good ready-made Skills or how to install them, you are simply wasting a serious productivity tool."
— Xiaohongshu · "The good Skills are all on these 2 sites" (translated from Chinese)

These real voices scattered across Xiaohongshu, Zhihu, Jike and X point to the same awkward truth: the richer the Skill ecosystem gets, the more "which one do I pick" becomes the new barrier. And choosing, cleaning up and packaging are exactly the three jobs an Agent should be doing for you.

Lazy route · recommended
Install deep-skill-finder once and hand the job of picking Skills to your Agent
Rather than digging through 200,000 Skills yourself, let the Agent search by task.Once deep-skill-finder is installed, your Agent searches the 50,000+ Skill library on MEYO whenever it takes on a task, ranks results by semantic relevance and recommends the approaches that genuinely match, and it asks you to confirm before installing anything.
Copy the command → paste it to Claude Code, Codex, Cursor, WorkBuddy and the like · your Agent installs it automatically:
Please install the deep-skill-finder skill: download the archive from https://www.meyo.life/skill-finder, unpack it into the local skill directory and enable it.

Or scroll on for the per-scenario Skills. To learn more about deep-skill-finder → meyo.life/skill

3 key scenarios for managing your Skill library · 2 top-rated Skills each

The Skills and install counts below come from real deep-skill-finder search results. Install them all, or pick one or two by name. They are free and you can uninstall any time.

Find: match precisely by task

Not from a leaderboard — from the task in front of you

2 Skills, 2 approaches · pick the one that fits · or install both and compare

skill-tester Top 1
Best for: comprehensive quality assessment · structure to runtime, full-chain validation
Validate, test and assess skill quality · structure validation + Python script testing + multi-dimensional scoring
22609 installs
Best for: try before you install · sandbox-isolated A/B comparison of candidate Skills
Trial before install · sandbox-isolated testing, A/B comparison, no environment pollution
3016 installs

Manage: clear out duplicates

Installed a pile? See which ones are gathering dust

2 Skills, 2 approaches · pick the one that fits · or install both and compare

Best for: auditing suspicious Skills · reports only, deletes nothing on its own
A local skill cleaner that flags ad injection and task hijacking, quarantining only after you confirm
8189 installs
Best for: keeping one Skill set in sync across several Agents
Manages a central skill library shared across Claude Code, Cursor, Codex and other agents
3046 installs

Build: turn a repeated process into a Skill

Cannot find the right one? Package your own

2 Skills, 2 approaches · pick the one that fits · or install both and compare

Best for: writing complex multi-stage Skills with decision branches
Guides the design and structuring of workflow Skills, covering multi-stage flows and progressive disclosure
6127 installs
Best for: you just finished a process · you want to package it for reuse
Distils a finished workflow or interaction into a reusable agent skill
2378 installs

💬 Join the deep-skill-finder Discord Community

Swap notes on choosing and managing Skills with other deep-skill-finder users · get help with setup

QR code to join the deep-skill-finder Discord community

FAQ

Q: There are so many Skills — is there a must-install list I can just copy?
A: Copying a list is not the best move. The same Skill is worth very different things to different people — a researcher and a developer need completely different sets. Lists are good for inspiration, but searching against the specific task in front of you is more reliable, and that is exactly what deep-skill-finder does.
Q: Will installing a lot slow the Agent down or make it pick the wrong Skill?
A: It does have an effect. Skill descriptions enter the Agent's decision context, so dozens of overlapping ones really can cause mis-triggering. That is why cleanup gets its own scenario on this page — run dbs-skill-cleaner or manage-skills every so often and disable whatever you have not touched in a while.
Q: Are the Skill names and install counts on this page real?
A: Yes. They all come straight from the deep-skill-finder semantic search API in real time, with nothing invented. Click a Skill name to open the matching MEYO community page and verify.
Q: Is writing your own Skill hard? Do I need to code?
A: You do not need to code. A Skill is essentially a clearly written manual (SKILL.md) describing in plain language when to use it, what steps to take and what to output. workflow-skill-creator makes it even easier — run through your process once and have it packaged into a Skill.
Q: Do these work on Claude Code, Cursor and Codex?
A: Most do. Skills like these are agent-neutral and install the same way — copy the command and paste it to your Agent. A few management Skills depend on a specific CLI (manage-skills needs the local skills-manager-cli, for instance), and the card description notes the supported scope.
Q: Can I skip deep-skill-finder and install just one of these by hand?
A: Absolutely. Every Skill above has a Copy command button on the right — paste it to your Agent and it installs on its own. deep-skill-finder simply lets the Agent find Skills for you later; it is not a prerequisite.

Related topics · other Skill guides

What is a Skill AI coding beginner Cursor productivity Skills Workflow to Skills (content) Claude Skills (creators) AI task boundaries