Compare/Eden AI vs qmd

AI tool comparison

Eden AI vs qmd

Which one should you ship with? Here is the side-by-side panel verdict, pricing read, reviewer split, and community vote comparison.

E

Developer Tools

Eden AI

Europe's GDPR-native AI gateway — 500+ models, smart routing, zero US data dependency

Ship

75%

Panel ship

Community

Free

Entry

Eden AI is a European AI API gateway providing access to 500+ AI models behind a single unified interface. Unlike OpenRouter or similar US-based routers, Eden AI's entire infrastructure runs in the EU, offering GDPR compliance, EU data residency, and governance features aligned with the European AI Act — critical for industries like finance, healthcare, and government that can't route sensitive data through US-hosted intermediaries. The platform goes beyond just LLM routing: it also unifies computer vision, OCR, speech-to-text, translation, NLP, and document processing across multiple providers — making it the most complete multimodal AI gateway available. Smart routing, fallback handling, and cost optimization are built in, so teams can swap providers without rewriting integration code. Pay-as-you-go pricing with no mandatory subscription makes it accessible to small teams. Eden AI has re-emerged as a notable option in April 2026 as GDPR enforcement ramps up and European enterprises face increased scrutiny over where AI inference happens. With the US-EU data transfer framework still uncertain, a first-party European AI gateway with deep compliance tooling fills a real market gap that US-founded competitors can't easily address.

Q

Developer Tools

qmd

Local doc search engine with BM25 + vectors + LLM re-ranking — by Shopify's CEO

Mixed

50%

Panel ship

Community

Free

Entry

qmd is a lightweight local search engine built by Tobi Luetke, CEO of Shopify, for indexing and querying personal knowledge bases, documentation, and meeting notes — entirely offline. It combines three retrieval approaches in a single pipeline: BM25 full-text search for exact keyword matches, vector semantic search via ONNX-based embeddings, and LLM re-ranking using GGUF models through node-llama-cpp. All three stages run locally with no cloud dependency. The tool ships in multiple deployment modes: a CLI for ad-hoc queries, a Node.js library for programmatic use, an HTTP service for local API access, and — most useful for AI workflows — a native MCP server that lets Claude Code, Cursor, and similar editors query your local knowledge base directly during coding sessions. The hybrid retrieval approach means it handles both "find the exact error message from last week's standup notes" and "what was our decision about the auth architecture" equally well. What makes this notable beyond its technical approach is provenance: Luetke shipped it as a personal tool he actually uses, not a startup product. The GitHub history shows active iteration and he's been talking about it on X. It's a credible signal of where pragmatic AI-augmented knowledge management is heading for technical users who prefer local-first tools.

Decision
Eden AI
qmd
Panel verdict
Ship · 3 ship / 1 skip
Mixed · 2 ship / 2 skip
Community
No community votes yet
No community votes yet
Pricing
Free tier / Pay-as-you-go
Free, open source (MIT)
Best for
Europe's GDPR-native AI gateway — 500+ models, smart routing, zero US data dependency
Local doc search engine with BM25 + vectors + LLM re-ranking — by Shopify's CEO
Category
Developer Tools
Developer Tools

Reviewer scorecard

Builder
80/100 · ship

The single API across LLMs, OCR, speech, and translation is genuinely useful for multi-modal pipelines. No more juggling five different SDKs and five different auth tokens. For European teams, the GDPR compliance story alone is worth the small platform fee over rolling your own routing.

80/100 · ship

Hybrid BM25 + vector + LLM re-rank is the right architecture for personal knowledge search — each layer catches what the others miss. The MCP server mode is genuinely useful: being able to ask Claude Code 'what did we decide about X last month' against my own notes changes the workflow. MIT licensed and from someone who ships real products.

Skeptic
45/100 · skip

Adding another intermediary layer to your AI calls means more latency, more failure modes, and a vendor you're now dependent on for uptime. The model selection lags behind what OpenRouter offers, and the smart routing logic is a black box. For most US teams, this solves a compliance problem they don't have yet.

45/100 · skip

This is a well-executed weekend project, not a production tool. It requires GGUF models and manual embedding setup — a meaningful friction barrier for non-technical users. The 'built by a CEO' narrative drives GitHub stars more than the technical differentiation. Obsidian with a local AI plugin gets you here with better UX.

Futurist
80/100 · ship

AI sovereignty will be a serious geopolitical driver over the next decade. European enterprises won't — and in regulated sectors, legally can't — route sensitive data through US-jurisdiction infrastructure indefinitely. Eden AI is positioned correctly for the world where regional AI infrastructure becomes the default for compliance-heavy industries.

80/100 · ship

The pattern here — local hybrid retrieval as an MCP server feeding into AI coding agents — will be ubiquitous in two years. Today it's a technical power-user tool; tomorrow it's how everyone's AI assistant knows the institutional context behind the code. qmd is an early, clean implementation of that pattern.

Creator
80/100 · ship

Working with EU clients means I'm constantly navigating data residency questions. Having one gateway that handles translation, image analysis, and LLM calls with provable EU data handling removes a whole category of client objections. The multimodal breadth is the underrated part of this product.

45/100 · skip

I manage a lot of notes, references, and creative briefs, but the setup friction here — GGUF models, CLI configuration — makes this inaccessible for most creators. The concept is great; the UX needs a front-end before it reaches beyond developers.

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