Sources

Source registry for Local AI Stack, including official documentation, retrieval dates, recheck flags, and third-party evidence.

Source policy

This page explains the site source system and renders the source registry from src/data/sources.ts.

Local AI Stack prefers sources in this order:

Official product documentation.
Official GitHub repositories and release notes.
Official privacy, security, or terms pages.
Credible technical references and standards.
Clearly labeled third-party provider documentation.
Reproducible Local AI Stack tests, if a future evidence packet exists.

Label	Meaning
Official documentation reviewed	A source was reviewed on the recorded date; Local AI Stack did not independently reproduce the product behavior.
Official documentation reviewed, with caveats	Source-backed but configuration-sensitive, version-sensitive, or provider-dependent.
Conservative estimate, not a benchmark	Planning guidance only; not measured performance.
Third-party evidence	Authoritative documentation outside the product's own docs.
Unknown / do not rely on yet	Do not use the claim for publication until a source or test packet exists.

A source can prove that a feature exists in documentation. It does not prove that Local AI Stack has independently tested the feature, that the feature works on every machine, or that a workflow is safe for confidential information.

Local AI Stack Website Specification for Codex

Primary product specification for route structure, entity records, anti-fake-state rules, and required v1 seed data.

Publisher: Project specification

Source kind: Project specification

Evidence group: project sources

Retrieved: 2026-05-24

Local source: local_ai_stack_website_spec_for_codex.md

Local AI Stack Website - Codex Build Specification

Expanded product and SEO strategy specification for the local AI stack site.

Publisher: Project specification

Source kind: Project specification

Evidence group: project sources

Retrieved: 2026-05-24

Local source: Overview Spec.md

Local LLM RAM/VRAM Calculator Website Spec

Calculator specification used as methodology context for hardware, models, and uncertainty language.

Publisher: Project specification

Source kind: Project specification

Evidence group: project sources

Retrieved: 2026-05-24

Local source: local_llm_ram_vram_calculator_codex_spec.md

Corrected Local AI Stack Article Package

Installed guide and comparison markdown. This records content provenance, not hands-on testing, benchmarking, screenshots, or privacy auditing.

Publisher: Local AI Stack content package

Source kind: Installed article package

Evidence group: project sources

Retrieved: 2026-05-24

Local source: content/articles

05 Codex Source-Backed Confidence Implementation Brief

Source-backed confidence cleanup brief used as the source of truth for this implementation pass.

Publisher: Local AI Guide implementation brief

Source kind: Implementation brief

Evidence group: project sources

Retrieved: 2026-05-24

Local source: C:\Users\jackg\Downloads\05-codex-source-backed-confidence-implementation-brief.md

Ollama Official Site

Official Ollama product site.

Publisher: Ollama

Source kind: Official product site

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Ollama Documentation Home

Official documentation home for product identity and docs index.

Publisher: Ollama

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Ollama Download Page

Official OS download page and requirements. Recheck before publish.

Publisher: Ollama

Source kind: Official download page

Evidence group: product docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

Ollama GitHub Repository

Official repository for install, Docker, usage, and integrations.

Publisher: Ollama

Source kind: Official GitHub repository

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Ollama Quickstart

CLI and local API example.

Publisher: Ollama

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Ollama API Introduction

Local API base and API documentation.

Publisher: Ollama

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Ollama API Authentication

Local API authentication and cloud/private model workflow documentation.

Publisher: Ollama

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Ollama OpenAI Compatibility

Partial OpenAI-compatible API base. Recheck before publish.

Publisher: Ollama

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

Ollama Linux Documentation

Linux install and service notes.

Publisher: Ollama

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Ollama macOS Documentation

macOS and architecture support. Recheck before publish.

Publisher: Ollama

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

Ollama Windows Documentation

Windows requirements and GPU support. Recheck before publish.

Publisher: Ollama

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

Ollama Docker Documentation

Docker path and port/volume examples.

Publisher: Ollama

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Ollama FAQ

Local/cloud facts, host binding, proxy/model pull behavior, and concurrency controls.

Publisher: Ollama

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Ollama GPU Documentation

GPU support and driver guidance.

