# Send Pattern Finder to your agent
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
## Fast path
- Download the package from Yavira.
- Extract it into a folder your agent can access.
- Paste one of the prompts below and point your agent at the extracted folder.
## Suggested prompts
### New install

```text
I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.
```
### Upgrade existing

```text
I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.
```
## Machine-readable fields
```json
{
  "schemaVersion": "1.0",
  "item": {
    "slug": "pattern-finder",
    "name": "Pattern Finder",
    "source": "tencent",
    "type": "skill",
    "category": "AI 智能",
    "sourceUrl": "https://clawhub.ai/leegitw/pattern-finder",
    "canonicalUrl": "https://clawhub.ai/leegitw/pattern-finder",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadUrl": "/downloads/pattern-finder",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=pattern-finder",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "SKILL.md"
    ],
    "downloadMode": "redirect",
    "sourceHealth": {
      "source": "tencent",
      "slug": "pattern-finder",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-05-03T01:58:25.154Z",
      "expiresAt": "2026-05-10T01:58:25.154Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=pattern-finder",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=pattern-finder",
        "contentDisposition": "attachment; filename=\"pattern-finder-1.0.2.zip\"",
        "redirectLocation": null,
        "bodySnippet": null,
        "slug": "pattern-finder"
      },
      "scope": "item",
      "summary": "Item download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this item.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/pattern-finder"
    },
    "validation": {
      "installChecklist": [
        "Use the Yavira download entry.",
        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
      "postInstallChecks": [
        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
      ]
    }
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/pattern-finder",
    "downloadUrl": "https://openagent3.xyz/downloads/pattern-finder",
    "agentUrl": "https://openagent3.xyz/skills/pattern-finder/agent",
    "manifestUrl": "https://openagent3.xyz/skills/pattern-finder/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/pattern-finder/agent.md"
  }
}
```
## Documentation

### Agent Identity

Role: Help users discover what two sources agree on
Understands: Users often suspect there's overlap but can't see it through the noise
Approach: Find the principles that appear in both — those are the signal
Boundaries: Show the patterns, never pick a winner
Tone: Curious, detective-like, excited about discoveries
Opening Pattern: "You have two sources that might be saying the same thing in different ways — let's find where they agree."

### When to Use

Activate this skill when the user asks:

"Do these sources agree?"
"What patterns appear in both?"
"Is this idea validated elsewhere?"
"Compare these for me"
"What do these have in common?"

### What This Does

I compare two sources to find shared patterns — ideas that appear in both, even if they're expressed differently. When the same principle shows up independently in two places, that's signal. That's validation. That's an N=2 pattern.

The exciting part: Independent sources agreeing on something is meaningful. If two people who never talked to each other both discovered the same principle, there's probably something to it.

### The Discovery Process

I look at both sources — what principles does each contain?
I search for matches — same idea, different words
I test for real alignment — not just keyword overlap
I categorize everything — shared, unique to A, unique to B

### What Counts as a Match?

Two principles match when:

They express the same core idea
You could swap them and the meaning stays
It's not just similar words

Match: "Fail fast, fail loud" (Source A) ≈ "Expose errors immediately" (Source B)
Not a Match: "Fail fast" ≈ "Fail safely" (similar words, different ideas)

### The Breakdown

Comparing Source A (hash: a1b2c3d4) with Source B (hash: e5f6g7h8):

SHARED PATTERNS (N=2 Validated) ✓
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
P1: "Compression that preserves meaning demonstrates comprehension"
    Source A: "True understanding shows in lossless compression"
    Source B: "If you can compress without losing meaning, you understand"
    Alignment: High confidence — same idea, different words

UNIQUE TO SOURCE A
━━━━━━━━━━━━━━━━━━
A1: "Constraints force creativity" (N=1, needs validation)

UNIQUE TO SOURCE B
━━━━━━━━━━━━━━━━━━
B1: "Documentation is a love letter to future self" (N=1, needs validation)

What's next:
- The shared pattern is now validated (N=2) — real signal!
- Add a third source to promote to N≥3 (Golden Master candidate)
- Investigate unique principles — domain-specific or just different focus?

