AIsa Multi-Source Search

View on GitHub -> Multi-source search for research tasks. Query web, scholar, smart search, Tavily, and research-answer sources from one skill.

Install

First, install the AIsa CLI if you have not already:

npm install -g @aisa-one/cli

Then install the skill:

aisa skills install multi-search

What can agents do with it?

Multi-source retrieval

Search web, academic, smart, and Tavily sources.

Research answers

Use answer-oriented sources for synthesized context.

Coverage checks

Compare results across source types.

Brief preparation

Gather evidence before writing reports.

Setup

This skill requires the AISA_API_KEY environment variable. When installed as a Claude plugin, the key is configured via the plugin’s userConfig.

Usage

Run the search client with the verity subcommand:

python3 ${CLAUDE_PLUGIN_ROOT}/skills/multi-search/scripts/search_client.py verity --query "<search query>" --count <results_per_source>

Arguments

Argument	Required	Default	Description
`--query` / `-q`	Yes	—	Search query
`--count` / `-c`	No	5	Maximum results per source (1–20)

Example

python3 ${CLAUDE_PLUGIN_ROOT}/skills/multi-search/scripts/search_client.py verity --query "impact of AI on healthcare diagnostics" --count 5

Output

The script prints:

Individual results from each source (Web, Smart, Scholar, Tavily)
Confidence Assessment with:
- Score (0–100) — Overall confidence in the search results
- Level — Very High / High / Medium / Low / Very Low
- Sources queried and Sources OK — How many sources responded
- Total results — Combined result count across all sources
AI Synthesis — A coherent summary combining insights from all sources, with citations

Confidence Scoring Breakdown

Factor	Weight	Description
Source availability	40%	How many of the 4 sources returned results
Result quality	35%	Ratio of actual results to expected results
Source diversity	15%	Whether both academic and web sources are present
Recency bonus	10%	Bonus for having at least one successful source

When to Use

Use this skill when the user needs the most thorough and reliable search results possible. Best for fact-checking, comprehensive research, verifying claims across multiple sources, or any query where cross-source validation adds significant value. This tool is slower but more reliable than individual search tools.

Get started

Sign up at aisa.one (new accounts start with $2 free credit).
Generate an API key from the console.

Set your key and install the skill:

export AISA_API_KEY="your-key"
npm install -g @aisa-one/cli
aisa skills install multi-search

Start a new agent session so the runtime loads the updated skill instructions.

Multi-source Search

Full search skill with web, scholar, Perplexity, and Tavily.

AIsa Smart Search

Hybrid web and scholarly search.

AIsa Web Search

Current web results with snippets.

Getting Started

Marketing

AI Model Gateway

Creative AI

Data & Finance

Search & Research

Social Media

AIsa Multi-Source Search

Install

What can agents do with it?

Multi-source retrieval

Research answers

Coverage checks

Brief preparation

Setup

Usage

Arguments

Example

Output

Confidence Scoring Breakdown

When to Use

Get started

Multi-source Search

AIsa Smart Search

AIsa Web Search

​Install

​What can agents do with it?

Multi-source retrieval

Research answers

Coverage checks

Brief preparation

​Setup

​Usage

​Arguments

​Example

​Output

​Confidence Scoring Breakdown

​When to Use

​Get started

​Related

Multi-source Search

AIsa Smart Search

AIsa Web Search

Install

What can agents do with it?

Setup

Usage

Arguments

Example

Output

Confidence Scoring Breakdown

When to Use

Get started

Related