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LangSkills Search

Name: LangSkills Search
Author: shatianming5

作者 shatianming5 · GitHub ↗ · v1.0.0 · MIT-0

cross-platform ✓ 安全检测通过

184

总下载

当前安装

版本数

在 OpenClaw 中安装

/install langskills-search

功能描述

Search 119K evidence-backed skills from 95K+ papers & 24K+ tech sources

使用说明 (SKILL.md)

LangSkills Search

Search 119,608 evidence-backed skills covering 62K+ research papers and 23K+ coding/tech sources — all offline via FTS5 SQLite.

When to Use

User asks for best practices, how-tos, or techniques on a technical topic
You need evidence-backed knowledge (not LLM-generated guesses)
Research tasks that benefit from academic or real-world source citations

First-Time Setup

pip install langskills-rai
# Install matching bundles for the current project or pick a domain:
langskills-rai bundle-install --auto

Search Command

langskills-rai skill-search "\x3Cquery>" [options]

Parameters

Flag	Description	Default
`--top N`	Number of results	5
`--domain \x3Cd>`	Filter by domain	all
`--min-score N`	Minimum quality score (0-5)	0
`--content`	Include full skill body	off
`--format markdown`	Output as Markdown	text

Example

langskills-rai skill-search "CRISPR gene editing" --domain research --top 3 --content --format markdown

Reading Results

Each result includes: title, domain, quality score (0-5), source URL, and optionally the full skill body. Higher scores indicate stronger evidence chains.

Available Domains

linux · web · programming · devtools · security · cloud · data · ml · llm · observability · research-arxiv · research-plos-* · research-elife · research-other

Tips

Use --content --format markdown to get copy-paste-ready skill text
Combine --domain with --min-score 4.0 for high-quality results
Run bundle-install --auto in a project directory to install only relevant domains

安全使用建议

This skill is an instructions-only integration that delegates runtime work to a third-party Python package (langskills-rai). Before installing or running it: (1) verify the package and source (PyPI entry and the referenced GitHub repo) to ensure they match and are trustworthy; (2) install inside a virtualenv to limit effects to a contained environment; (3) be aware bundle-install will likely download data files and write them into your project directory — review where it stores bundles and how large they are; (4) inspect the package code (or its repository) if you want to be sure it doesn't perform unexpected network calls or collect unrelated system data. The static scanner had no files to analyze (SKILL.md only), so vetting the external package is the main remaining step.

功能分析

Type: OpenClaw Skill Name: langskills-search Version: 1.0.0 The langskills-search skill bundle provides a legitimate interface for searching a database of evidence-backed technical and research skills. It utilizes a Python package (langskills-rai) and a local SQLite database for offline search. The instructions in SKILL.md are consistent with the stated purpose and do not contain any malicious commands, data exfiltration attempts, or harmful prompt injections.

能力评估

✓ Purpose & Capability

Name/description (search an evidence-backed skills DB) align with the instructions: they require python3 and instruct the user to pip install langskills-rai and run a CLI search. The declared GitHub metadata matches the described purpose.

✓ Instruction Scope

SKILL.md only instructs installing a package and running the langskills-rai CLI (skill-search and bundle-install). It does not direct reading unrelated files, accessing extra environment variables, or exfiltrating results to unexpected endpoints. Note: bundle-install may download and write domain bundles to the local project directory (expected behavior for populating an offline DB).

ℹ Install Mechanism

The registry contains no automated install spec (lowest-risk). The SKILL.md tells the user to run pip install langskills-rai. Installing a third-party Python package runs arbitrary code from that package and may download additional bundles; this is expected but you should vet the package source (PyPI/GitHub) before installing.

✓ Credentials

No environment variables, credentials, or config paths are requested or required in the SKILL.md. The skill's needs are minimal and proportional to a CLI search tool.

✓ Persistence & Privilege

always:false and no special persistence or cross-skill config modification are requested. The skill does not ask to be force-enabled; agent autonomy defaults remain unchanged.

如何使用

确保已安装 OpenClaw（本地或 Docker 部署）
在对话框中输入安装命令：/install langskills-search
安装完成后，直接呼叫该 Skill 的名称或使用 /langskills-search 触发
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 of langskills-search skill. - Search 119,608 evidence-backed skills from 95K+ research papers and 24K+ tech sources, all offline using FTS5 SQLite. - Provides command-line tool langskills-rai skill-search with filtering by domain, quality score, and output format. - Supports easy setup and selective domain installation with bundle-install. - Returns results with title, domain, quality score, source URL, and optional full skill body. - Suitable for finding best practices and how-tos with cited academic or real-world sources.

元数据

Slug langskills-search

版本 1.0.0

许可证 MIT-0

累计安装 0

当前安装数 0

历史版本数 1

常见问题