一键在 Manus 中运行任何 Skill

audit-drift

Activate periodically (not per-session) to sample concepts from the graph and verify their claims against current state — code paths, recent sources, user-provided ground truth. Flag stale concepts for supersede-stale. Without this, knowledge rot poisons retrieval silently.

在 Manus 中运行

概览

安装命令

npx skills add https://github.com/42U/kongcode --skill audit-drift

复制此命令并粘贴到 Claude Code 中以安装该技能

来源

42U/kongcode

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更新时间2026年5月16日 00:38

SKILL.md

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name	audit-drift
description	Activate periodically (not per-session) to sample concepts from the graph and verify their claims against current state — code paths, recent sources, user-provided ground truth. Flag stale concepts for supersede-stale. Without this, knowledge rot poisons retrieval silently.

Body in kongcode DB. Call mcp__plugin_kongcode_kongcode__get_skill_body with name="audit-drift" to load full instructions.

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同仓库

kongcode-web-ui

42U/kongcode

Open the kongcode read-only web UI to explore the memory graph (dashboard, memory/concept browsers, graph explorer) in a browser. Use when the user asks to see/visualize/inspect what kongcode has stored.

2026-06-049

kongcode-restore-jsonl

42U/kongcode

Activate when the user wants to restore/import a kongcode JSON-Lines backup (produced by scripts/backup-jsonl.mjs) back into a SurrealDB kongcode graph, or merge one machine's kongcode export into another. Triggers on "restore kongcode from JSON", "import the jsonl backup", "merge kongcode graphs", "load my kongcode dump". Counterpart to kongcode-backup-jsonl.

2026-06-039

capture-insight

42U/kongcode

Activate when an insight worth keeping emerges mid-session — a surprising finding, a reusable pattern, a user correction, or a decision with rationale. Use this to write knowledge into the kongcode graph immediately rather than waiting for end-of-session daemon extraction (which is batch-only and can have hours of lag).

2026-05-169

extract-knowledge

42U/kongcode

Activate when the user wants to distill lasting knowledge from ANY source — PDF, web article, pasted text, codebase file, transcript, markdown doc, or book chapter. Source-agnostic replacement for extract-pdf-gems. Same workflow core; source-type-aware quality rules.

2026-05-169

extract-pdf-gems

42U/kongcode

Activate when the user asks to extract, mine, distill, or "pull gems" from a PDF, academic paper, book chapter, or research document into the kongcode memory graph. Also activate for phrases like "read this paper and remember it", "dense knowledge gems", "pull the insights", or when the user points at a PDF and asks to study it.

2026-05-169

ground-on-memory

42U/kongcode

Activate when the user asks about state, history, prior work, codebase knowledge, or anything where injected memory should inform the response. Triggers include "what do you know about", "remember", "earlier", "last time", "we discussed", "in this codebase", "prior work", "previously", or any direct question about project/session state.

2026-05-169

来源

42U

42U/kongcode

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安装命令

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在 Manus 中运行

适用职业SOC

软件质量保证分析师与测试员计算机与数学类职业15-1253L4