Publisher: Ollama

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Ollama Troubleshooting

GPU discovery and troubleshooting guidance.

Publisher: Ollama

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Ollama Context Length

Context length defaults and memory implications.

Publisher: Ollama

Source kind: Official documentation

Evidence group: model hardware docs

Retrieved: 2026-05-24

Open source URL

Ollama Embeddings Capability

Embeddings and RAG-building-block documentation.

Publisher: Ollama

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Ollama Embed API

Embed API documentation.

Publisher: Ollama

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Ollama Web Search

Web search cloud/API-key behavior.

Publisher: Ollama

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Ollama Cloud

Cloud-hosted model behavior.

Publisher: Ollama

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Ollama Integrations

Reviewed for integration boundaries.

Publisher: Ollama

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Ollama CLI

CLI documentation.

Publisher: Ollama

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Ollama Releases

Release history. Recheck before publish.

Publisher: Ollama

Source kind: Official release notes

Evidence group: product docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

LM Studio Official Site

Official LM Studio product site.

Publisher: LM Studio

Source kind: Official product site

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

LM Studio Documentation

Official LM Studio documentation index.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

LM Studio App Documentation

Product identity and app documentation.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

LM Studio Download

Desktop and headless/server download paths.

Publisher: LM Studio

Source kind: Official download page

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

LM Studio System Requirements

OS/platform requirements. Recheck before publish.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

LM Studio Offline Documentation

Offline operation after model files are acquired. Recheck before publish.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

LM Studio Download Model

Hugging Face model download/storage behavior.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

LM Studio RAG

RAG and document support.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

LM Studio Chat

Conversation storage facts used in privacy packet.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

LM Studio Import Model

Local model directory and import facts.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

LM Studio MCP

MCP host/client support. Recheck before publish.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

LM Studio CLI

lms CLI documentation.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

LM Studio Model Load

Estimate-only, context length, and GPU offload documentation.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: model hardware docs

Retrieved: 2026-05-24

Open source URL

LM Studio Server Start

Server start and bind behavior.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

LM Studio Python SDK

Python SDK documentation.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

LM Studio OpenAI Compatibility

OpenAI-compatible endpoint. Recheck before publish.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

LM Studio Embeddings

Local embeddings endpoint.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

LM Studio REST API

Native REST API and compatible APIs.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

LM Studio Core Server

Local server documentation.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

LM Studio Serve on Network

Local network serving documentation.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

LM Studio Server Settings

Server settings source used in product packet.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

LM Studio Authentication

API token support and default auth posture.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

LM Studio Core MCP

MCP via API.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

LM Studio Headless

Headless/server documentation.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

LM Studio LLM Load Model Config

Context length and load config.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: model hardware docs

Retrieved: 2026-05-24

Open source URL

LM Studio LM Link FAQ

Remote linked device caveats.

Publisher: LM Studio

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

LM Studio Changelog

Changelog. Recheck before publish.

Publisher: LM Studio

Source kind: Official changelog

Evidence group: product docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

LM Studio API Changelog

API changelog.

Publisher: LM Studio

Source kind: Official changelog

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Open WebUI Documentation

Official docs home and self-hosted/offline-capable positioning.

Publisher: Open WebUI

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Open WebUI GitHub Repository

Official repository.

Publisher: Open WebUI

Source kind: Official GitHub repository

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Open WebUI Quick Start

Install paths, ports, volumes, and first admin. Recheck before publish.

Publisher: Open WebUI

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

Open WebUI Connect a Provider

Provider connection page. Recheck before publish.

Publisher: Open WebUI

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

Open WebUI OpenAI-Compatible Provider

OpenAI-compatible provider setup and provider data flow.

Publisher: Open WebUI

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

Open WebUI Features

Features, files, web search, and tools.

Publisher: Open WebUI

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Open WebUI Essentials

Tool calling, plugins, task models, context, and RAG.

Publisher: Open WebUI

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Open WebUI Files

File upload/management and RAG files.

Publisher: Open WebUI

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

Open WebUI Direct Connections

Direct browser connections and key storage caveats.

