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diamond-sentry

Autonomní diamond extraction — projde soubory/issues/chaty, detekuje compressed insights, reusable patterns, operational breakthroughs. Ne keyword search, ale emergence detection. Trigger: 'spusť sentry', 'diamond scan', 'najdi diamondy v X', '/diamond-sentry'.

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Overview

Install command

npx skills add https://github.com/LG13-21/lg13-skills --skill diamond-sentry

Copy and paste this command into Claude Code to install the skill

Source

LG13-21/lg13-skills

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UpdatedJune 3, 2026 at 21:48

SKILL.md

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name	diamond-sentry
description	Autonomní diamond extraction — projde soubory/issues/chaty, detekuje compressed insights, reusable patterns, operational breakthroughs. Ne keyword search, ale emergence detection. Trigger: 'spusť sentry', 'diamond scan', 'najdi diamondy v X', '/diamond-sentry'.
user-invocable	true

Diamond Sentry — Autonomní diamond extraction organism

CONCEPT

Ne grep. Ne indexer. Ale persistent semi-autonomous reviewer.

Hledá: unusually strong structures, compressed insight, reusable patterns, operational breakthroughs. Nepředpokládá, co hledá — hledá emergence.

QUICK RUN

python L:/GitHub/lg13-coder/agent/skills/diamond_sentry.py --target <cesta> --output L:/LG13/runtime/diamonds/

Příklady

# Scan ChatGPT exportů
python L:/GitHub/lg13-coder/agent/skills/diamond_sentry.py --target L:/GitHub/legal-ship-2026/ChatGPT_export/

# Scan issues + MD soubory
python L:/GitHub/lg13-coder/agent/skills/diamond_sentry.py --target L:/GitHub/legal-ship-2026/ --types md,json

# Full scan všech repo
python L:/GitHub/lg13-coder/agent/skills/diamond_sentry.py --target L:/GitHub/ --recursive --limit 500

PIPELINE (5 stages)

Scan — projde soubory (MD, JSON, txt, PDF OCR), extrahuje text chunks
Cluster — seskupí podobné insighty (recurring patterns, repeated abstractions)
Compress — vytvoří canonical form z clusteru (místo 14 diskuzí → 1 doctrine)
Score — diamond density: reusability × compression × recurrence × operational impact
Export → diamonds.json, doctrines.md, unresolved_diamonds.md

CO JE DIAMOND (vysoké score)

Pipeline abstraction (jeden pattern vysvětluje celý systém)
Reusable review loop / lock-release orchestration
Lex atomic mechanism, slim judge framing
Operational heuristics (funguje cross-context)
Recurring patterns rediscovered 3+ krát

CO NENÍ DIAMOND (nízké score)

Běžná diskuze, emoční opakování, noise
One-off rozhodnutí bez přenositelnosti

OUTPUT FILES

Soubor	Obsah
`diamonds.json`	Extrahované diamondy s metadata (score, source, ts)
`doctrines.md`	Canonical form — operational doctrines
`unresolved_diamonds.md`	Partial diamonds čekající na kompozici
`skills.json`	Kandidáti na nové skills

diamond-pick — Lex Atomic extraction z jednoho souboru (single-shot)
atom-search — search v existující atom databázi
deep-read — čte issues + ChatGPT export po kurzorovém posunu

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Source

LG13-21

LG13-21/lg13-skills

View GitHub Repository View Creator Repositories

Install command

Download

Run Skill in Manus

name	diamond-sentry
description	Autonomní diamond extraction — projde soubory/issues/chaty, detekuje compressed insights, reusable patterns, operational breakthroughs. Ne keyword search, ale emergence detection. Trigger: 'spusť sentry', 'diamond scan', 'najdi diamondy v X', '/diamond-sentry'.
user-invocable	true

Diamond Sentry — Autonomní diamond extraction organism

CONCEPT

Ne grep. Ne indexer. Ale persistent semi-autonomous reviewer.

Hledá: unusually strong structures, compressed insight, reusable patterns, operational breakthroughs. Nepředpokládá, co hledá — hledá emergence.

QUICK RUN

python L:/GitHub/lg13-coder/agent/skills/diamond_sentry.py --target <cesta> --output L:/LG13/runtime/diamonds/

Příklady

# Scan ChatGPT exportů
python L:/GitHub/lg13-coder/agent/skills/diamond_sentry.py --target L:/GitHub/legal-ship-2026/ChatGPT_export/

# Scan issues + MD soubory
python L:/GitHub/lg13-coder/agent/skills/diamond_sentry.py --target L:/GitHub/legal-ship-2026/ --types md,json

# Full scan všech repo
python L:/GitHub/lg13-coder/agent/skills/diamond_sentry.py --target L:/GitHub/ --recursive --limit 500

PIPELINE (5 stages)

Scan — projde soubory (MD, JSON, txt, PDF OCR), extrahuje text chunks
Cluster — seskupí podobné insighty (recurring patterns, repeated abstractions)
Compress — vytvoří canonical form z clusteru (místo 14 diskuzí → 1 doctrine)
Score — diamond density: reusability × compression × recurrence × operational impact
Export → diamonds.json, doctrines.md, unresolved_diamonds.md

CO JE DIAMOND (vysoké score)

Pipeline abstraction (jeden pattern vysvětluje celý systém)
Reusable review loop / lock-release orchestration
Lex atomic mechanism, slim judge framing
Operational heuristics (funguje cross-context)
Recurring patterns rediscovered 3+ krát

CO NENÍ DIAMOND (nízké score)

Běžná diskuze, emoční opakování, noise
One-off rozhodnutí bez přenositelnosti

OUTPUT FILES

Soubor	Obsah
`diamonds.json`	Extrahované diamondy s metadata (score, source, ts)
`doctrines.md`	Canonical form — operational doctrines
`unresolved_diamonds.md`	Partial diamonds čekající na kompozici
`skills.json`	Kandidáti na nové skills

diamond-pick — Lex Atomic extraction z jednoho souboru (single-shot)
atom-search — search v existující atom databázi
deep-read — čte issues + ChatGPT export po kurzorovém posunu

diamond-sentry

Diamond Sentry — Autonomní diamond extraction organism

CONCEPT

QUICK RUN

Příklady

PIPELINE (5 stages)

CO JE DIAMOND (vysoké score)

CO NENÍ DIAMOND (nízké score)

OUTPUT FILES

RELATED

Diamond Sentry — Autonomní diamond extraction organism

CONCEPT

QUICK RUN

Příklady

PIPELINE (5 stages)

CO JE DIAMOND (vysoké score)

CO NENÍ DIAMOND (nízké score)

OUTPUT FILES

RELATED