superlinked

    superlinked/sie

    Open-source inference server and production cluster for all the models your agent needs.

    data-engineering
    deep-learning
    llm
    machine-learning
    nlp
    bge
    colbert
    data-pipeline
    embeddings
    inference
    Python
    Apache-2.0
    3.5K stars
    328 forks
    3.5K GitHub watchers
    Updated Nov 1, 2026
    View on GitHub

    Build with Backblaze B2

    SDKs, agent skills, IDE extensions, and reference pipelines from Backblaze Labs. All open source.

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    Where it stands

    Rank, growth pace and release cadence relative to everything GStars tracks.

    5 releases in the last 90 days, the latest 18 days ago, with 22 contributors on GitHub.

    Use Cases & Benefits

    • Provides a unified open-source inference server that hosts and serves 100+ AI models for agent tasks via a single API.
    • Eliminates the need for multiple model servers by enabling on-demand loading and management of diverse models in one scalable cluster.
    • Use for deploying scalable semantic search and retrieval systems with multiple embedding and reranking models.
    • Use for converting complex documents like PDFs and scans into clean markdown for content processing workflows.
    • Use for running agent loops that plan and execute multi-step tasks using open large language models with streaming support.

    Should you depend on it?

    License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.

    License

    Apache 2.0

    Permissive: commercial use, modification and redistribution are allowed with attribution; includes an explicit patent grant from contributors.

    Community files

    • README: present
    • Contributing guide: present

    Watch-outs

    No watch-outs from GStars' checks.

    General guidance from repository metadata, not legal advice. How we score

    From the README

    Self-hosted inference for agents. Every open model your agents call, served from one cluster in your cloud.

    ⭐ Help us reach more developers and grow the SIE community. Star this repo!

    SIE is an open-source inference engine that runs the models behind every agent task through one API: search and retrieval, document-to-markdown conversion, structured output, content safety, and the agent loop itself. It replaces the patchwork of a separate model server per task with one system that serves 100+ models, loading each on demand.

    The repository root is a virtual Python workspace. From the repository root, install and verify every workspace member with the committed lock (the audio-prep member requires its documented native build prerequisites):

    Package membership is explicit in the root pyproject.toml; a package joins the workspace only in the same change that adds its complete source.

    Excerpt from the superlinked/sie README on GitHub (Apache-2.0 license). © its authors.Read the full README on GitHub

    Daily snapshots

    Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots

    Aug 9: +11Sep 3: +118

    +772 stars over 85 days across 9 snapshot days; best day +118 on Sep 3.

    Forks

    328+67

    Open issues

    40+29

    Compared with peers in Data Engineering

    Fastest-growing repositories GStars tracks in this cohort for the week of Nov 1, by 7-day star growth

    superlinked/sie compared with Data Engineering repositories by stars, 7-day star growth, health score and last release
    RepositoryStars+7dHealthLast release
    apache/airflow47.3K—6340 days ago
    pion/webrtc16.9K—601 day ago
    flexprice/flexprice6.9K—655 days ago
    truelockmc/streambert6.4K—28120 days ago
    lakehq/sail3.5K—6328 days ago
    superlinked/sie3.5K—5918 days ago
    Category median6.9K—63—

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