Xpersona
agentCLAWHUBUnverified

个人文献知识库，自带全球文献检索（支持向量搜索+传统分词搜索）

面向学术研究者的个人知识中枢。整合 Karpathy LLM Wiki 知识编译能力 + SmartLib 海量文献检索能力，形成私有知识库与外部文献库双轨联动的研究助手。 支持4类数据入库（文献检索结果、用户上传文献、资讯报道、个人学术数据）、研究专题（文献子集+智能命名+笔记+AI分析+导出）、向量化语义检索... Skill: 个人文献知识库，自带全球文献检索（支持向量搜索+传统分词搜索） Owner: j-levee Summary: 面向学术研究者的个人知识中枢。整合 Karpathy LLM Wiki 知识编译能力 + SmartLib 海量文献检索能力，形成私有知识库与外部文献库双轨联动的研究助手。 支持4类数据入库（文献检索结果、用户上传文献、资讯报道、个人学术数据）、研究专题（文献子集+智能命名+笔记+AI分析+导出）、向量化语义检索... Tags: latest:3.11.3 Version history: v3.11.3 | 2026-07-19T12:31:17.362Z | auto - Disabled the skill by adding the "disable: true" field in SKILL.md. - Removed the file skill-card.md. - No function

OpenClaw
View on ClawHubHomepage

Rank

62

Safety

84

Downloads

1.3k

Updated

Oct 10, 2026

Version

3.11.3

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 1.3K downloads reported by the source. Last updated 10/10/2026.

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 10, 2026
Protocol compatibility
OpenClawcompatibility · observed Oct 10, 2026
Adoption signal
1.3K downloadsadoption · observed Oct 10, 2026
Latest release
3.11.3release · observed Jul 19, 2026
Handshake status
UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s179kz7zy88fw5x9nrsb2mh68x86jwtk:academic-knowledge-base
  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-j-levee-academic-knowledge-base/snapshot"

Documentation

CLAWHUB

144,033 characters of source documentation, loaded on request.

Extracted files

5 files captured from the source.

SKILL.md

---
slug: academic-knowledge-base
name: academic-knowledge-base
displayName: 个人文献知识库，自带全球文献检索（支持向量搜索+传统分词搜索）
version: 3.11.2
description: |
  面向学术研究者的个人知识中枢。整合 Karpathy LLM Wiki 知识编译能力 + SmartLib 海量文献检索能力，形成私有知识库与外部文献库双轨联动的研究助手。
  支持4类数据入库（文献检索结果、用户上传文献、资讯报道、个人学术数据）、研究专题（文献子集+智能命名+笔记+AI分析+导出）、向量化语义检索、分词匹配检索、参考文献管理、Wiki知识层自动维护。
  ✨ 亮点：入库文献自动保留原始数据库来源链接（覆盖300+数据库，如Scopus/WoS/EI/PubMed等，覆盖率100%），支持多源交叉验证。
  采用懒加载引导式初始化，无需前置配置即可使用。配额管理复用 global-biblio-base 的 gateway 凭证和计次规则（v3.1：5接口，每次调用计1次），配额耗尽后暂停外部检索请求。
  适用场景：文献管理、知识积累、论文写作辅助、研究调研。触发词：保存到知识库、知识库统计、我的知识库、给这篇打标签、列出我的专题、文献管理、论文管理、我的论文库、文献收藏、研究笔记、知识整理、学术知识库、论文知识库、文献整理、学术笔记、研究知识管理、收藏这篇文章、加入知识库、文献综述工具。
  A personal knowledge hub for academic researchers — integrating Karpathy LLM Wiki + SmartLib literature search + vectorized semantic retrieval. Ingested literature automatically preserves original database source links (300+ databases, 100% coverage) for cross-verification. Quota managed via global-biblio-base gateway with v3.0 billing rules (5 interfaces, 1 quota per successful call), restricted display when quota exhausted.
  Production URL: read from global-biblio-base/config.json → SMARTLIB_GATEWAY_URL (Gateway v47, version 67)
agent_created: true
recommends:
  - global-biblio-base
  - smartlib-citation-checker
allowed-tools:
  - Read
  - Write
  - Edit
  - Bash
  - WebFetch
  - AskUserQuestion
disable: true
---

## 快速触发词 / Quick Trigger Reference

| 你想做什么 / What to do | 这样说 / Say |
|------|------|
| 保存文献 | "保存到知识库"、"加入知识库"、"收藏这篇文章" |
| 搜索自己的文献 | "在我的知识库里找..."、"查一下我的文献有没有..." |
| 看知识库统计 | "知识库统计"、"我的知识库有多少文献" |
| 管理标签 | "给这篇打标签..."、"我的深度学习标签" |
| 导出引用 | "引用这篇文献"、"导出这几篇为 BibTeX" |
| 创建研究专题 | "把这N篇组成一个专题"、"开个XX的课题" |
| 查看专题 | "列出我的专题"、"打开XX专题"、"有哪些专题" |
| 专题内检索 | "在XX专题里检索..." |
| 导出/归档 | "导出XX专题"、"归档XX专题" |
| 配置 | "知识库配置"、"配置向量化" |
| 健康检查 | "整理知识库"、"Lint我的Wiki" |

