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Install in OpenClaw
/install openclaw-aisa-search-web-academic-tavily
Description
Intelligent search for agents. Multi-source retrieval with confidence scoring - web, academic, and Tavily in one unified API.
Usage Guidance
This skill is internally coherent: it needs one API key and makes network calls to the AIsa API, which is the expected behavior. Before installing, confirm you trust the AIsa service (api.aisa.one) and are comfortable sending queries/results to that provider. Use a scoped or limited API key if possible, avoid sending sensitive secrets or private data in queries, and monitor/rotate the key if you suspect misuse. Also verify the provider's privacy/retention policy and consider testing in a controlled environment first. If you need stronger assurance, ask the author for provenance (who maintains the skill and the service domains) and confirm the homepage/API domains are legitimate and expected.
Capability Analysis
Type: OpenClaw Skill
Name: openclaw-aisa-search-web-academic-tavily
Version: 1.0.0
The OpenClaw Search skill bundle is benign. All network communication from the `scripts/search_client.py` client is directed exclusively to `https://api.aisa.one`, which is the stated API endpoint for the service. There is no evidence of data exfiltration to unauthorized external endpoints, reading of sensitive local files (beyond environment variables), or execution of arbitrary commands. The `SKILL.md` file, treated as an attack surface, contains no prompt injection attempts or instructions that would cause an AI agent to deviate from its stated purpose of performing search queries and returning results.
Capability Assessment
Purpose & Capability
The name/description, SKILL.md examples, and the included Python client all target the same external API (api.aisa.one) and require only an AISA_API_KEY; requested binaries (curl, python3) are appropriate for making HTTP requests and running the client.
Instruction Scope
Runtime instructions and the Python script only perform network calls to the described AIsa endpoints and read the AISA_API_KEY environment variable. There are no instructions to read unrelated files, scan local config, or exfiltrate system data.
Install Mechanism
No install spec is provided (instruction-only with a shipped client script). No remote downloads, archive extraction, or package installs are performed by the skill itself — risk from installation is minimal.
Credentials
Only a single credential (AISA_API_KEY) is required and used consistently by the SKILL.md examples and in the client code. No additional tokens, passwords, or unrelated environment values are requested.
Persistence & Privilege
The skill does not request always: true, does not write or modify other skills or system-wide settings, and only behaves as an outward-facing client using the provided API key.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install openclaw-aisa-search-web-academic-tavily - After installation, invoke the skill by name or use
/openclaw-aisa-search-web-academic-tavily - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of openclaw-search—an intelligent, multi-source search tool for agents with confidence scoring.
- Unified API combines web, academic, and Tavily search streams.
- Two-phase retrieval and meta-analysis with confidence scoring and consensus evaluation.
- Supports web, academic, hybrid (smart), and Tavily operations via API or Python client.
- Includes endpoints for extracting, crawling, and mapping web content.
- Detailed scoring rubric for search result reliability and confidence levels.
Metadata
Frequently Asked Questions
What is Intelligent search for agents. Multi-source retrieval with confidence scoring - web, academic, and Tavily in one unified API?
Intelligent search for agents. Multi-source retrieval with confidence scoring - web, academic, and Tavily in one unified API. It is an AI Agent Skill for Claude Code / OpenClaw, with 936 downloads so far.
How do I install Intelligent search for agents. Multi-source retrieval with confidence scoring - web, academic, and Tavily in one unified API?
Run "/install openclaw-aisa-search-web-academic-tavily" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Intelligent search for agents. Multi-source retrieval with confidence scoring - web, academic, and Tavily in one unified API free?
Yes, Intelligent search for agents. Multi-source retrieval with confidence scoring - web, academic, and Tavily in one unified API is completely free (open-source). You can download, install and use it at no cost.
Which platforms does Intelligent search for agents. Multi-source retrieval with confidence scoring - web, academic, and Tavily in one unified API support?
Intelligent search for agents. Multi-source retrieval with confidence scoring - web, academic, and Tavily in one unified API is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Intelligent search for agents. Multi-source retrieval with confidence scoring - web, academic, and Tavily in one unified API?
It is built and maintained by AIsa (@aisadocs); the current version is v1.0.0.
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