# Smart Search

> Intelligent hybrid search combining web and academic sources via AIsa Smart Search endpoint. Best when you need both web and scholarly results. Use when: the user needs web search, research, source discovery, or content extraction.

- **Type:** Skill
- **Install:** `agentstack add skill-aisa-team-agent-skills-smart-search`
- **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior
- **Seller:** [AIsa-team](https://agentstack.voostack.com/s/aisa-team)
- **Installs:** 0
- **Category:** [Search](https://agentstack.voostack.com/c/search)
- **Latest version:** 0.1.0
- **License:** Apache-2.0
- **Upstream author:** [AIsa-team](https://github.com/AIsa-team)
- **Source:** https://github.com/AIsa-team/agent-skills/tree/main/smart-search

## Install

```sh
agentstack add skill-aisa-team-agent-skills-smart-search
```

Requires the [AgentStack CLI](https://agentstack.voostack.com/docs/cli). Works with Claude Code, Cursor, and any MCP-compatible agent.

## About

# AIsa Smart Search

Intelligent hybrid search that combines web and academic sources using the AIsa Smart Search endpoint. Automatically blends general web results with scholarly articles for comprehensive coverage.

## 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 `smart` subcommand:

```bash
python3 ${CLAUDE_PLUGIN_ROOT}/skills/smart-search/scripts/search_client.py smart --query "" --count 
```

### Arguments

| Argument | Required | Default | Description |
|----------|----------|---------|-------------|
| `--query` / `-q` | Yes | — | Search query |
| `--count` / `-c` | No | 10 | Maximum number of results (1–100) |

### Example

```bash
python3 ${CLAUDE_PLUGIN_ROOT}/skills/smart-search/scripts/search_client.py smart --query "impact of large language models on software engineering" --count 10
```

## Output

The script prints a mixed set of results from both web and academic sources, including titles, URLs, and content snippets.

## When to Use

Use this skill when the user's query spans both general knowledge and academic research. For example, questions about emerging technologies, scientific topics with practical applications, or any query where both web articles and papers would be valuable.

## Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

- **Author:** [AIsa-team](https://github.com/AIsa-team)
- **Source:** [AIsa-team/agent-skills](https://github.com/AIsa-team/agent-skills)
- **License:** Apache-2.0

Install and usage instructions live in the source repository linked above.

## Pricing

- **Free** — Free

## Security capabilities

Automated source analysis of v0.1.0 — what this tool can access:

- **Network access:** no
- **Filesystem access:** no
- **Shell / process execution:** no
- **Environment & secrets:** no
- **Dynamic code execution:** no

*"Yes" means the capability is present in the source — more access means more to trust, not that it is unsafe.*


## Versions

- **0.1.0** — security scan: passed — Imported from the upstream source.

## Links

- Listing page: https://agentstack.voostack.com/l/skill-aisa-team-agent-skills-smart-search
- Seller: https://agentstack.voostack.com/s/aisa-team
- Browse the marketplace: https://agentstack.voostack.com/browse

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Listed on AgentStack — the marketplace for AI agent skills and MCP servers. Every listing is security-reviewed. Creators keep 70%.