# 学术知识库 / Academic Knowledge Base

> 中文 / Chinese | [English below each section]

面向学术研究者的个人知识中枢 —— 整合 Karpathy LLM Wiki 知识编译 + SmartLib 文献检索 + 向量化语义检索，让每一次检索和研究都沉淀为自己的知识资产。

> A personal knowledge hub for academic researchers — integrating Karpathy LLM Wiki knowledge compilation + SmartLib literature search + vectorized semantic retrieval. Every search and study session compounds into your own knowledge asset.

---

## 来源参考 / Source References

本技能的设计架构和工作流继承自以下两个上游技能：

### 参考技能 1：Karpathy LLM Wiki

- **技能位置**：`~/.workbuddy/skills/Karpathy LLM Wiki/`
- **核心理念**：用 LLM 增量构建和维护持久化 Wiki 知识库，而非每次查询时做 RAG
- **本技能继承**：Raw 不可变性、LLM 维护 Wiki 层、ingest/query/lint 操作、[[wiki-links]] 格式

> Inherited: Raw immutability, LLM-owned wiki layer, ingest/query/lint operations, wiki page format.

### 参考技能 2：global-biblio-base

- **技能位置**：`~/.workbuddy/skills/global-biblio-base/`
- **版本**：v3.1
- **核心理念**：基于 SmartLib 开放平台 API 提供中外文学术文献检索，已接入全程自动化服务（gateway 注册 + 配额消耗 + 微信支付充值）
- **本技能继承**：文献检索 API + 认证流程、元数据字段结构、三级检索策略、外部检索联动。**配额共享**——与 literature-search 使用同一 gateway 凭证和配额

> Inherited: SmartLib API auth, metadata schema, search strategies, field validation. **Quo

README.md

# Academic Knowledge Base (学术知识库) v3.7

> Your research compounds. Not just searches — a personal knowledge hub that grows with every query.

**SkillHub 安装名：** `academic-knowledge-base`
**作者：** @J-levee (张亚东 / Zhang Yadong)
**依赖技能：** global-biblio-base (必需), smartlib-citation-checker (推荐)

---

## 这是什么？ / What is this?

一个**面向学术研究者的个人知识中枢**。让每一次文献检索和研究自动沉淀到私有知识库，形成持续积累的研究资产。

> A personal knowledge hub for academic researchers. Every search and study session compounds into your private knowledge base.

### 一句话说清 / One-liner

> 你说"查 RAG 最新进展" → AI 先搜你的知识库 → 再搜外部补充 → 一键入库。以后你再问，知识库优先回答。

---

## 核心功能 / Core Features

### 4 类数据自动入库

| 数据类型 | 触发方式 | 入库行为 |
|------|------|------|
| SmartLib 检索结果 | "保存到知识库" | 元数据写入 + 摘要自动向量化 + Wiki 概念页更新 |
| 用户上传文献 (PDF/Word/BibTeX) | 提供文件路径 | 解析 → SmartLib 匹配补全字段 → 入库 |
| 资讯/报道 | "保存这篇资讯" | 原文存档 + 元数据标引入库 |
| 个人学术数据 | "记录这些实验数据" | CSV/Excel/笔记入库，可关联到文献 |

### 双轨智能检索

- **BM25 分词匹配**：标题/关键词/摘要倒排索引
- **向量语义检索**：BGE-M3（免费，1024维，中文优化）
- **加权合并**：知识库结果 [📚] 置顶，命中不足时自动扩展外部 SmartLib 检索

### LLM 自动维护 Wiki 知识层

继承自 Karpathy LLM Wiki 模式 — 每次入库 AI 自动创建/更新主题概念页、建立文献交叉引用。

### 研究专题 (Research Sessions)

文献子集 → 智能命名 → 笔记 + AI 分析 → 一键导出 zip 快照。

### 交互式统计报告

说"知识库统计" → 自动生成 HTML 报告：摘要卡片 + 语言饼图 + 年份柱状图 + 标签云。

---

## 💰 变现说明 / Monetization

本技能与 `global-biblio-base` **共享凭证和配额**。首次使用自动检测并复用凭证，共享 100 次/月免费额度。

| 状态 | 展示规则 |
|------|---------|
| 配额充足 | 知识库检索完整展示所有结果 |
| 配额耗尽 | Gateway 返回 429，外部检索、入库匹配等需要调用 SmartLib 的功能**一律拒绝**；知识库本地检索、标签管理、导出等纯本地操作正常 |

