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Zorora Documentation

Version 3.5.0 | Latest Release v3.5.0-prod

Download v3.5.0-prod

Or install from GitHub: pip install git+https://github.com/AsobaCloud/zorora.git

Download Nehanda 7B v1

Asoba's homegrown fine-tuning of Mistral 7B for intelligence assessment and /search, /research synthesis in Zorora. Requires whitelist access to download.

Get Started with Zorora

🌐

Web UI

zorora web

Browser-based research interface

<a href="/guides/terminal-repl" class="sdk-link-card">
  <div class="sdk-icon">💻</div>
  <h3>Terminal REPL</h3>
  <code class="sdk-install">zorora</code>
  <p>Command-line interface</p>
</a>

<a href="/api-reference/overview" class="sdk-link-card">
  <div class="sdk-icon">🔧</div>
  <h3>Python API</h3>
  <code class="sdk-install">ResearchEngine()</code>
  <p>Programmatic access</p>
</a>

Zorora Web UI - Deep research with multi-source synthesis

Documentation Sections

Learn

Architecture, research pipeline, and how Zorora works

Start Learning →

<div class="section-card">
  <h3>Build</h3>
  <p>Install, configure, and use Zorora</p>
  <a href="/build" class="section-link">Start Building →</a>
</div>

<div class="section-card">
  <h3>Patterns</h3>
  <p>Real-world workflows and use cases</p>
  <a href="/patterns" class="section-link">View Patterns →</a>
</div>

<div class="section-card">
  <h3>Reference</h3>
  <p>Complete API documentation</p>
  <a href="/reference" class="section-link">View Reference →</a>
</div>

<div class="section-card">
  <h3>FAQ</h3>
  <p>Frequently asked questions</p>
  <a href="/faq" class="section-link">View FAQ →</a>
</div>

Code Examples

Get started quickly with copy-paste examples

Terminal Web UI Python API

Deep Research Query

zorora
[1] ⚙ > What are the latest developments in large language model architectures?

View Full Guide →

<div class="code-example-card" data-language="terminal">
  <h4>Code Generation</h4>
  <pre><code>[2] ⚙ > Write a Python function to validate email addresses</code></pre>
  <a href="/guides/code-generation" class="code-example-link">View Full Guide →</a>
</div>

<!-- Web UI Examples -->
<div class="code-example-card" data-language="web" style="display: none;">
  <h4>Start Research</h4>
  <pre><code>1. Open http://localhost:5000

2. Enter research question

3. Select depth (Quick/Balanced/Thorough)

4. Click "Start Research" View Full Guide →

Configure Settings

1. Click ⚙️ gear icon


Select models and endpoints


Configure API keys


Click "Save"

View Full Guide →

Deep Research

from engine.research_engine import ResearchEngine


engine = ResearchEngine()
state = engine.deep_research(
"Your research question",
depth=1
)
print(state.synthesis)

View Full API Docs →

<div class="code-example-card" data-language="api" style="display: none;">
  <h4>Search Past Research</h4>
  <pre><code>results = engine.search_research(
query="LLM architectures",
limit=10

) for r in results: print(r['query']) View Full API Docs →

View All Guides →

Core Features

Deep Research

6-phase research pipeline

<a href="/guides/code-generation" class="product-category-card">
  <h4>Code Generation</h4>
  <p>Codestral specialist model</p>
</a>

<a href="/guides/nehanda-v1" class="product-category-card">
  <h4>Nehanda v1</h4>
  <p>Synthesis model for /search & /research</p>
</a>

<a href="/guides/development-workflow" class="product-category-card">
  <h4>Development Workflow</h4>
  <p>Multi-step code development</p>
</a>

<a href="/technical-concepts/architecture" class="product-category-card">
  <h4>Local-First</h4>
  <p>Complete privacy & control</p>
</a>

<a href="/guides/web-ui" class="product-category-card">
  <h4>Web Interface</h4>
  <p>Browser-based research UI</p>
</a>

<a href="/guides/terminal-repl" class="product-category-card">
  <h4>Terminal REPL</h4>
  <p>Command-line interface</p>
</a>

Choose Your Path

Get started based on your role and goals

👨‍💻

I'm an Engineer

Use terminal REPL and programmatic APIs

• Terminal REPL
• Python API
• Code Generation
• Development Workflow

Get Started Terminal Guide

<!-- Researcher Path -->
<div class="role-card business">
  <div class="role-icon">🔬</div>
  <h3>I'm a Researcher</h3>
  <p>Conduct deep research with multi-source synthesis</p>
  <ul class="role-features">
    <li>Web UI</li>
    <li>Research Workflow</li>
    <li>Citation Following</li>
    <li>Credibility Scoring</li>
  </ul>
  <div class="role-actions">
    <a href="/guides/web-ui" class="role-button primary">Use Web UI</a>
    <a href="/guides/research-workflow" class="role-button secondary">Research Guide</a>
  </div>
</div>

Current Version

v3.5.0

Deep Research Contracts and Mapping Intelligence

View Changelog →

What's New in v3.5

• Contract-driven deep research synthesis with stricter quality gates and no raw evidence-dump fallback
• Expanded retrieval surfaces and structured connectors (CrossRef, arXiv, World Bank)
• Global View mode with country-level Leaflet map, coverage metrics, and click-to-filter popups
• Digest mode for staged article + dataset synthesis workflows
• Imaging mode with OSINT overlays for deposits, concessions, and generation assets

Read Release Notes →

Community & Support

💬

Discord

Join our community

<a href="https://github.com/AsobaCloud/zorora" target="_blank" class="community-link-card">
  <div class="community-icon">🐙</div>
  <h4>GitHub</h4>
  <p>View source code</p>
</a>

<a href="mailto:support@asoba.co" class="community-link-card">
  <div class="community-icon">📧</div>
  <h4>Email Support</h4>
  <p>Get help from our team</p>
</a>

Get Help & Stay Updated

Contact Support

We're constantly improving and want you to be a part of shaping the future of deep research. If you encounter issues or have suggestions, please reach out to our dedicated support team.

Email Support Join Discord

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