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v2026.3Open SourceApache 2.0

Viglet Turing ES

Viglet Turing ES is an open-source enterprise search platform combining Semantic Navigation, content integration, and Generative AI. Index content from any source, deliver faceted search experiences, and deploy conversational AI grounded in your own data.

Key Capabilities
🔍
Semantic Navigation

Faceted search, autocomplete, spotlights, targeting rules, result ranking and per-site AI insights.

🤖
Generative AI

RAG over your indexed content, LLM instances, AI agents, tool calling and MCP server integration.

🔌
Content Integration

REST API connectors, AEM, web crawler, delta tracking, merge providers and indexing rules.

🔒
Security

Native session auth, REST API key tokens and production-grade Keycloak OAuth2/OIDC SSO.

Quick Start
Administration & Development
Enterprise Search
Generative AI
🧠
GenAI & LLM Configuration
RAG architecture, embedding pipeline and core GenAI concepts
📖
What is RAG?
How LLMs, embedding models and vector stores work together to ground AI in your content
LLM Instances
Configure provider connections: vendors, models, API keys and capabilities
🗃️
Embedding Stores
ChromaDB, PgVector and Milvus vector database backends
🧬
Embedding Models
Provider support, model selection and local transformers configuration
🗂️
Assets (Knowledge Base)
File manager backed by MinIO: upload, organise and train the RAG knowledge base
🔧
Tool Calling
27 native tools across 7 categories available to AI Agents
🌐
MCP Servers
Extend agents with external tools via the Model Context Protocol
🤖
AI Agents
Compose and deploy purpose-built AI assistants with custom tools and personas
🧩
Skills
Run portable, Anthropic-compatible skill folders in a Docker sandbox: usable in chat and semantic navigation
🗄️
Agent Workspace
Per-conversation file store: tool artifacts, downloads and auto-offloaded large results
🧠
Chat Memory
Persist history, retrieve relevant older turns with BM25, and compress long conversations
💬
Chat
Chat interface: direct LLM, Semantic Navigation and AI Agent views
📊
Token Usage
Monitor and analyse LLM token consumption by model and day
Technical Reference