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With AI, Everyone is a Dev. EveryDev.ai © 2026
    1. Home
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    3. Minigraf
    Minigraf icon

    Minigraf

    Agent Memory
    Featured

    Embedded single-file graph database with Datalog queries and bi-temporal time travel for AI agents, mobile apps, and the browser.

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    At a Glance

    Pricing
    Open Source

    Free embedded graph database under MIT OR Apache-2.0 licenses; self-hosted, embedded in your application.

    Engagement

    Available On

    Windows
    macOS
    Linux
    Android
    iOS

    Resources

    WebsiteDocsGitHubllms.txt

    Topics

    Agent MemoryDatabase ToolsAI Development Libraries

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    Developer
    project-minigraf

    Listed Oct 2026

    About Minigraf

    Minigraf is an open-source embedded graph database from the project-minigraf organization, written in Rust. It stores connected data in a single .graph file and is queried with Datalog, with every fact carrying both transaction time and valid time. The latest listed release is v2.0.2.

    What It Is

    Minigraf is an embedded library, comparable in spirit to SQLite but for connected data with full history. Data is written as entity-attribute-value facts through transact and read through Datalog query forms. It can also run as a standalone binary with an interactive REPL, or in memory without a file.

    Query and Time-Travel Model

    Queries support recursive rules for multi-hop traversal, window functions such as sum, count, rank and row-number, and prepared statements with $slot bind tokens that are parsed and planned once and executed many times. Explicit write transactions are all-or-nothing. Bi-temporal queries such as :as-of let you reconstruct what was known at a past transaction, and corrections can be made without losing the original record. A browser-based visualizer lets you step through transaction time and valid time.

    Use Cases and Bindings

    For AI agents, the README describes storing beliefs, retracting and correcting them, and replaying past states to audit decisions, and notes it pairs with vector stores in a GraphRAG pattern. For mobile, Kotlin and Swift bindings ship via UniFFI. Other packages cover Python, Node.js, browser WASM (IndexedDB-backed), WASI, Java and C. Python and Rust are Tier 1; the other bindings are labeled experimental Tier 2.

    Scope and Known Limits

    By design Minigraf is not distributed or client-server, and is optimised for under about 1M nodes. File-backed databases cap each fact at 4,080 serialised bytes. The README lists a known v2.x issue where multiple values of the same attribute written in one transact can read back as one value, with a fix planned in v3.0.0. Writes are fsync'd by default, with a configurable lower-durability mode for bulk loads.

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    Pricing

    OPEN SOURCE

    Open Source

    Free embedded graph database under MIT OR Apache-2.0 licenses; self-hosted, embedded in your application.

    • Datalog queries with recursive rules
    • Bi-temporal time travel (transaction time + valid time)
    • Window functions
    • Prepared statements
    • Single-file .graph database

    Capabilities

    Key Features

    • Single-file embedded graph database
    • Datalog queries with recursive rules
    • Bi-temporal time travel (transaction time and valid time)
    • Window functions
    • Prepared statements with bind tokens
    • All-or-nothing explicit transactions
    • Interactive REPL
    • Browser WASM and WASI builds
    • Language bindings for Python, Node.js, Java, Android, iOS and C
    • Configurable fsync durability modes
    • Time travel visualizer and browser playground

    Integrations

    Python
    Node.js
    Java/JVM
    Android
    iOS
    WebAssembly
    WASI
    C

    Ratings & Reviews

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    Developer

    project-minigraf

    Read more about project-minigraf
    WebsiteGitHub
    1 tool in directory

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