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Install in OpenClaw
/install multi-search-aisa
Description
Run multi-source evidence gathering with confidence scoring across web, academic, Tavily, and synthesis layers via AISA. Use when: the user needs a comprehen...
Usage Guidance
This skill appears to do what it says: it runs a Python client that posts queries and URLs to AISA (api.aisa.one) using your AISA_API_KEY. Before installing, consider: 1) Only provide an API key you trust the AISA service with — queries and extracted page content will be sent to that third party. 2) Do not pass passwords, private documents, or sensitive URLs to the skill. 3) If you need stronger assurance, inspect the included scripts (scripts/search_client.py) yourself or run the client locally with a non-sensitive test key/queries. 4) Note the registry metadata vs. _meta.json owner mismatch; if provenance matters, verify the upstream repository and publisher before trusting the key you supply.
Capability Analysis
Type: OpenClaw Skill
Name: multi-search-aisa
Version: 1.0.0
The skill is a legitimate multi-source search tool that interfaces with the AIsa API. The Python client (scripts/search_client.py) uses standard libraries to perform searches across web, academic, and specialized sources like Tavily and Perplexity, including a synthesis layer with confidence scoring. The instructions in SKILL.md are well-aligned with the code's functionality and explicitly include safety guidelines against accessing sensitive local credentials.
Capability Tags
Capability Assessment
Purpose & Capability
Name/description promise multi-source searching. The only required binary is python3 and the only required env var is AISA_API_KEY, which is exactly what the included Python client uses to call AISA endpoints. The included client implements web/scholar/tavily/sonar/verity flows that match the description. (Minor note: the registry owner id differs from the _meta.json repo owner, but this is an attribution mismatch rather than a capability mismatch.)
Instruction Scope
SKILL.md tells the agent to run the bundled Python client. The Python client sends queries, URLs, and retrieved results to AISA API endpoints (api.aisa.one). This is expected for a networked search client, but it does mean user queries and any extracted page content will be transmitted to the third-party AISA service. The skill does contain an explicit 'do not use for local credential extraction' note, but SKILL.md does not explicitly warn that user-supplied URLs or pasted content will be uploaded to AISA.
Install Mechanism
No install spec — instruction-only with a bundled Python script. No downloads or archive extraction occur during install, so there is no high-risk install mechanism.
Credentials
Only AISA_API_KEY is required and is used as the Authorization Bearer when calling AISA endpoints. No other credentials, secret-named env vars, or config paths are requested.
Persistence & Privilege
always is false, the skill does not request persistent/always-on presence, and it does not modify other skills or system-wide configuration. It operates as a CLI client invoked at runtime.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install multi-search-aisa - After installation, invoke the skill by name or use
/multi-search-aisa - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of the skill with multi-source evidence gathering and confidence scoring via AISA across web, academic, and synthesis layers.
- Switched license to Apache-2.0 and updated author information.
- Added scripts/search_client.py and _meta.json for core runtime and metadata.
- Removed unnecessary files (CHANGELOG.md, LICENSE.txt).
- Streamlined documentation for concise setup, usage, and capability overview.
- Skill is user-invocable and requires an AISA API key and Python 3.
Metadata
Frequently Asked Questions
What is multi-search-aisa?
Run multi-source evidence gathering with confidence scoring across web, academic, Tavily, and synthesis layers via AISA. Use when: the user needs a comprehen... It is an AI Agent Skill for Claude Code / OpenClaw, with 66 downloads so far.
How do I install multi-search-aisa?
Run "/install multi-search-aisa" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is multi-search-aisa free?
Yes, multi-search-aisa is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does multi-search-aisa support?
multi-search-aisa is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created multi-search-aisa?
It is built and maintained by bibaofeng (@bibaofeng); the current version is v1.0.0.
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