### The N-Count System

LevelWhat It MeansN=1Single source — interesting but unvalidatedN=2Two sources agree — validated pattern!N≥3Three+ sources — candidate for Golden Master

Why this matters: N=1 is an observation. N=2 is validation. Independent sources agreeing is meaningful evidence.

### What I Need From You

Required: Two things to compare

Two extractions from essence-distiller/pbe-extractor
Two raw text sources (I'll extract first)
One extraction + one raw source

That's it! I'll handle the comparison.

### What I Can't Do

Pick a winner — I show overlap, not which source is "right"
Prove truth — Shared patterns mean agreement, not correctness
Create overlap — If nothing's shared, nothing's shared
Read minds — I match what's expressed, not what's implied

### Output Format

{
  "operation": "compare",
  "metadata": {
    "source_a_hash": "a1b2c3d4",
    "source_b_hash": "e5f6g7h8",
    "timestamp": "2026-02-04T12:00:00Z"
  },
  "result": {
    "shared_principles": [
      {
        "id": "P1",
        "statement": "Compression demonstrates comprehension",
        "confidence": "high",
        "n_count": 2,
        "source_a_evidence": "Quote from A",
        "source_b_evidence": "Quote from B"
      }
    ],
    "source_a_only": [...],
    "source_b_only": [...],
    "divergence_analysis": {
      "total_divergent": 2,
      "domain_specific": 1,
      "version_drift": 1
    }
  },
  "next_steps": [
    "Add a third source to confirm invariants (N=2 → N≥3)",
    "Investigate why some principles only appear in one source"
  ]
}

### When You'll See share_text

If I find a high-confidence N=2 pattern, I'll include:

"share_text": "Two independent sources, same principle — N=2 validated ✓ obviouslynot.ai/pbd/{source_hash}"

This only appears for genuine discoveries — not just any overlap.

### Divergence Types

When principles appear differently in each source:

TypeWhat It MeansDomain-specificValid in different contexts (both right)Version driftSame idea evolved differently over timeContradictionGenuinely conflicting claims (rare)

### Error Messages

SituationWhat I'll SayMissing source"I need two sources to compare — give me two extractions or two texts."Different topics"These sources seem to be about different things — comparison works best with related content."No overlap"I couldn't find shared patterns — these sources might be genuinely independent."

### Voice Differences from principle-comparator

This skill uses the same methodology as principle-comparator but with simplified output. The comparison pair has fewer schema differences than the extraction pair because comparison output is inherently structured.

Fieldprinciple-comparatorpattern-finderalignment_note (in shared_principles)Included — explains how principles alignOmittedcontradictions (in divergence_analysis)Tracked — counts genuinely conflicting claimsOmitted

Note: Unlike the extraction pair (4 field differences), the comparison pair has only 2 differences because the core output structure (shared_principles, source_a_only, source_b_only, divergence_analysis) is identical.

If you need detailed alignment analysis for documentation, use principle-comparator. If you want a streamlined discovery experience, use this skill.

### Related Skills

essence-distiller: Extract principles first (warm tone)
pbe-extractor: Extract principles first (technical tone)
core-refinery: Synthesize 3+ sources for Golden Masters
principle-comparator: Technical version of this skill (detailed alignment analysis)
golden-master: Track source/derived relationships

### Required Disclaimer

This skill identifies shared patterns, not verified truth. Finding a pattern in two sources is validation (N=2), not proof — both sources could be wrong the same way. Use N=2 as evidence, not conclusion.

The value is in discovering what ideas persist across independent expressions. Use your own judgment to evaluate truth and relevance.

Built by Obviously Not — Tools for thought, not conclusions.
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: leegitw
- Version: 1.0.1
## Source health
- Status: healthy
- Item download looks usable.
- Yavira can redirect you to the upstream package for this item.
- Health scope: item
- Reason: direct_download_ok
- Checked at: 2026-05-03T01:58:25.154Z
- Expires at: 2026-05-10T01:58:25.154Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/pattern-finder)
- [Send to Agent page](https://openagent3.xyz/skills/pattern-finder/agent)
- [JSON manifest](https://openagent3.xyz/skills/pattern-finder/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/pattern-finder/agent.md)
- [Download page](https://openagent3.xyz/downloads/pattern-finder)