Let Your Agent Find Skills on Its Own — deep-skill-finder: Search Infrastructure for Agents

deep-skill-finder gives your Agent proactive search capabilities. Install once, and it autonomously decides when and what Skills to install. Works across Claude Code, Codex, and Cursor.

22 real users verified · Free · Neutral, not tied to any Skill marketplace

"An Agent without search is like a computer without internet"

"Search is becoming core infrastructure for AI agents. An agent without search is like an offline computer — it is just a parrot, and a parrot of outdated knowledge."
— X · 全民养虾时代 · "whoever controls search controls the world"
"I looked at trigger data for 650 Skills. 65% of them never get auto-invoked by AI because their descriptions lack trigger conditions. You spend ages installing Skills and the AI just refuses to use them."
— Reddit · Skill trigger data analysis
"Since the Skill concept appeared, I have hoarded a ton of them — my biggest folder has over 600. It is like having lots of stationery but no idea which pen to grab when you actually need to write something."
— X · Quickly find the skill matching your current task

The problem is not that your Agent is not smart enough. It is that it lacks the ability to proactively search. With deep-skill-finder installed, your Agent will assess what Skill a task requires, then go search, evaluate, and install it on its own — no manual hand-holding required.

Prerequisite · must install
One command — give your Agent proactive search
Copy the snippet below and paste it into Claude Code, Codex, Cursor, or WorkBuddy. The Agent handles the installation automatically. From then on, whatever you ask, it finds the right Skills on its own.
Click to copy → paste into any Agent. Setup takes 30 seconds:
Please install the deep-skill-finder skill: download from https://www.meyo.life/skill-finder, unpack into your local skill directory and enable it.

Want to learn more about deep-skill-finder? Visit meyo.life/skill

3 Capabilities That Turn Your Agent from Reactive to Proactive

01

Autonomous Search — The Agent Decides When to Search

Agentic Search: the model decides when to search, what to search for, and how to handle failed searches

No more manually telling your Agent "find a skill for X." deep-skill-finder lets the Agent auto-identify when a new capability is needed mid-task, then proactively triggers search, evaluation, and installation — all without interrupting your workflow.

  • ✓ Agent hits something it cannot do mid-task and auto-triggers a search
  • ✓ Compares multiple candidates and installs the best fit
  • ✓ After installing, seamlessly returns to the original task
02

Cross-Ecosystem — Works with Claude, Codex, and Cursor

Install once — works across all major Agent ecosystems

Whether you use Claude Code, Codex, Cursor, or WorkBuddy, deep-skill-finder provides the same underlying Skill search infrastructure. Skills work across ecosystems — a Skill installed for Claude can also be recognized by Codex.

  • ✓ Works across Claude Code, Codex, Cursor, and WorkBuddy
  • ✓ Cross-platform Skill format — no need to install separately for each Agent
  • ✓ Supports npx, bunx, and pnpm installation methods
03

Real-User Testing — Check Ratings Before You Install

Millions of real test samples — check ratings before installing

deep-skill-finder connects to 500+ high-quality Skills from the Meyo community. Each Skill has real-user feedback after installation. Before you install anything, you can see who installed it, how well it works, and what pitfalls to watch out for.

  • ✓ 500+ Skills covering 12 professional scenarios
  • ✓ Every Skill has real-user ratings and pitfall records
  • ✓ Free, neutral, and not tied to any Skill marketplace

With vs. Without deep-skill-finder — Where Your Agent Falls Short

Dimension
Without DSF
With DSF
Finding Skills
✗ Manual GitHub search, reading READMEs, copy-paste — 15-30 min per Skill
✓ Describe the scenario in your task; the Agent searches and installs in 30 seconds
Skill trigger rate
✗ Installed Skills still go unused by the Agent (65% wasted)
✓ Agent proactively recognizes needs — 92% trigger rate
Daily time spent finding Skills
✗ Average 40 minutes
✓ Average 5 minutes
Cross-agent ecosystem
✗ Skills installed for Claude cannot be used in Codex
✓ Install once — works across all platforms
Skill quality assessment
✗ GitHub stars are unreliable — you only find out it does not fit after installing
✓ 500+ real-user ratings and pitfall records — check before you install

Join the Discord Community

Exchange workflow tips with other deep-skill-finder users. The team answers setup questions.

QR code to join the Discord community

FAQ

Q: How is deep-skill-finder different from other Skill stores?
A: deep-skill-finder is not a Skill store. It is a meta-Skill that gives your Agent proactive search capabilities. Once installed, the Agent decides what Skill the current task needs and searches, evaluates, and installs from GitHub, SkillHub, and the Meyo community on its own. deep-skill-finder is neutral, free, and not tied to any marketplace.
Q: What exactly does "Agent proactive search" mean?
A: For example, you tell the Agent "write a PRD." It automatically determines that a PRD template Skill is needed, proactively searches, compares options, installs one, and then continues writing the PRD. You never have to say "find a PRD skill." That is Agentic Search.
Q: What does cross-ecosystem mean?
A: If you use multiple Agents (e.g., Claude Code and Codex), you install deep-skill-finder once and all supported platforms share the same Skill library. No need to install Skills separately for each Agent. A Skill installed for Claude is recognized by Codex too.
Q: Is it free? Will it push Meyo's own Skills?
A: deep-skill-finder is completely free, maintained by the Meyo community, neutral and open-source. It is not tied to any Skill marketplace and does not prioritize Meyo's own Skills. Search results are ranked by install count and real-user ratings, regardless of source.
Q: I installed it but my Agent still does not proactively search. What should I do?
A: Three possible causes: (1) Your Agent version is too old — upgrade to the latest version. (2) Your task description is too vague — try being more specific. (3) The Skill hub genuinely does not have a matching Skill — post in the Meyo community for help. If none of these work, join the community and ping @XiaGuanJia.

Related topics · other Skill guides

DSF usage guide Learn AI Agents yourself Codex best practices What is a Skill Codex for PMs Codex for developers