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.
Install
$ agentstack add skill-aisa-team-agent-skills-smart-search ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Links to your public security report.[](https://agentstack.voostack.com/security/report/skill-aisa-team-agent-skills-smart-search) Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →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:
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
python3 ${CLAUDE_PLUGIN_ROOT}/skills/smart-search/scripts/search_client.py smart --query "impact of large language models on software engineering" --count 10Output
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
- Source: AIsa-team/agent-skills
- License: Apache-2.0
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.