Publisher: Open WebUI

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

Open WebUI API Endpoints

API endpoints, bearer/JWT auth, and Swagger.

Publisher: Open WebUI

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Open WebUI API Keys

API keys for scripts and integrations.

Publisher: Open WebUI

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Open WebUI Updating

Data storage and update strategies.

Publisher: Open WebUI

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

Open WebUI Security

Security topic areas.

Publisher: Open WebUI

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

Open WebUI MCP

Native MCP support. Recheck before publish.

Publisher: Open WebUI

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

Open WebUI MCPO MCP Bridge

MCPO/MCP bridge.

Publisher: Open WebUI

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Open WebUI Scaling

Scaling, default SQLite/ChromaDB, and multiworker caveats.

Publisher: Open WebUI

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Open WebUI Environment Configuration

Environment configuration, embedding engines, vector databases, storage, CORS, and telemetry. Recheck before publish.

Publisher: Open WebUI

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

Open WebUI RAG Troubleshooting

RAG troubleshooting and retrieval description.

Publisher: Open WebUI

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

Open WebUI Releases

Release history. Recheck before publish.

Publisher: Open WebUI

Source kind: Official release notes

Evidence group: product docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

AnythingLLM Official Site

Official AnythingLLM product site.

Publisher: AnythingLLM

Source kind: Official product site

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Introduction

Product identity and RAG/agents/provider model.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM GitHub Repository

Official repository and telemetry/outbound connection language. Recheck before publish.

Publisher: Mintplex Labs

Source kind: Official GitHub repository

Evidence group: product docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

AnythingLLM API

Developer API and API keys.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Language Models

Local/cloud LLM providers.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Embedding Models

Local/cloud embedding providers.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Vector Databases

Local/cloud vector databases.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Security and Access

User roles and access.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Privacy and Data Handling

Privacy/data and telemetry.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Event Logs

Event logs.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Desktop Overview

Desktop overview and feature split. Recheck before publish.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

AnythingLLM Desktop System Requirements

Desktop system requirements.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Desktop macOS

macOS desktop install.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Desktop Windows

Windows desktop install.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Desktop Linux

Linux desktop install.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Desktop Storage

Desktop storage paths.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Desktop Privacy

Desktop privacy policy and telemetry.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Docker Overview

Docker overview.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Docker System Requirements

Docker system requirements and provider/API-key caveats.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Docker Images

Docker image support.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Local Docker

Local Docker command, port, and storage. Recheck before publish.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

AnythingLLM Docker Localhost

Docker-to-host localhost caveat.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Document Chat

Document chat and RAG.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Built-In Local LLM Provider

Built-in local LLM provider.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Embedder Overview

Embedder configuration overview.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Built-In Local Embedder

Built-in local embedder.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM MCP Compatibility

MCP tool support. Recheck before publish.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

AnythingLLM Desktop MCP

Desktop MCP limitations and warnings.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Cloud Terms

Hosted SaaS terms and caveats.

Publisher: AnythingLLM

Source kind: Official documentation

Evidence group: privacy security docs

Retrieved: 2026-05-24

Open source URL

AnythingLLM Changelog

Changelog. Recheck before publish.

Publisher: AnythingLLM

Source kind: Official changelog

Evidence group: product docs

Retrieved: 2026-05-24

Recheck before publish: yes

Open source URL

GGUF Specification

GGUF specification and design goals.

Publisher: ggml-org

Source kind: Official GitHub repository

Evidence group: model hardware docs

Retrieved: 2026-05-24

Open source URL

Hugging Face GGUF Documentation

Hugging Face GGUF documentation and Hub support.

Publisher: Hugging Face

Source kind: Third-party authoritative documentation

Evidence group: model hardware docs

Retrieved: 2026-05-24

Open source URL

Hugging Face Model Downloads

Hugging Face model download methods.

Publisher: Hugging Face

Source kind: Third-party authoritative documentation

Evidence group: model hardware docs

Retrieved: 2026-05-24

Open source URL

Hugging Face GGUF with llama.cpp

GGUF usage with llama.cpp.

