We use cookies to operate this site, measure performance, and improve your experience. See our Privacy Policy or manage your privacy choices.

    Build on the AI-Ready Knowledge Graph

    Everything you need to connect, query, and build applications on Fluree — from quickstart guides to API reference to open-source tools.

    Get Started

    Quickstart

    Zero to first query in 5 minutes. Connect a data source, run a query, see results.

    Start the Quickstart

    Fluree Solo

    Free serverless knowledge graph. No infrastructure. Full Intelligence Stack included.

    Create Free Account

    MCP Server

    Connect any LLM to your knowledge graph via Model Context Protocol. Claude, ChatGPT, any MCP client.

    Set Up MCP
    Documentation

    Organized by what you’re trying to accomplish

    Not by product name.

    Connect Your Data

    • • Connector setup guides for top 20 sources
    • • PostgreSQL, Salesforce, S3, Snowflake
    • • File upload (CSV, JSON, PDF, Parquet)

    Query Your Graph

    • • SPARQL reference
    • • FlureeQL syntax
    • • REST API reference
    • • Natural language query setup

    Build AI Applications

    • • MCP server configuration
    • • LangChain integration
    • • LlamaIndex connector
    • • Agent framework patterns

    Model Your Data

    • • Ontology creation guide
    • • ITM taxonomy management
    • • Schema design patterns
    • • JSON-LD / RDF primer

    Secure Your Data

    • • Access policy configuration
    • • Role-based access control
    • • Audit trail & compliance
    • • Data-centric security guide

    Deploy & Operate

    • • Docker deployment
    • • Cloud deployment (AWS, Azure, GCP)
    • • Monitoring & scaling
    • • Backup & recovery
    Downloads

    Fluree DB v3.0

    The core knowledge graph database engine.

    Linux (x64)fluree-3.0-linux-x64.tar.gz
    macOS (ARM)fluree-3.0-macos-arm64.tar.gz
    macOS (x64)fluree-3.0-macos-x64.tar.gz
    Dockerdocker pull fluree/server:3.0

    Quick start

    docker run -p 8090:8090 fluree/server:3.0

    MCP Server

    Connect any MCP-compatible AI client to your Fluree knowledge graph.

    fluree memory mcp-install

    Works with Claude Desktop, ChatGPT, Amazon Bedrock, Cursor, and any MCP-compliant framework.

    SDKs & Libraries

    JavaScript / TypeScriptnpm install @fluree/sdk
    Pythonpip install fluree-sdk
    JavaMaven: com.fluree/fluree-sdk
    LangChainpip install fluree-langchain
    LlamaIndexpip install fluree-llamaindex

    Previous versions: github.com/fluree/db/releases · License: AGPL v3 (open source) or commercial license.

    Fluree Labs — Build in Your Browser

    Ontology Builder

    Visually design and export JSON-LD ontologies for your knowledge graph. Drag-and-drop classes, properties, and relationships. Export as JSON-LD, Turtle, or OWL.

    Try it

    Knowledge Graph Builder

    Build and explore knowledge graphs interactively. Add entities, create relationships, run queries, and visualize your graph — all in the browser.

    Try it

    Chat with Our Codebase

    Ask questions about Fluree’s source code and get AI-powered answers grounded in the actual codebase. Understand architecture decisions and explore the code without cloning.

    Try it
    Benchmarks

    LLM Accuracy Benchmark

    Comparing GraphRAG vs traditional vector RAG — measuring answer accuracy, hallucination rates, and provenance quality across LLM-powered Q&A.

    4× improvement in zero-shot accuracy. 95%+ with semantic enrichment.

    Read the Benchmark

    RDF Performance Benchmark

    Performance benchmarks for Fluree’s SPARQL query engine — insert throughput, query latency, and scalability across standard RDF workloads.

    Read the Benchmark

    Upcoming

    GraphRAG vs. Neo4j benchmark (Q2 2026) · Fluree vs. GraphDB performance comparison (Q2 2026)

    Community

    Discord

    Join 800+ developers building with Fluree. Real-time help from the engineering team.

    Join Discord

    GitHub

    Source code, issues, pull requests, and example repositories.

    github.com/fluree

    Newsletter

    Weekly developer updates, new releases, and community highlights.

    Subscribe

    Fluree Labs Blog

    Technical deep-dives from the engineering team. FlureeQL vs SPARQL, immutable architectures, semantic RAG.

    Read the Labs Blog
    API Reference

    REST API Preview

    POST/fluree/queryExecute a SPARQL or FlureeQL query
    POST/fluree/transactWrite data to the knowledge graph
    GET/fluree/datasetList available datasets
    GET/fluree/healthHealth check
    SPARQL — Standard 1.1 Query and Update
    MCP Protocol — Tool discovery, query execution
    Full API Reference at docs.flur.ee/api

    Start Building.

    Fluree Solo is free. The docs are comprehensive. The Discord is active. The MCP server takes 30 seconds to configure. What are you building?