tldw

About

tldw is ranked #23 of 25 in AI video summarizers on Inferse. It runs on API, Self-hosted, Web.

Compared on AI video summarizers

YouTube support

Yestldwproject.com

Video uploads

Yestldwproject.com

Transcript output

Yestldwproject.com

Input sources

YouTube URLs; local video filestldwproject.com

Facts

Purpose

tldw is an open-source, self-hosted research system for ingesting, transcribing, searching, and querying source material.tldwproject.com · 7 Oct 2026

Supported content

It accepts video, audio, PDFs, web pages, EPUB, DOCX, Markdown, XML, and other inputs.tldwproject.com · 7 Oct 2026

Transcription

It converts recordings into searchable text that can be quoted, summarized, and reused.tldwproject.com · 7 Oct 2026

Search

Hybrid retrieval searches across transcripts, notes, and documents using full-text search, vectors, and reranking.tldwproject.com · 7 Oct 2026

Models

It supports local inference, hosted model APIs, or both through one interface.tldwproject.com · 7 Oct 2026

API

The project provides OpenAI-compatible Chat, Audio, Embeddings, and Evals APIs.tldwproject.com · 7 Oct 2026

Workspace

Notes, prompts, chats, artifacts, and source material can live in the same system.tldwproject.com · 7 Oct 2026

Study tools

The v0.1.31 beta includes Study Packs, flashcard templates, study suggestions, and a recipe-based evaluation framework.tldwproject.com · 7 Oct 2026

Integrations

The site lists hosted model providers including OpenAI, Anthropic, Google, Cohere, DeepSeek, Groq, Mistral, OpenRouter, HuggingFace, and Qwen, plus local options including Ollama, vLLM, and llama.cpp.tldwproject.com · 7 Oct 2026

Automation

MCP automation includes workspace-bounded command execution, policy-aware discovery, and approval gates.tldwproject.com · 7 Oct 2026

Data handling

The site says users keep data on infrastructure they control, with no telemetry, analytics, or phone-home behavior.tldwproject.com · 7 Oct 2026

Deployment

The site documents Docker single-user, Docker multi-user with Postgres, and local single-user setup paths.tldwproject.com · 7 Oct 2026

Availability

The project is labeled beta, and the site says PyPI installation is not generally available yet.tldwproject.com · 7 Oct 2026

Community support

The site directs users to Discord, Zulip, and GitHub for discussion, help, and contribution.tldwproject.com · 7 Oct 2026

Supported inputs

It accepts video, audio, PDFs, web pages, EPUB, DOCX, Markdown, XML, and other formats.tldwproject.com · 7 Oct 2026

Transcription and retrieval

It turns recordings into searchable text and uses hybrid retrieval across transcripts, notes, and documents.tldwproject.com · 7 Oct 2026

Model integrations

It supports hosted model providers including OpenAI, Anthropic, Google, Cohere, Groq, Mistral, and OpenRouter, as well as local options such as Ollama, llama.cpp, and vLLM.tldwproject.com · 7 Oct 2026

APIs and automation

The project provides OpenAI-compatible Chat, Audio, Embeddings, and Evals APIs, plus MCP tool execution and metrics.tldwproject.com · 7 Oct 2026

Workspace features

It includes notes, prompts, chatbooks, study packs, flashcard templates, study suggestions, and evaluation workflows.tldwproject.com · 7 Oct 2026

Privacy

The site says data stays on infrastructure users control and that tldw has no telemetry, analytics, or phone-home behavior.tldwproject.com · 7 Oct 2026

Security

The v0.1.31 release notes describe hardening for authentication and authorization, outbound scraping policy, audit durability, and workspace-bounded MCP command execution.tldwproject.com · 7 Oct 2026

Project status

The site labels the current release v0.1.31 beta and says it is usable now for people comfortable with a beta project.tldwproject.com · 7 Oct 2026

Installation limit

The site says PyPI installation is not generally available yet and directs users to install from a repository checkout.tldwproject.com · 7 Oct 2026

Support and community

The site directs users to Discord and Zulip for community discussion and help.tldwproject.com · 7 Oct 2026

Where it ranks on Inferse

• Best AI Video Summarizers in 2026#23 of 25

Sources

• tldwproject.com· checked 7 Oct 2026