Publisher: Hugging Face

Source kind: Third-party authoritative documentation

Evidence group: model hardware docs

Retrieved: 2026-05-24

Open source URL

llama.cpp GitHub Repository

llama.cpp README and runtime capability evidence.

Publisher: ggml-org

Source kind: Official GitHub repository

Evidence group: model hardware docs

Retrieved: 2026-05-24

Open source URL

llama.cpp Build Documentation

llama.cpp build backends and GPU acceleration.

Publisher: ggml-org

Source kind: Official GitHub repository

Evidence group: model hardware docs

Retrieved: 2026-05-24

Open source URL

llama.cpp Quantization Documentation

Quantization definition and file-size examples.

Publisher: ggml-org

Source kind: Official GitHub repository

Evidence group: model hardware docs

Retrieved: 2026-05-24

Open source URL

Apple Silicon Unified Memory

Apple Silicon unified memory architecture.

Publisher: Apple

Source kind: Platform/provider documentation

Evidence group: model hardware docs

Retrieved: 2026-05-24

Open source URL

Transformers KV Cache

Transformers KV cache strategies.

Publisher: Hugging Face

Source kind: Third-party authoritative documentation

Evidence group: model hardware docs

Retrieved: 2026-05-24

Open source URL

Transformers Cache Explanation

KV-cache memory growth with sequence length.

Publisher: Hugging Face

Source kind: Third-party authoritative documentation

Evidence group: model hardware docs

Retrieved: 2026-05-24

Open source URL

Transformers LLM Optimization

LLM inference optimization and cache implementation caveats.

Publisher: Hugging Face

Source kind: Third-party authoritative documentation

Evidence group: model hardware docs

Retrieved: 2026-05-24

Open source URL

Google Helpful Content

Helpful, reliable, people-first content.

Publisher: Google Search Central

Source kind: Google SEO documentation

Evidence group: google seo docs

Retrieved: 2026-05-24

Open source URL

Google AI-Generated Content Guidance

AI-assisted/generated content governance.

Publisher: Google Search Central

Source kind: Google SEO documentation

Evidence group: google seo docs

Retrieved: 2026-05-24

Open source URL

Google Structured Data Introduction

Structured data should describe page meaning and visible content.

Publisher: Google Search Central

Source kind: Google SEO documentation

Evidence group: google seo docs

Retrieved: 2026-05-24

Open source URL

Google Structured Data Policies

Structured-data quality, visibility, accuracy, and non-misleading policy.

Publisher: Google Search Central

Source kind: Google SEO documentation

Evidence group: google seo docs

Retrieved: 2026-05-24

Open source URL

Google Article Structured Data

Article/BlogPosting fields.

Publisher: Google Search Central

Source kind: Google SEO documentation

Evidence group: google seo docs

Retrieved: 2026-05-24

Open source URL

Google Software App Structured Data

SoftwareApplication requirements.

Publisher: Google Search Central

Source kind: Google SEO documentation

Evidence group: google seo docs

Retrieved: 2026-05-24

Open source URL

Google Breadcrumb Structured Data

BreadcrumbList requirements.

Publisher: Google Search Central

Source kind: Google SEO documentation

Evidence group: google seo docs

Retrieved: 2026-05-24

Open source URL

Google FAQPage Guidance

FAQPage deprecation and narrow eligibility.

Publisher: Google Search Central

Source kind: Google SEO documentation

Evidence group: google seo docs

Retrieved: 2026-05-24

Open source URL

Google Canonicalization

Canonicalization definition and purpose.

Publisher: Google Search Central

Source kind: Google SEO documentation

Evidence group: google seo docs

Retrieved: 2026-05-24

Open source URL

Google Consolidate Duplicate URLs

Canonical methods, sitemap canonical hints, and robots/noindex caveats.

Publisher: Google Search Central

Source kind: Google SEO documentation

Evidence group: google seo docs

Retrieved: 2026-05-24

Open source URL

Google 301 Redirects

Permanent redirect guidance.

Publisher: Google Search Central

Source kind: Google SEO documentation

Evidence group: google seo docs

Retrieved: 2026-05-24

Open source URL

Google Block Indexing

Noindex behavior and robots.txt caveat.

