Which AI Skills Should You Install? self-improving-agent Test and Skill Quality Evaluation Guide
12 real user reviews · From concept validation to install filtering · One command to install
1-second copy command · Agent auto-installs · Free, no quota consumed
"200,000 Skills to choose from — the ones that actually work are far fewer"
"There are too many Skills now — 200,000 on SkillsMP alone, plus 60,000+ on GitHub. Choice paralysis is real. But after trying them, the ones truly worth using are surprisingly few. Most are redundant or mediocre."
— source: rednote · 50 Skills field test
"We tested self-improving for 6 weeks. The concept is solid, but framework and data feedback are the real performance levers — not 'AI getting smarter on its own'."
— source: X · self-improving-agent 6-week test
"Don't install Codex bare — you need these essential Skills. But don't install 50 either — 5 to 6 carefully picked ones are enough."
— source: Reddit · Codex install survival guide
These real voices scattered across rednote, X, Reddit, Github... paint the daily reality of AI developers drowning in 200,000 Skills. Install deep-skill-finder and your Agent will automatically search for task-matching Skills and use quality evaluation Skills to filter what's truly worth installing.
Lazy mode · Recommended
Install deep-skill-finder once — let your Agent find Skills on its own
You don't need to sift through 200,000 Skills — after installing deep-skill-finder, your Agent will automatically search the Meyo Skill library when it receives a task and recommend methods that match the task at hand. Pair it with quality evaluation Skills for secondary filtering, and only install what truly works.
Copy the command → paste into Claude Code / Codex / Cursor / WorkBuddy · Agent will auto-install:
Please install the deep-skill-finder skill: download the skill archive from https://www.meyo.life/skill-finder, extract it to your local skills directory and enable it.
Or browse common scenario Skills below. Want to learn more about deep-skill-finder → meyo.life/skill
3 Skill Quality Evaluation Scenarios · Top 2 Skills per Scenario
Install them all, or pick 1 or 2 by name. No risk of installing the wrong one — it's free, and you can uninstall anytime.
Skill Quality Verification
Verify before installing — don't wait for problems to uninstall
2 Skills with different approaches · pick what fits your scenario · or install both to compare
skill-tester
Top 1
Best for: Validate whether a Skill runs correctly before installing
Verify, test, and evaluate Skill quality — covers structural validation and runtime testing
22609 installs
Best for: Quick judgment on whether a Skill meets the bar
Auto-scores across 5 dimensions with improvement suggestions — problem-solution match and token efficiency
771 installs
Agent Capability Discovery
Don't know what to install? Let the Agent find it
2 Skills with different approaches · pick what fits your scenario · or install both to compare
skillscope
Top 1
Best for: Find and evaluate the best Skills for your task
AI agent Skill decision engine — recommends best Skills for any task with quality and safety scoring
898 installs
Best for: Auto-discover when Agent lacks a capability
Capability extension meta-skill — triggers when Agent lacks a capability, helps discover and integrate external Skills
724 installs
Skill Effectiveness Comparison
Installed but is it actually useful? Let data tell
2 Skills with different approaches · pick what fits your scenario · or install both to compare
skill-evaluation
Top 1
Best for: Full effectiveness checkup after deployment
Step-by-step diagnostic evaluation of Skill quality — measures trigger accuracy and per-step completion
715 installs
Best for: Build an evals suite for version comparison
Methodology and tools for evaluating and improving Skill output quality — build evals test cases and benchmarks
134 installs
Join the deep-skill-finder Discord Community
Connect with other deep-skill-finder users to exchange workflow tips and get installation help
FAQ
Q: Is self-improving-agent just hype?
A: The concept is real — research by Lilian Weng and others has proven the value of harness self-evolution. But at the current stage of adoption, framework and data feedback are the real performance levers, not "AI getting smarter on its own" — installing a memory Skill delivers more immediate results than installing a self-improving framework.
Q: These Skill evaluation tools are themselves Skills — are they trustworthy?
A: These evaluation Skills have been community-validated, with download counts ranging from hundreds to tens of thousands. skill-tester has 22,000+ downloads and is currently the most mature Skill quality verification tool in the community. You can use it to test other Skills first, then decide whether to keep them.
Q: I don't use Claude Code — I use Cursor / Codex. Can I install these evaluation Skills?
A: Yes, all of them work. These Skills are cross-Agent neutral by design — Claude Code, Codex, Cursor, and WorkBuddy all support them. The installation is identical: download the archive from meyo.life/community/skills, extract it into your Agent's Skill directory, and you're done.
Q: Is the claim that "50 Skills beats 90% of users" credible?
A: No. In practice, 5 to 6 carefully picked Skills are enough. Installing too many causes conflicts and slows down Agent response. We recommend using skill-tester to evaluate each candidate Skill and keeping only the high-scoring ones.
Q: After installing deep-skill-finder, will my Agent automatically filter Skills for me?
A: Yes. After installing deep-skill-finder, your Agent will automatically search the Meyo Skill library when it receives a task and find matching candidates. You can pair it with evaluation Skills like skill-tester for secondary quality verification, forming a complete discover-evaluate-install loop.
Q: What's the difference between skillscope and deep-skill-finder?
A: deep-skill-finder gives your Agent the ability to proactively search for suitable Skills when executing a task; skillscope is a decision engine that helps evaluate and select the best Skill when the requirement is already known. They complement each other — deep-skill-finder handles discovery, skillscope handles evaluation.