每次入库一条文献 = 消耗 1 次配额。回复「充值」获取微信支付码。

---

## 快速开始 / Quick Start

### 1. 安装

在 WorkBuddy 中，SkillHub 搜索 `academic-knowledge-base` → 一键安装。必须同时安装 `global-biblio-base`。

### 2. 第一次使用

**直接开始就行。** 本技能采用懒加载设计：

```
你："帮我查 RAG 技术的文献"
→ AI 自动创建知识库目录 → 用 SmartLib 检索 → 展示结果
你："保存全部"
→ 自动入库 + 去重 + 标签提取 + Wiki 更新 → 完成
```

### 3. (可选) 开启语义检索

首次批量入库时 AI 会提示配置向量化。推荐免费 BGE-M3（硅基流动），获取 Key → https://cloud.siliconflow.cn/account/ak。不配置也不影响核心功能。

### 4. 你的第一句话

| 你想... | 这样说 |
|------|------|
| 搜文献 | "帮我查 Transformer 在药物发现中的应用" |
| 保存 | "把这 5 篇保存到知识库" |
| 看自己的库 | "我的知识库有什么" / "知识库统计" |
| 创建专题 | "把这 N 篇组成一个专题" |

---

## FAQ

**Q: 这个和 global-biblio-base 有什么区别？**
A: 后者是"搜索引擎"（每次调用外部 API），本技能是"私人图书馆"（搜过就存下来，越积越多）。

**Q: 向量化要钱吗？**
A: 默认方案（硅基流动 BGE-M3）完全免费。

**Q: 我的数据安全吗？**
A: 全部存储在本地 `~/.workbuddy/academic-kb/`，不上传任何服务器。

---

> Inspired by [Karpathy LLM Wiki](https://gist.github.com/karpathy/442a6bf555914893e9891c11519de94f) and powered by [SmartLib API](https://www.vipslib.com/).

_meta.json

{
  "ownerId": "kn71136czyc1f1bmx5rt1tjtes86jsve",
  "slug": "academic-knowledge-base",
  "version": "3.11.3",
  "publishedAt": 1784464277362
}

skill-card.md

## Description:

Academic Knowledge Base helps researchers build and search a local literature knowledge base that combines SmartLib literature retrieval, BM25 keyword search, vector search, citation export, research sessions, and AI-maintained wiki notes.

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

## Publisher:

[j-levee](https://clawhub.ai/user/j-levee)

### License/Terms of Use:

MIT-0

## Use Case:

External researchers and research teams use this skill to search global academic literature, save papers and uploaded research materials into a personal knowledge base, retrieve them with keyword and vector search, manage research sessions, and export citations or reports.

### Deployment Geography for Use:

Global

## Known Risks and Mitigations:

Risk: The release ships a plaintext gateway secret.

Mitigation: Remove the bundled secret, rotate it before release, and require users to provide credentials through local configuration or a secret store.

Risk: Confidential or unpublished research may be exposed through external SmartLib matching or embedding calls.

Mitigation: Disable external matching and embeddings for sensitive research unless the user has explicitly confirmed the provider, data flow, and consent.

Risk: Privacy and account-handling expectations may be misleading, including registration behavior and email transmission.

Mitigation: Correct the privacy disclosure, require explicit consent before registration, and avoid sending email addresses in URL query strings.

Risk: The skill may persist research data or modify shared cross-skill configuration.

Mitigation: Show the target paths and configuration changes before persistence, and require confirmation for cross-skill config updates.

## Reference(s):

- [ClawHub skill page](https://clawhub.ai/j-levee/skills/academic-knowledge-base)
- [Karpathy LLM Wiki](https://gist.github.com/karpathy/442a6bf555914893e9891c11519de94f)
- [SmartLib API](https://www.vipslib.com/)
- [SiliconFlow API keys](https://cloud.siliconflow.cn/account/ak)

## Skill Output:

**Output Type(s):** [text, markdown, code, shell commands, configuration, guidance]

**Output Format:** [Markdown guidance with tables, JSON examples, API call patterns, citation exports, and optional HTML report artifacts.]

**Output Parameters:** [1D]

**Other Properties Related to Output:** [May create or update local knowledge-base files, research-session snapshots, vector configuration, BibTeX exports, and HTML statistics reports.]

## Skill Version(s):

3.11.3 (source: server release metadata; artifact frontmatter reports 3.11.2)

## 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.

config.example.json

{
  "SMARTLIB_GATEWAY_URL": "https://1318491188-jvmi3wist0.ap-shanghai.tencentscf.com",
  "SMARTLIB_GATEWAY_SECRET": "<your-gateway-secret>",
  "SMARTLIB_EMAIL": null,
  "SMARTLIB_APPID": null,
  "SMARTLIB_APPSECRET": null
}

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Machine-readable data

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

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Record generated Oct 10, 2026.

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