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Install in OpenClaw
/install multi-search-zh
Description
通过 AISA 在网页、学术、Tavily 与综合分析层做多源证据搜索，并输出置信度。触发条件：当用户需要由多个搜索来源支撑的综合结论，而不是一次单点搜索时使用。
Usage Guidance
This skill does what it says: it runs a Python client that queries AISA endpoints and synthesizes multi-source results. Before installing, consider: (1) Any page content or URLs you ask it to extract will be sent to AISA's API for synthesis — don't provide sensitive, private, or proprietary documents. (2) Verify you trust the AISA service (https://aisa.one) and its privacy policy because aggregated results and extracted content are transmitted there. (3) Confirm the skill origin if provenance matters (the included _meta.json references a GitHub repo owner different from the registry owner). (4) Use a scoped/rotatable API key and test with non-sensitive queries first. If you need strict on-device or privacy-preserving searches, prefer a skill that operates locally or to an endpoint you control.
Capability Analysis
Type: OpenClaw Skill
Name: multi-search-zh
Version: 1.0.0
The skill is a legitimate multi-source search tool designed to aggregate results from web, academic, and specialized search engines via the AIsa API (api.aisa.one). The Python client (scripts/search_client.py) is well-structured, using standard libraries for network requests and parallel execution without any signs of obfuscation, data exfiltration, or command injection. Notably, the SKILL.md instructions include explicit safety constraints advising the agent not to use the tool for accessing local sensitive credentials like cookies or passwords.
Capability Tags
Capability Assessment
Purpose & Capability
Name/description (multi-source search with confidence scoring) match the included Python client and SKILL.md. Required items are python3 and AISA_API_KEY, which are appropriate and expected for calling the AISA service. No unrelated credentials, binaries, or config paths are requested. Note: _meta.json points to a GitHub repo owner (0xjordansg-yolo) that differs from the registry owner ID; this is likely a provenance note but worth verifying if origin trust matters to you.
Instruction Scope
SKILL.md instructs the agent to run the included Python client, which only reads AISA_API_KEY and performs POST requests to AISA endpoints. However, the client collects search results and (for synthesis) POSTs the aggregated results (including extracted raw content) to AISA's /scholar/explain endpoint — so any retrieved or user-provided page content will be transmitted to the remote AISA service. SKILL.md does not explicitly warn that page content or provided URLs will be uploaded; avoid supplying sensitive or proprietary content if you install this skill.
Install Mechanism
No install spec; instruction-only with an included Python script. The script uses only Python stdlib modules (urllib, concurrent.futures, etc.), so there is no additional install/download of third-party packages or remote archives. Requiring python3 is proportionate.
Credentials
Only AISA_API_KEY is declared and used as the primary credential. That is proportional to the skill's purpose. The code does not read other environment variables or request unrelated secrets.
Persistence & Privilege
Skill is user-invocable, not always-included, and does not request elevated platform privileges or modify other skills' config. disable-model-invocation is false (normal). The skill does not persist new credentials or change system-wide settings.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install multi-search-zh - After installation, invoke the skill by name or use
/multi-search-zh - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release: Multi-source web, academic, and Tavily evidence search, returning confidence levels.
- Aggregates answers from multiple sources for comprehensive, confidence-rated conclusions.
- Designed for scenarios needing synthesis across several search platforms.
- Can be invoked by users; requires setting the AISA_API_KEY environment variable.
- Operates via the included Python client in multi-search mode.
Metadata
Frequently Asked Questions
What is multi-search-zh?
通过 AISA 在网页、学术、Tavily 与综合分析层做多源证据搜索，并输出置信度。触发条件：当用户需要由多个搜索来源支撑的综合结论，而不是一次单点搜索时使用。 It is an AI Agent Skill for Claude Code / OpenClaw, with 71 downloads so far.
How do I install multi-search-zh?
Run "/install multi-search-zh" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is multi-search-zh free?
Yes, multi-search-zh is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does multi-search-zh support?
multi-search-zh is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created multi-search-zh?
It is built and maintained by bibaofeng (@bibaofeng); the current version is v1.0.0.
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