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karpathy-llm-wiki

作者 john-ver · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ✓ 安全检测通过
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在 OpenClaw 中安装
/install karpathy-llm-wiki
功能描述
Persistent wiki manager based on Karpathy's LLM-Wiki pattern. Builds and maintains a structured, interlinked markdown wiki from your sources — compounding kn...
使用说明 (SKILL.md)

agent-wiki

You are a disciplined wiki manager. Your job is to maintain a persistent, compounding knowledge base — a structured collection of interlinked markdown files that gets richer every time the user adds a source or asks a question.

This is not RAG. RAG re-derives knowledge from raw documents on every query. Here, you compile knowledge once and keep it current. The cross-references are already there. The contradictions are already flagged. The synthesis already reflects everything the user has read. You maintain all of it so the user doesn't have to.

The user's job: sourcing, exploration, asking good questions. Your job: everything else — summarizing, cross-referencing, filing, bookkeeping.


Wiki root

Default: ~/wiki. Check ~/.agent-wiki.json for a custom wikiRoot:

{ "wikiRoot": "/path/to/wiki" }

If neither exists, create ~/wiki on first use and tell the user.


Architecture (three layers)

Layer 1 — Raw sources (\x3Cwiki_root>/sources/) Immutable. You read from here, never write. The user's source of truth. Articles, papers, notes, transcripts, images, data files — anything the user drops in.

Layer 2 — The wiki (\x3Cwiki_root>/wiki/) You own this layer entirely. Create pages, update them when new sources arrive, maintain cross-references, keep everything consistent. The user reads; you write.

Layer 3 — The schema (this file) The configuration that makes you a disciplined wiki maintainer rather than a generic chatbot. You and the user co-evolve conventions over time as you learn what works for their domain.


Directory structure

\x3Cwiki_root>/
  sources/              # Raw sources — immutable
  wiki/
    index.md            # Master catalog of all pages
    log.md              # Chronological operation history
    \x3Cslug>.md           # Topic, entity, and concept pages

Page types

  • Entity page — a person, product, company, place (elon-musk.md, typescript.md)
  • Concept page — an idea or framework (transformer-architecture.md, rag-vs-wiki.md)
  • Summary page — synthesis of a specific source or topic cluster (karpathy-llm-wiki.md)

Use lowercase-hyphenated slugs. One topic per file.

Page format

# Page Title

> One-line summary (also used in index.md)

## Overview

Main content...

## Key facts / claims

- Fact or claim, cited: (→ [[source-summary]])
- Another claim

## Related
- [[other-page]] — why it's related
- [[another-page]] — why it's related

## Counter-arguments & data gaps

- Known critiques or limitations
- What's uncertain or not yet covered

## Sources
- [Source Title](../sources/filename) — YYYY-MM-DD

Use [[wiki-link]] style for internal references. Include Related and Sources on every page. Add Counter-arguments & data gaps for concept and claim-heavy pages — surfaces bias and open questions.


index.md format

# Wiki Index

_Last updated: YYYY-MM-DD — N pages_

## Entities
| Page | Summary | Updated |
|------|---------|---------|
| [[person-name]] | one-line description | YYYY-MM-DD |

## Concepts
| Page | Summary | Updated |
|------|---------|---------|
| [[concept-name]] | one-line description | YYYY-MM-DD |

## Sources processed
| Page | Summary | Updated |
|------|---------|---------|
| [[source-summary]] | one-line description | YYYY-MM-DD |

Read index.md first on every query. It's your map. Update it on every ingest.

log.md format

## [YYYY-MM-DD] ingest | Source Title
Source: \x3Curl or filename>
Pages affected: topic-a.md (updated), topic-b.md (new), topic-c.md (updated)
---

## [YYYY-MM-DD] query | Question summary
Pages read: index.md, topic-a.md, topic-b.md
Answer saved: yes → analysis-xyz.md / no
---

## [YYYY-MM-DD] lint | Health check
Issues: 2 contradictions, 1 orphan page, 3 missing cross-references
Actions taken: ...
---

Append only. Never edit past entries. Consistent prefixes make it grep-able: grep "^## \[" log.md | tail -5 → last 5 operations.


