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AIsa Multi Search Engine

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

What it does

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.

The skill document

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.

ToolDescriptionAIsa Endpoint
aisa_web_searchStructured web search results/scholar/search/web
aisa_scholar_searchAcademic paper search with year filtering/scholar/search/scholar
aisa_smart_searchIntelligent hybrid search (web + academic)/scholar/search/smart
aisa_tavily_searchAdvanced web search with depth, topic, time, domain filters/tavily/search
aisa_tavily_extractExtract clean content from URLs/tavily/extract
aisa_perplexity_searchDeep research via Perplexity Sonar models/sonar, /sonar-pro, etc.
aisa_multi_searchParallel multi-source search with confidence scoringMultiple endpoints

Usage Examples

Search the web for structured results.

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

Search scholarly papers with optional year filtering.

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

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"
ModelBest For
sonarQuick answers, fast response
sonar-proDetailed answers with more citations
sonar-reasoning-proComplex reasoning and analysis
sonar-deep-researchExhaustive 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.

FactorWeightDescription
Source Availability40%How many search sources returned results
Result Quality35%Volume of results relative to expectations
Source Diversity15%Mix of academic and web sources
Recency10%Bonus for having any successful sources
ScoreLevelInterpretation
90-100Very HighStrong consensus across sources
70-89HighGood agreement, reliable sources
50-69MediumMixed signals, verify independently
30-49LowConflicting or sparse sources
0-29Very LowInsufficient 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.

EndpointMethodDescription
/scholar/search/webPOSTWeb search with structured results
/scholar/search/scholarPOSTAcademic paper search
/scholar/search/smartPOSTIntelligent hybrid search
/scholar/explainPOSTGenerate result explanations with confidence
/tavily/searchPOSTTavily web search
/tavily/extractPOSTExtract content from URLs
/tavily/crawlPOSTCrawl web pages
/tavily/mapPOSTGenerate site maps
/sonarPOSTPerplexity Sonar (fast)
/sonar-proPOSTPerplexity Sonar Pro (detailed)
/sonar-reasoning-proPOSTPerplexity Sonar Reasoning Pro
/sonar-deep-researchPOSTPerplexity Sonar Deep Research

Configuration

The plugin accepts the following configuration options.

OptionTypeDefaultDescription
aisaApiKeystringAIsa API key (or set AISA_API_KEY env var)
defaultMaxResultsinteger10Default max results per search (1-100)
defaultSearchDepthstringbasicDefault Tavily search depth

Architecture

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

Pricing

APIApproximate 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

License

MIT

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