AIsa Multi Search Engine

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. Use when: the user needs web search, research, source discovery, or content extraction.

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

bash

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.

text

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

Academic Search

Search scholarly papers with optional year filtering.

text

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

Smart Search

Intelligent hybrid search combining web and academic sources.

text

Use aisa_smart_search to research "autonomous AI agents"

Tavily Search (Advanced)

Advanced web search with filtering options.

text

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

Tavily Extract

Extract full content from specific URLs.

text

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

Perplexity Deep Research

Use Perplexity Sonar models for synthesized answers with citations.

text

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.

text

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.

bash

# 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

text

┌─────────────────────────────────────────────────────────────┐
│                      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

Resources

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

License

MIT