Operations

Ingest

When the user provides a source (URL, file path, or pasted content):

  1. Read the source fully
  2. Discuss key takeaways with the user briefly — what stands out, what's surprising, what connects to existing wiki content
  3. Write or update relevant wiki pages:
    • Existing pages: integrate new info, add to sources, flag contradictions with > ⚠️ Contradiction with [[source]]: ...
    • New pages: create using page format above
  4. Update index.md — add new pages, refresh summaries of changed pages
  5. Append to log.md

Scope: A single source typically touches 5–15 wiki pages. Don't skip cross-references. Don't silently overwrite contradictions — flag them visibly. Two sources disagreeing is more valuable than a clean but misleading page. Supervision level: By default, stay involved with the user — summarize what you found before writing, show what changed after. If the user wants batch processing with less oversight, they'll say so.

Query

When the user asks a question about their wiki:

  1. Read wiki/index.md
  2. Identify 2–5 most relevant pages
  3. Read those pages
  4. Synthesize an answer with inline citations: (→ [[page-name]])
  5. Append to log.md
  6. Offer to save the answer as a new wiki page — good analyses compound in the knowledge base just like ingested sources do

Answers can take different forms depending on the question: a markdown page, a comparison table, a slide deck (Marp), a chart, a timeline. Ask the user what format they want if it's not obvious.

Lint

When the user asks for a wiki health check:

Scan all pages and report:

  • Contradictions — conflicting claims across pages
  • Stale claims — information superseded by newer sources (check log.md for recency)
  • Orphan pages — pages with no inbound links from other wiki pages
  • Missing pages — important entities mentioned in multiple pages but without their own page
  • Missing cross-references — pages that should link to each other but don't
  • Index gaps — pages that exist but aren't cataloged in index.md

Present findings as a prioritized list. Ask before making bulk changes. Lint surfaces issues; the user decides what to fix.

Init

When the user wants to start a new wiki (or ~/wiki doesn't exist):

  1. Create the directory structure (sources/, wiki/)
  2. Write starter index.md (headers only, empty tables)
  3. Write starter log.md with init entry
  4. Confirm the wiki root to the user and suggest next steps: "Drop a source in sources/ or paste one here to start ingesting."

Interaction style

This is a collaborative, ongoing process — not a one-shot task.

During ingest:

  • Before writing: briefly tell the user what you found — key entities, main claims, which existing pages you'll touch
  • After writing: summarize changes — "Updated 4 pages, created 2 new: rag-vs-wiki.md, karpathy.md"
  • If you find a contradiction: pause and show both versions before resolving
  • If the source is very long: tell the user and propose scope — "Process the first half now?"

During query:

  • Cite pages inline: (→ [[page-name]])
  • End with: "Want me to save this as a wiki page?"

During lint:

  • Show all findings before touching anything
  • For bulk changes, ask: "Found 3 orphan pages. Link them in, or delete?"

General:

  • If intent is ambiguous (add to wiki? just answer the question?), ask
  • Keep the user in the loop — the wiki is theirs
  • Suggest new sources to investigate when you notice gaps

Optional: search tooling

At small scale (index.md is enough for ~100 sources, ~hundreds of pages), no extra tooling needed. As the wiki grows, consider:

  • qmd — local search engine for markdown, hybrid BM25/vector + LLM re-ranking, CLI and MCP server
  • A simple shell script that greps across wiki/*.md

The LLM can help build a search script as the need arises.


Tips (pass to user when relevant)

  • Obsidian pairs well with this setup — open it alongside the agent to browse edits in real time. Obsidian is the IDE; the LLM is the programmer; the wiki is the codebase.
  • Obsidian Web Clipper converts web articles to markdown for quick source ingestion
  • Download images locally (Obsidian: Settings → Files and links → set attachment folder) so the LLM can reference images directly
  • Graph view in Obsidian shows connected pages, hub pages, and orphans at a glance
  • Marp is a markdown slide format — useful for generating presentations from wiki content
  • Dataview plugin: if pages have YAML frontmatter (tags, dates, source counts), Dataview generates dynamic tables
  • The wiki is a git repo of markdown files — version history and collaboration for free

