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🦀 ClawHub

AIsa Multi Search Engine

by @bibaofeng

Multi-source search engine powered by AIsa API. Combines Tavily web search, Scholar academic search, Smart hybrid search, and Perplexity deep research — all...

Versionv1.0.2
Downloads328
#research#seo#legal
TERMINAL
clawhub install aisa-multi-search-engine

📖 About This Skill

name: "aisa-multi-search-engine" description: "Multi-source search engine powered by AIsa API. Combines Tavily web search, Scholar academic search, Smart hybrid search, and Perplexity deep research — all through a single AIsa API key. Includes confidence scoring and AI synthesis."

AIsa Multi Search Engine v1.0.0

Multi-source search engine powered by AIsa API. One API key unlocks web search, academic search, Tavily integration, and Perplexity deep research with confidence-scored results.

Quick Start

export AISA_API_KEY="your-key-here"

Get your API key at aisa.one.

Search Tools

This plugin registers seven agent tools, each backed by a different AIsa API endpoint.

| Tool | Description | AIsa Endpoint | |------|-------------|---------------| | aisa_web_search | Structured web search results | /scholar/search/web | | aisa_scholar_search | Academic paper search with year filtering | /scholar/search/scholar | | aisa_smart_search | Intelligent hybrid search (web + academic) | /scholar/search/smart | | aisa_tavily_search | Advanced web search with depth, topic, time, domain filters | /tavily/search | | aisa_tavily_extract | Extract clean content from URLs | /tavily/extract | | aisa_perplexity_search | Deep research via Perplexity Sonar models | /sonar, /sonar-pro, etc. | | aisa_multi_search | Parallel multi-source search with confidence scoring | Multiple endpoints |

Usage Examples

Web Search

Search the web for structured results.

Use aisa_web_search to find "latest developments in AI agents 2025"

Academic Search

Search scholarly papers with optional year filtering.

Use aisa_scholar_search to find papers on "transformer architecture" from 2024 to 2025

Smart Search

Intelligent hybrid search combining web and academic sources.

Use aisa_smart_search to research "autonomous AI agents"

Tavily Search (Advanced)

Advanced web search with filtering options.

Use aisa_tavily_search for "AI startup funding" with topic "news" and time_range "month"

Tavily Extract

Extract full content from specific URLs.

Use aisa_tavily_extract to get content from ["https://example.com/article"]

Perplexity Deep Research

Use Perplexity Sonar models for synthesized answers with citations.

Use aisa_perplexity_search to answer "What is the current state of quantum computing?" with model "sonar-pro"

| Model | Best For | |-------|----------| | sonar | Quick answers, fast response | | sonar-pro | Detailed answers with more citations | | sonar-reasoning-pro | Complex reasoning and analysis | | sonar-deep-research | Exhaustive multi-step research |

Multi-Source Search (Verity-Style)

Parallel search across all sources with confidence scoring and AI synthesis.

Use aisa_multi_search to comprehensively research "Is quantum computing ready for enterprise use?"

Confidence Scoring

The aisa_multi_search tool provides a deterministic confidence score based on four factors.

| Factor | Weight | Description | |--------|--------|-------------| | Source Availability | 40% | How many search sources returned results | | Result Quality | 35% | Volume of results relative to expectations | | Source Diversity | 15% | Mix of academic and web sources | | Recency | 10% | Bonus for having any successful sources |

| Score | Level | Interpretation | |-------|-------|----------------| | 90-100 | Very High | Strong consensus across sources | | 70-89 | High | Good agreement, reliable sources | | 50-69 | Medium | Mixed signals, verify independently | | 30-49 | Low | Conflicting or sparse sources | | 0-29 | Very Low | Insufficient data |

Python CLI Client

A standalone Python client is included for command-line use.

# Web search
python3 scripts/search_client.py web --query "latest AI news" --count 10
Academic search

python3 scripts/search_client.py scholar --query "transformer architecture" --year-from 2024
Smart search

python3 scripts/search_client.py smart --query "autonomous agents" --count 10
Tavily search

python3 scripts/search_client.py tavily --query "AI developments" --depth advanced
Extract content from URLs

python3 scripts/search_client.py extract --urls "https://example.com/article"
Perplexity deep research

python3 scripts/search_client.py sonar --query "quantum computing" --model sonar-pro
Multi-source search with confidence scoring

python3 scripts/search_client.py verity --query "Is quantum computing ready?"

API Endpoints Reference

All endpoints use the AIsa API base URL https://api.aisa.one/apis/v1.

| Endpoint | Method | Description | |----------|--------|-------------| | /scholar/search/web | POST | Web search with structured results | | /scholar/search/scholar | POST | Academic paper search | | /scholar/search/smart | POST | Intelligent hybrid search | | /scholar/explain | POST | Generate result explanations with confidence | | /tavily/search | POST | Tavily web search | | /tavily/extract | POST | Extract content from URLs | | /tavily/crawl | POST | Crawl web pages | | /tavily/map | POST | Generate site maps | | /sonar | POST | Perplexity Sonar (fast) | | /sonar-pro | POST | Perplexity Sonar Pro (detailed) | | /sonar-reasoning-pro | POST | Perplexity Sonar Reasoning Pro | | /sonar-deep-research | POST | Perplexity Sonar Deep Research |

Configuration

The plugin accepts the following configuration options.

| Option | Type | Default | Description | |--------|------|---------|-------------| | aisaApiKey | string | — | AIsa API key (or set AISA_API_KEY env var) | | defaultMaxResults | integer | 10 | Default max results per search (1-100) | | defaultSearchDepth | string | basic | Default Tavily search depth |

Architecture

┌─────────────────────────────────────────────────────────────┐
│                      User Query                             │
└─────────────────────────────────────────────────────────────┘
                              │
              ┌───────────────┼───────────────┐
              ▼               ▼               ▼
        ┌─────────┐     ┌─────────┐     ┌─────────┐
        │ Scholar  │     │   Web   │     │  Smart  │
        └─────────┘     └─────────┘     └─────────┘
              │               │               │
              └───────────────┼───────────────┘
                              ▼
                    ┌─────────────────┐
                    │  Tavily Search  │
                    └─────────────────┘
                              │
                              ▼
                    ┌─────────────────┐
                    │  AIsa Explain   │
                    │ (Meta-Analysis) │
                    └─────────────────┘
                              │
                              ▼
                    ┌─────────────────┐
                    │ Confidence Score│
                    │  + Synthesis    │
                    └─────────────────┘

Pricing

| API | Approximate Cost | |-----|-----------------| | Web search | ~$0.001 | | Scholar search | ~$0.002 | | Smart search | ~$0.002 | | Tavily search | ~$0.002 | | Explain | ~$0.003 | | Perplexity Sonar | ~$0.005 |

Every response includes usage.cost and usage.credits_remaining.

Resources

  • AIsa — Get your API key
  • AIsa API Reference — Complete endpoint documentation
  • ClawHub — Plugin marketplace

    • License

    MIT

    💡 Examples

    export AISA_API_KEY="your-key-here"

    Get your API key at aisa.one.

    ⚙️ Configuration

    The plugin accepts the following configuration options.

    | Option | Type | Default | Description | |--------|------|---------|-------------| | aisaApiKey | string | — | AIsa API key (or set AISA_API_KEY env var) | | defaultMaxResults | integer | 10 | Default max results per search (1-100) | | defaultSearchDepth | string | basic | Default Tavily search depth |