Multi-source retrieval with confidence scoring - web, academic, and Tavily in one unified API

v1.0.0

Intelligent search for agents. Multi-source retrieval with confidence scoring - web, academic, and Tavily in one unified API.

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MIT-0
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LicenseMIT-0 · Free to use, modify, and redistribute. No attribution required.
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Benign
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OpenClawOpenClaw
Benign
high confidence
Purpose & Capability
Name/description (multi-source search + confidence scoring) match the SKILL.md examples and the included Python client. Requested binary (python3) and env var (AISA_API_KEY) are expected; curl is only used in example CLI snippets in SKILL.md (not required by the code) but is reasonable to list.
Instruction Scope
SKILL.md and the Python client instruct the agent to send queries, URLs and crawl requests to api.aisa.one (including Tavily endpoints). The instructions do not ask the agent to read local files or other unrelated environment variables. Note: user-supplied URLs and query text are transmitted to the remote service, which is expected for this feature but is a privacy/data-leak consideration.
Install Mechanism
This is an instruction-only skill with an included Python script; there is no install spec, no remote downloads, and no archive extraction. Lowest-risk installation profile.
Credentials
Only a single credential (AISA_API_KEY) is required and used directly by the client to authenticate with api.aisa.one. No unrelated secrets or multiple credentials are requested.
Persistence & Privilege
The skill is not always-enabled, does not request system-wide persistence, and contains no instructions to modify other skills or global agent configuration.
Assessment
This skill appears to do what it claims: it sends your queries and any URLs you supply to the AIsa service (api.aisa.one) and returns aggregated, confidence-scored results. Before installing, consider: (1) AISA_API_KEY will grant the skill access to that third‑party API—restrict the key's scope if possible and monitor its usage/quotas; (2) any URLs or query text you pass (including internal or private URLs) will be transmitted to the external service—avoid sending sensitive internal endpoints or secrets; (3) verify the legitimacy of the api.aisa.one provider and the publisher (skill source is unknown) if you need stronger provenance guarantees; (4) curl is only used in examples — the Python client performs network calls itself; ensure python3 will run in your environment. If you need higher assurance, request the maintainer's provenance, an official homepage for the API, or run the included script in a restricted environment with a least-privilege API key.

Like a lobster shell, security has layers — review code before you run it.

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License

MIT-0
Free to use, modify, and redistribute. No attribution required.

Runtime requirements

🔍 Clawdis
Binscurl, python3
EnvAISA_API_KEY
Primary envAISA_API_KEY

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