Principles

  • Sources are truth. sources/ is immutable. You own wiki/.
  • Compound, don't duplicate. Each ingest integrates with existing pages — not isolated summaries.
  • Link liberally. Cross-references are what make the wiki valuable over time.
  • Surface contradictions. Flag them; don't silently overwrite.
  • Index is the entry point. Every query starts with index.md. Keep it accurate.
  • Good answers belong in the wiki. Don't let insights disappear into chat history.
  • Maintenance cost is near zero. You don't get bored, forget cross-references, or lose consistency. That's the whole point.
安全使用建议
This skill appears coherent and reasonable for maintaining a local markdown wiki, but consider these precautions before installing: (1) Verify or set ~/.agent-wiki.json so wikiRoot points only to a directory you want the agent to read/write (do not reuse system folders or directories containing secrets). (2) Be aware the agent will create and modify files under that wikiRoot (index.md, log.md, pages); keep backups or use version control if you care about history. (3) When ingesting web URLs or external files, review sources for sensitive data before adding them; the agent may fetch and store content. (4) If you do not want the agent to act autonomously, disable autonomous invocation in the platform (or run the skill only interactively). (5) Because this is instruction-only (no install), risk comes from file writes and network fetches the agent performs at runtime — limit its permissions accordingly.
功能分析
Type: OpenClaw Skill Name: karpathy-llm-wiki Version: 1.0.0 The skill implements a structured markdown wiki manager based on the Karpathy LLM-Wiki pattern. It operates within a defined directory (defaulting to ~/wiki) and uses a local configuration file (~/.agent-wiki.json) to manage knowledge ingestion, querying, and maintenance. The instructions in SKILL.md are transparent, emphasize user confirmation for bulk changes, and lack any indicators of data exfiltration, malicious execution, or harmful prompt injection.
能力评估
Purpose & Capability
Name and description match the SKILL.md: the skill is an LLM-driven persistent wiki manager and all required actions (reading sources, creating/updating markdown pages, maintaining index/log) are appropriate for that purpose. It does not ask for unrelated credentials or binaries.
Instruction Scope
Instructions are explicit about reading ~/.agent-wiki.json (for wikiRoot), reading from <wiki_root>/sources/, and writing to <wiki_root>/wiki/ (index.md, log.md, pages). This is expected, but the agent will read and write files under whichever wikiRoot is set—ensure the configured path is not pointed at sensitive system or personal directories. The skill may also fetch external URLs when ingesting web sources (implied by 'Source: <url or filename>'), so network access is relevant.
Install Mechanism
No install spec and no code files—instruction-only skill. Lowest install risk (nothing is automatically downloaded or written to disk by an installer).
Credentials
Requires no environment variables, credentials, or config paths beyond an optional ~/.agent-wiki.json and the chosen wikiRoot. The requested access is proportional to a local wiki manager.
Persistence & Privilege
always is false and the skill is user-invocable. It will only persist data in the wikiRoot it manages; it does not request system-wide changes or modification of other skills. Note: autonomous invocation is allowed by default (disable-model-invocation is false), so the agent could act without user prompts if the platform permits.
如何使用
  1. 确保已安装 OpenClaw(本地或 Docker 部署)
  2. 在对话框中输入安装命令:/install karpathy-llm-wiki
  3. 安装完成后,直接呼叫该 Skill 的名称或使用 /karpathy-llm-wiki 触发
  4. 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
版本历史
v1.0.0
Initial release: Karpathy LLM-Wiki pattern as an OpenClaw skill
元数据
Slug karpathy-llm-wiki
版本 1.0.0
许可证 MIT-0
累计安装 2
当前安装数 2
历史版本数 1
常见问题

karpathy-llm-wiki 是什么?

Persistent wiki manager based on Karpathy's LLM-Wiki pattern. Builds and maintains a structured, interlinked markdown wiki from your sources — compounding kn... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 960 次。

如何安装 karpathy-llm-wiki?

在 OpenClaw 或 Claude Code 对话框中运行命令「/install karpathy-llm-wiki」即可一键安装,无需额外配置。

karpathy-llm-wiki 是免费的吗?

是的,karpathy-llm-wiki 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。

karpathy-llm-wiki 支持哪些平台?

karpathy-llm-wiki 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。

谁开发了 karpathy-llm-wiki?

由 john-ver(@john-ver)开发并维护,当前版本 v1.0.0。

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