Products

Mixedbread

AI-nativeMCPSkill

Make your agents work on your data.

mixedbread.com Source★ 4Apache-2.0 DiscordAI Models & Agents / Agent Tools & MCP Servers

AI Benchmark
Desktop
Mobile
Monthly visits
38.6K
Down15.4%MoMSep 2026
Public revenue
Undisclosed
No public revenue evidence yet
Entry price
$20/mo
Higher than 60% of peersNiche median $19/mo
Creators
Aamir
@aaxsh18· 2,031 followers
Launched
13mo ago
2025-10-07 · Est.

Traffic

Monthly visitsData through Sep 2026 · Oct 2026 pending
Events10 changes

Marketing moves

Launches, search & content, referrals, promotions
  • Launched on Show HN (145 pts · 37 comments)Launch

    Semantic search over the National Gallery of Art

    Oct 10, 2025 · 13mo agoLaunch page

  • Launched on Show HN (2 pts)Launch

    Search 4 Cute Cats

    Oct 7, 2025 · 13mo agoLaunch page

Open Source & Agent Ecosystem

GitHub · MCP / Skill
Last commit 2026-09-26
GitHub Stars
★ 4
Forks
2
License
Apache-2.0
Primary language
Python

Agent, MCP & Developer Integration

MCP ServerAgent SkillCLI / SDKAPI
Integration docs
Browse all MCP Server products →

Traffic sources

Sep 2026

Traffic breakdown

Channels

  • Direct49%
  • Organic Search20%
  • Social18%
  • Referrals13%

Countries

  • United States48%
  • India32%
  • Canada8%
  • Indonesia4%
  • South Africa3%

Search

Domain authority —Domain registered 2023-11-01

KeywordMonthly volume
mixedbread900
mixedbread ai420
mixed bread270
mixedbread toast170
mixbread multimodal model120

Traffic data: Vaneform

Pricing

Starter
Free
$5 one-time credits · 3 workspace users · 3 stores · 100 queries/min, 6,000 uploads/min
Scale
$20/mo
$20 of credits included every month · Unlimited workspace users · 10,000 stores · 2,400 queries/min, 12,000 uploads/min
Enterprise
Unknown
Unlimited workspace users · Unlimited stores · Custom rate limits & SLA

Trial: None · 1 paid tier ($20) · Enterprise custom tier · Observed 2026-11-06 · Pricing page

Entry price $20/mo, Higher than 60% of peers; “Agent Tools & MCP Servers” median is $19/mo.View pricing benchmark

Pages & changes

Tracked since 2026-07-31

Key pages

Weekly snapshots
www.mixedbread.com/ Snapshot 2026-11-07

Changes

  1. Nov 1 · 14d ago

    Homepage headline (H1) changed to “Make your agents work on your data.”Positioning

    The Search API for your data→Make your agents work on your data.

  2. Nov 1 · 14d ago

    Adopted technology: Apple iCloud MailFeatures

    —→Apple iCloud Mail

  3. Nov 1 · 14d ago

    Adopted technology: CloudflareFeatures

    —→Cloudflare

  4. Nov 1 · 14d ago

    Adopted technology: Cloudflare Bot ManagementFeatures

    —→Cloudflare Bot Management

  5. Nov 1 · 14d ago

    Removed technology: RechartsFeatures

    Recharts→—

  6. Nov 1 · 14d ago

    Adopted technology: Snowplow AnalyticsFeatures

    —→Snowplow Analytics

Design

First-screen visual analysis & :root CSS

Minimal Monochrome (Light canvas, airy density) featuring split copy & visual layout and illustration / character art visuals.

First-screen preview · click to zoom

First-screen pitch & conversion flow

“Make your agents work on your data.”

Split Copy & Visual hero structure paired with start free / sign up CTA and user count, rating, or key metrics.

Conversion path: Split Copy & Visual + Illustration / Character Art → Start Free / Sign Up · Trust bar: User Count, Rating, or Key Metrics

Palette · click to copy

5-D design score7.5 / 10
Typography
8.0
Color & Contrast
7.0
Layout & Spacing
8.0
Craft & Polish
8.0
Distinctiveness
6.0

Structure

Fonts
Geist / Geist Mono
Primary visual
Illustration / Character Art
Conversion CTA
Start Free / Sign Up
Social proof
User Count, Rating, or Key Metrics
Navigation
Full-Width Top Bar
Theme & density
Light · Airy
Corners & depth
Medium Radius · Hairline borders
Preview full AI design brief (includes :root CSS variables & layout rules)Style tokens only; never copy brand names, logos, copy, or images
# Design Brief: Minimal Monochrome

Monochrome palette with a single accent color, hairline dividers, and generous whitespace.

## Design Tokens

```css
:root {
  --background: #ffffff;
  --surface: #f3f3f3;
  --foreground: #09090b;
  --muted-foreground: #787879;
  --accent: #09090b;
  --radius: 8px;
  --font-heading: "Geist", ui-sans-serif, system-ui, sans-serif;
  --font-body: "Geist", ui-sans-serif, system-ui, sans-serif;
  --font-mono: "Geist Mono", ui-monospace, monospace;
}
```

Color area ratio: Background #FFFFFF (~74%) · Surface #F3F3F3 (~15%) · Text #09090B (~6%) · Muted Text #787879 (~4%) · Accent #09090B (~1%). Background and surface dominate the canvas; reserve the accent color for primary buttons and active states.

## Layout & Conversion Structure

- Hero layout: Split Copy & Visual
- Navigation: Full-Width Top Bar
- Theme & density: Light · Airy
- Border radius & elevation: Medium Radius; no drop shadows—separate layers with hairline borders and whitespace
- Primary visual medium: Illustration / Character Art
- Conversion CTA: Start Free / Sign Up · Trust bar uses User Count, Rating, or Key Metrics
- Headline hook: Category Positioning Anchor
- Hero components: Metrics Strip, Customer Logo Wall, Code & Terminal
- Spatial layout notes: Split Copy & Visual hero structure paired with start free / sign up CTA and user count, rating, or key metrics.
- Visual summary: Minimal Monochrome (Light canvas, airy density) featuring split copy & visual layout and illustration / character art visuals.

## Avoid

- Multi-stop neon gradients
- Heavy drop shadows
- More than one competing accent color

Implement the UI following the design tokens and layout specifications above: use only these color variables, and reserve the accent color strictly for primary actions and active states. Adopt only this visual style—never copy any reference product’s brand name, logo, copy, or imagery.

Questions & evidence

How much does Mixedbread cost?
Starter: Free; Scale: $20/mo; Enterprise: Unknown. Observed 2026-11-06. Check the source for current billing terms, usage limits and taxes.Source
How much website traffic does Mixedbread get?
Vaneform estimates 38.6K website visits in 2026-09. Visits can include repeat visits; this estimate measures web traffic separately from paying customers or revenue.Source
What is Mixedbread and what platforms does it support?
Mixedbread is catalogued under Agent Tools & MCP Servers: Make your agents work on your data.. Supported platforms: MCP Server, CLI / SDK, API.
Is Mixedbread open source?
Mixedbread has a public repository (https://github.com/mixedbread-ai/mixedbread-python) under the Apache-2.0 license, recording 4 GitHub stars.Source

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