Publisher: Google Search Central

Source kind: Google SEO documentation

Evidence group: google seo docs

Retrieved: 2026-05-24

Open source URL

Google Robots Meta Tag

Robots meta tag and X-Robots-Tag.

Publisher: Google Search Central

Source kind: Google SEO documentation

Evidence group: google seo docs

Retrieved: 2026-05-24

Open source URL

Google Sitemaps Overview

Sitemap purpose and limits.

Publisher: Google Search Central

Source kind: Google SEO documentation

Evidence group: google seo docs

Retrieved: 2026-05-24

Open source URL

Google Build Sitemap

Absolute canonical sitemap URLs, lastmod, priority, and changefreq.

Publisher: Google Search Central

Source kind: Google SEO documentation

Evidence group: google seo docs

Retrieved: 2026-05-24

Open source URL

Google Spam Policies

Doorway/scaled low-value content risks.

Publisher: Google Search Central

Source kind: Google SEO documentation

Evidence group: google seo docs

Retrieved: 2026-05-24

Open source URL

Google URL Structure

Readable URL structure and duplicate URL risks.

Publisher: Google Search Central

Source kind: Google SEO documentation

Evidence group: google seo docs

Retrieved: 2026-05-24

Open source URL

Google Review Snippet

Review/rating structured-data boundaries.

Publisher: Google Search Central

Source kind: Google SEO documentation

Evidence group: google seo docs

Retrieved: 2026-05-24

Open source URL

Google Product Snippet

Product snippet boundaries for ratings, reviews, price, and availability.

Publisher: Google Search Central

Source kind: Google SEO documentation

Evidence group: google seo docs

Retrieved: 2026-05-24

Open source URL

Docker Port Publishing

Docker port publishing can expose services beyond host; loopback binding narrows exposure.

Publisher: Docker

Source kind: Third-party authoritative documentation

Evidence group: third party evidence

Retrieved: 2026-05-24

Open source URL

Docker Publishing Ports

Docker -p publishing and all-interface default.

Publisher: Docker

Source kind: Third-party authoritative documentation

Evidence group: third party evidence

Retrieved: 2026-05-24

Open source URL

Docker Desktop Networking

Docker Desktop networking and host.docker.internal.

Publisher: Docker

Source kind: Third-party authoritative documentation

Evidence group: third party evidence

Retrieved: 2026-05-24

Open source URL

OpenAI API Data Controls

OpenAI API data controls, retention, ZDR, and MAM caveats.

Publisher: OpenAI

Source kind: Platform/provider documentation

Evidence group: third party evidence

Retrieved: 2026-05-24

Open source URL

Anthropic API Data Retention

Anthropic API data retention and ZDR/HIPAA caveats.

Publisher: Anthropic

Source kind: Platform/provider documentation

Evidence group: third party evidence

Retrieved: 2026-05-24

Open source URL

Jan Official Site

Official Jan site. Not part of the confidence upgrade brief.

Publisher: Jan

Source kind: Official product site

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Jan GitHub Repository

Jan repository. Not part of the confidence upgrade brief.

Publisher: Menlo Research

Source kind: Official GitHub repository

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

GPT4All Official Site

Official GPT4All site. Not part of the confidence upgrade brief.

Publisher: Nomic AI

Source kind: Official product site

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

GPT4All GitHub Repository

GPT4All repository. Not part of the confidence upgrade brief.

Publisher: Nomic AI

Source kind: Official GitHub repository

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Meta Llama Official Site

Official Llama family site.

Publisher: Meta

Source kind: Official product site

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Qwen Official Site

Official Qwen project site.

Publisher: Qwen

Source kind: Official product site

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Mistral AI Models Documentation

Mistral AI model documentation.

Publisher: Mistral AI

Source kind: Official documentation

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Google Gemma Official Page

Google Gemma official page.

Publisher: Google

Source kind: Official product site

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

Microsoft Phi Official Page

Microsoft Phi official page.

Publisher: Microsoft

Source kind: Official product site

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL

DeepSeek Official Site

Official DeepSeek site.

Publisher: DeepSeek

Source kind: Official product site

Evidence group: product docs

Retrieved: 2026-05-24

Open source URL