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Tools for grounding answers in your own data · Open source

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Watching this group for 24 days, checked once a day · how we check

Skeg

LiveWatched 8d

A Rust-built, open-source vector database optimized to pack far more vectors per GB of RAM without losing recall, for teams running many-tenant deployments where memory is the bottleneck.

Open source
What to know
How it works
Multi-tenant architecture purpose-built for RAM efficiency at high tenant density.
What's different
Prioritizes memory efficiency over other tradeoffs; written in Rust.
Best for
High-density, many-tenant vector search deployments.
Details →

Seekstone

LiveWatched 11d

An open-source MCP server that lets Claude search your Obsidian vault directly from disk without a plugin or uploading your notes.

Open source
What to know
How it works
reads vault from disk, returns ~2KB ranked excerpts instead of full notes, nothing leaves your machine
What's different
open source with reproducible benchmarks
Details →

File Viewer

LiveWatched 19d

An Apache-2.0, offline-first toolkit that renders in-browser previews of Office, PDF, CAD and other files without a server-side conversion step. For developers embedding document viewers in self-hosted apps.

Watch out · Read-only fidelity varies by file format.

Works offlineOpen sourceSelf-hosted
What to know
How it works
A browser-native toolkit that renders read-only previews of Office, PDF/OFD, CAD, archive, email, diagram, 3D, media and data files (206 extensions across 24 pipelines) without a mandatory server-side conversion step.
What's different
Apache-2.0 licensed and offline-first; components can be self-hosted and used across Vanilla JS, React, Vue, Svelte and jQuery.
Best for
Developers embedding document/file preview into private or internal web apps.
Watch out
Read-only fidelity varies by file format.
Details →

LocalMode

LiveWatched 18d

An open-source toolkit for building AI features — chat, RAG, speech, vision — that runs entirely in the browser with no servers and no data leaving the device. Built for developers.

Works offlineData stays with youOpen source
What to know
How it works
An open-source toolkit for running AI entirely in the browser: LLM chat across 76 models, RAG and vector search, Whisper and Kokoro speech, and vision, with no server or API key required. Runs on WebGPU with a WebAssembly fallback.
What's different
Data never leaves the device, and it ships a zero-dependency core plus a shadcn UI registry of 107 components and 36 installable blocks for building on top of it.
Pricing
Open source (MIT license).
Best for
Developers building browser-based AI features without standing up servers or managing API keys.
Details →

TabChat

LiveWatched 13d

A self-hostable tool that turns your open browser tabs into a searchable, chat-queryable knowledge base by vectorizing their content.

Open sourceSelf-hosted
What to know
How it works
Captures open-tab content, vectorizes it with FAISS, and answers natural-language questions across everything you have open.
Best for
Developers who want to search across many open tabs without a hosted service.
Details →

Graphite

LiveWatched 13d

A local-first, self-hostable, open-source notes app with semantic search, autonomous research agents, and voice notes, where data never leaves the user's machine unless they choose to share it.

Watch out · Requires self-hosting, so it needs technical setup compared to a hosted notes app.

Works offlineData stays with youOpen source
What to know
How it works
Stores notes locally and adds semantic search, ReAct agents, cited deep research, voice notes, and financial analysis on top, all self-hosted and MIT licensed.
Best for
Technical users who want an AI-augmented notes app without sending their data to the cloud.
Watch out
Requires self-hosting, so it needs technical setup compared to a hosted notes app.
Details →

An open-source knowledge graph framework that extracts the reasoning behind relationships between data points, not just the connections themselves, for building agents that navigate by intent rather than keyword.

Open source
What to know
How it works
Extracts semantic reasoning behind graph edges instead of storing them as plain strings
What's different
Open source
Details →

Equibles

LiveWatched 12d

An MCP server that gives Claude/ChatGPT/Gemini direct access to SEC filings, earnings call transcripts, and congressional trading data, citing sources.

FreeOpen source
What to know
How it works
90 tools + REST API over 5,000+ US stocks: filings, self-captured earnings call transcripts, KPIs, insider/congress trades.
What's different
Cites every answer to the source filing and is built to refuse guessing.
Pricing
Free tier: 100 calls/day.
Best for
Developers building financial research tools or analysts using AI assistants for filings research.
Details →

VeritasGraph

LiveWatched 21d

An open-source, fully on-prem GraphRAG framework combining knowledge-graph reasoning with governed AI agents that cite every answer, for teams that can't send data to the cloud.

Open sourceSelf-hosted
What to know
How it works
An open-source, on-prem GraphRAG framework combining tree-search navigation with knowledge-graph reasoning so an LLM answers multi-hop questions and cites every claim to its source; VeritasGraph Studio wires the knowledge graph into governed AI agents with guardrails, memory, tools and MCP bridges.
What's different
Runs 100% on-prem via Ollama with no data egress, and ships an MCP server plus a deterministic policy engine.
Pricing
Open-source.
Best for
Teams that need multi-hop, source-cited RAG answers but can't send data to the cloud.
Details →

Gives teams a sovereign AI chat workspace connecting multiple models instead of depending on one vendor's cloud.

Open source
Details →

ISONGraph

LiveWatched 5d
Open source
Details →

Polygres

LiveWatched 2d
FreeOpen sourceSelf-hosted
Details →

Sidd-AI

LiveWatched 2d
Open source
Details →

Aktilot

LiveWatched 5d
Open sourceSelf-hosted
Details →

FarmacoGraph

LiveWatched 5d
Open source
Details →

CKS MCP Server

LiveWatched 5d
Works offlineOpen source
Details →

Memrust

LiveWatched 4d
Open source
Details →