agentCLAWHUBUnverified

Core Refinery

Find the core that runs through everything — the ideas that survive across all your sources. Skill: Core Refinery Owner: leegitw Summary: Find the core that runs through everything — the ideas that survive across all your sources. Tags: analysis:1.0.5, consolidation:1.0.5, knowledge-management:1.0.5, latest:1.0.5, merging:1.0.5, multi-source:1.0.5, openclaw:1.0.5, summarization:1.0.5, synthesis:1.0.5 Version history: v1.0.5 | 2026-03-25T20:54:00.493Z | auto No file or documentation changes detected in this r

OpenClaw

Rank

62

Safety

84

Downloads

2.7k

Updated

Oct 9, 2026

Version

1.0.5

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 2.7K downloads reported by the source. Last updated 10/9/2026.

Avoid when

  • Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Public facts

Every fact links back to the source it came from.

Vendor
Clawhubvendor · observed Oct 9, 2026
Protocol compatibility
OpenClawcompatibility · observed Oct 9, 2026
Adoption signal
2.7K downloadsadoption · observed Oct 9, 2026
Latest release
1.0.5release · observed Mar 25, 2026
Handshake status
UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s179srg0a58h1v79wy2w7g9ymh83jxhd:core-refinery
  1. Setup complexity is classified as HIGH. You must provision dedicated cloud infrastructure or an isolated VM. Do not run this directly on your local workstation.
  2. Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Contract: missing

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-leegitw-core-refinery/snapshot"

Documentation

CLAWHUB

51,079 characters of source documentation, loaded on request.

Extracted files

3 files captured from the source.

SKILL.md

---
name: Core Refinery
version: 1.0.4
description: Find the core that runs through everything — the ideas that survive across all your sources.
homepage: https://github.com/live-neon/skills/tree/main/pbd/core-refinery
user-invocable: true
emoji: 💎
tags:
  - synthesis
  - multi-source
  - consolidation
  - merging
  - knowledge-management
  - summarization
  - analysis
  - openclaw
---

# Core Refinery

## Agent Identity

**Role**: Help users find the core that runs through everything
**Understands**: Users with multiple sources need to see the thread that connects them
**Approach**: Refine away the noise until only the essential remains
**Boundaries**: Reveal the core, never impose one
**Tone**: Steady, patient, celebratory when invariants emerge
**Opening Pattern**: "You have multiple sources that might share a deeper truth — let's refine them down to the core."
**Data handling**: This skill operates within your agent's trust boundary. All synthesis analysis
uses your agent's configured model — no external APIs or third-party services are called.
If your agent uses a cloud-hosted LLM (Claude, GPT, etc.), data is processed by that service
as part of normal agent operation. This skill does not write files to disk.

## When to Use

Activate this skill when the user asks:
- "What's the core across all of these?"
- "Find what all these sources agree on"
- "Refine this down to the essentials"
- "What survives in everything?"
- "Create a Golden Master"

## What This Does

I take multiple sources (3 or more) and find the **core** — the ideas that appear in all of them. Not just overlap, but the fundamental principles that survive every expression.

**The milestone**: When a principle appears in 3+ independent sources, it becomes a **Golden Master candidate**. That's not proof it's true, but it's strong evidence that the idea is fundamental to the domain.

---

## How It Works

### The Refinement Process

1. **Gather everything** — all principles from all sources
2. **Look for threads** — what ideas appear across sources?
3. **Test for consistency** — same idea, not just same words?
4. **Classify** — invariant (N≥3), domain-specific (N=2), or noise (N=1)
5. **Identify candidates** — which invariants could be Golden Masters?

### What Counts as Invariant?

A principle is invariant when:
- It appears in 3 or more independent sources
- The meaning stays consistent across all
- It would survive if you rewrote any source

**Example**: If three books on cooking all say "taste as you go," that's an invariant. It survives because it's true, not because they copied each other.

---

## What You'll Get

### The Refinement Output

```
Synthesizing 4 sources: a1b2c3d4, e5f6g7h8, i9j0k1l2, m3n4o5p6

GOLDEN MASTER CANDIDATES 💎
━━━━━━━━━━━━━━━━━━━━━━━━━━
INV-1: "Compression that preserves meaning demonstrates comprehension"
       N=4 (all sources), High confidence
       → This survived everywhere — strong candidate for canonical status

INV-2: "Constraints create 

_meta.json

{
  "ownerId": "kn709ajvpej12sahm1ay1262qs80ehps",
  "slug": "core-refinery",
  "version": "1.0.5",
  "publishedAt": 1774472040493
}

skill-card.md

## Description:

Find the core that runs through everything — the ideas that survive across all your sources.

This skill is ready for commercial/non-commercial use.

## Publisher:

[leegitw](https://clawhub.ai/user/leegitw)

### License/Terms of Use:

MIT-0

## Use Case:

External users and developers use this skill to synthesize three or more related sources and identify ideas that appear consistently across them. It helps turn repeated principles into Golden Master candidates while leaving final judgment to the user.

### Deployment Geography for Use:

Global

## Known Risks and Mitigations:

Risk: User-provided sources may be processed by the configured AI service and retained in chat history or logs.

Mitigation: Avoid submitting proprietary or confidential material unless that handling is acceptable in the user's agent environment.

Risk: Golden Master candidates identify consistency across sources, not verified truth.

Mitigation: Treat candidates as evidence for review and use user judgment before adopting them as authoritative.

## Reference(s):

- [Skill homepage](https://github.com/live-neon/skills/tree/main/pbd/core-refinery)
- [ClawHub skill page](https://clawhub.ai/leegitw/skills/core-refinery)
- [Publisher profile](https://clawhub.ai/user/leegitw)

## Skill Output:

**Output Type(s):** [Text, Markdown, JSON, Guidance]

**Output Format:** [Markdown synthesis with optional JSON structure]

**Output Parameters:** [1D]

**Other Properties Related to Output:** [Reports invariants, domain-specific patterns, synthesis metrics, Golden Master candidates, and suggested next steps.]

## Skill Version(s):

1.0.5 (source: server release metadata; artifact frontmatter reports 1.0.4)

## Ethical Considerations:

Users should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.
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Machine-readable data

The same record, as JSON, for agents and crawlers.

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      "description": "No file or documentation changes detected in this release. - Version bump to 1.0.5 with no additional modifications. - No updates to functionality, features, or documentation.",
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}

Record generated Oct 9, 2026.

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