---
name: multi-search-d0efd3e1654e
description: 'Parallel multi-source search combining Web, Scholar, Smart, and Tavily results with confidence scoring and AI synthesis. Best for comprehensive research requiring cross-source validation. Use when: the user needs web search, research, source discovery, or content extraction.'
license: MIT
compatibility: Designed for Agent Skills compatible clients such as OpenClaw, Claude Code, Hermes, and GitHub-backed skill catalogs. Requires system binaries python3, environment variables AISA_API_KEY and internet access to api.aisa.one.
metadata:
  author: AIsa
  version: 1.0.0
  homepage: https://aisa.one
  repository: https://github.com/baofeng-tech/agent-skills
  tags: x,search,research
  platforms: agentskills.io,agentskill.sh,github
  primary_env: AISA_API_KEY
allowed-tools: Read Bash Grep
---

# AIsa Multi-Source Search

The most comprehensive search tool in this plugin. Queries Web, Scholar, Smart, and Tavily sources in parallel, then computes a confidence score based on source availability, result quality, and diversity. Optionally generates an AI synthesis of all results.

## Setup

This skill requires the `AISA_API_KEY` environment variable. When installed as a Claude plugin, the key is configured via the environment variables.

## Usage

Run the search client with the `verity` subcommand:

```bash
python3 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

```bash
python3 scripts/search_client.py verity --query "impact of AI on healthcare diagnostics" --count 5
```

## Output

The script prints:

1. **Individual results** from each source (Web, Smart, Scholar, Tavily)
2. **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
3. **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.


---
Source attribution: baofeng-tech
Original project: https://github.com/baofeng-tech/agent-skills/blob/6da0a55a3aa88f283251abe4392be1217ccb7b52/multi-search/SKILL.md
License: MIT
License information: https://opensource.org/license/mit
Original upstream instructions; downloaded from Dave AI.

## Upstream license notice

MIT License

Copyright (c) 2026

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.



# Dave AI resource metadata

Creator / publisher: baofeng-tech
Original project: https://github.com/baofeng-tech/agent-skills/blob/6da0a55a3aa88f283251abe4392be1217ccb7b52/multi-search/SKILL.md
Attribution basis: Source repository record

Fields of work: Data & Analytics, Education & Research, Marketing, Product Management
Roles: Content Marketer, Data Analyst, Marketing Analyst, Product Manager, Researcher
Specialties: API, Backend, Design, Frontend, Git
Tools: Aisa_Api_Key
Country applicability: Country not specified
Classification basis: Source catalog labels
Instruction SHA-256: 7d7e20e4174a57420979d944cca633537ae6caa61a4c55291b665263138bb02e