LLM Orchestration

Sf Docs Embeddings

Embedding model for San Francisco documentation

Status
Generally available
Last checked
Checked · Oct 12, 2026
License
Open source
Pricing
Free tier · from $0
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What it is

A package providing embeddings for San Francisco's documentation to enable retrieval-augmented generation (RAG) applications, useful for developers and data scientists working with local government data.

The only embedding model specifically designed and optimized for San Francisco's public documents, providing a unique advantage in RAG applications focused on local government data.

When it fits — and when it doesn’t

A good fit for

  • Teams working on projects involving San Francisco's public documents and need precise embeddings

  • Developers building RAG applications that require specific context from local government data

Look elsewhere if

  • Projects requiring real-time streaming capabilities (batch-only architecture)

  • Applications needing embeddings for non-San Francisco related documentation

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Small community which may limit support and contributions

    GitHub repository has fewer than 10 contributors and limited activity in issues and pull requests

What it does well

  • Embeddings tailored for San Francisco's documentation

  • Facilitates RAG applications with local government data

  • Open-source and freely available

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up Sf Docs Embeddings

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →
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Sf Docs Embeddings — tracked on AI Navigator

Markdown

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