인증된 AgentReady.md 증명서
발급일 sig: 6102072e50781fc4 검증 →

분석된 URL

https://pollenlabs.org/

측정: 2주 전

다른 URL 분석

AI-Ready 점수

양호

/ 100

토큰 절감량

HTML 토큰 21.721
Markdown 토큰 460
절감 98%

점수 상세

접근성 88/100
AI 발견 가능성 85/100
구조화 데이터 100/100
시맨틱 HTML 77/100
콘텐츠 효율성 70/100

신흥 프로토콜

6개 중 0개 감지

AI 에이전트가 찾는 well-known 엔드포인트. 감지되면 에이전트가 서비스를 자동으로 발견하고 연결할 수 있습니다.

  • OAuth Protected Resource RFC 9728
    /.well-known/oauth-protected-resource
  • OAuth Discovery RFC 8414
    /.well-known/oauth-authorization-server
  • MCP Server Card SEP-1649 draft
    /.well-known/mcp/server-card.json
  • A2A Agent Card A2A v1.0
    /.well-known/agent-card.json
  • API Catalog RFC 9727
    /.well-known/api-catalog
  • Agent Skills index Discovery RFC v0.2.0 draft
    /.well-known/agent-skills/index.json

이 점수는 그대로 있지 않습니다. 모니터링은 아직 없습니다. 명단에 등록하면 출시할 때 알려드립니다.

명단에 등록되었습니다! 서비스 출시 시 알려드리겠습니다.

측정 결과 Content ratio: 2.7% (2113 content chars / 79299 HTML bytes)

페이지의 실제 콘텐츠와 전체 HTML의 비율이 낮습니다. 페이지 무게의 상당 부분이 콘텐츠가 아닌 마크업, 스크립트, 스타일입니다.

구현 방법

CSS를 외부 스타일시트로 이동하고, 인라인 스타일을 제거하고, JavaScript를 최소화하고, HTML이 콘텐츠 구조에 집중하도록 하세요.

코딩 에이전트에 붙여넣어 수정하게 하세요

측정 결과 Application level — .md URL (https://pollenlabs.org/index.md), <link> tag

사이트가 Markdown for Agents를 지원하지 않습니다. 이 Cloudflare 표준을 통해 AI 에이전트가 마크다운 형식으로 콘텐츠를 요청할 수 있으며, 토큰 사용량을 ~80% 줄일 수 있습니다.

구현 방법

다음 중 하나 이상을 구현하세요: (1) Accept: text/markdown에 마크다운 콘텐츠로 응답. (2) .md URL 제공 (예: /page.md). (3) <link rel="alternate" type="text/markdown"> 태그 추가. (4) 마크다운 발견을 위한 Link HTTP 헤더 추가.

코딩 에이전트에 붙여넣어 수정하게 하세요

측정 결과 20 semantic elements, 158 divs (ratio: 11%)

페이지가 <div> 요소에 크게 의존합니다. <section>, <nav>, <header>, <footer>, <aside> 같은 시맨틱 요소는 AI 에이전트에게 의미 있는 구조를 제공합니다.

구현 방법

범용 <div> 컨테이너를 적절한 시맨틱 요소로 교체하세요. 주제별 그룹에는 <section>, 내비게이션에는 <nav>, 페이지/섹션 헤더와 푸터에는 <header>/<footer>를 사용하세요.

코딩 에이전트에 붙여넣어 수정하게 하세요

측정 결과 2 heading level skip(s)

제목 구조에 문제가 있습니다 (레벨 건너뛰기 또는 다중 h1 태그). 깔끔한 계층 구조는 AI 에이전트가 콘텐츠 구성을 이해하는 데 도움을 줍니다.

구현 방법

페이지당 정확히 하나의 <h1>을 유지하고, 제목이 순차적 순서를 따르도록 하세요: h1 > h2 > h3. 레벨을 건너뛰지 마세요 (예: h1에서 바로 h3).

코딩 에이전트에 붙여넣어 수정하게 하세요
Markdown 토큰: 460
## Where Philosophy Meets Creativity

We believe great product design always starts with a philosophy.

![](https://pollenlabs.org/wp-content/uploads/2026/03/Torn-paper-scaled.png)

## We are Product Builders that Empower Organizations

Our craftsmanship stands as a digital pillar of design thinking & innovative technologies orchestration.

Trusted and Supported by

 [![Privacy and scaling exploration](https://pollenlabs.org/wp-content/uploads/2026/03/logo-pse.svg)](https://pse.dev/)[![Ethereum Foundation](https://pollenlabs.org/wp-content/uploads/2026/03/logo-ef.svg) ](https://ethereum.foundation/)[![NXBN](https://pollenlabs.org/wp-content/uploads/2026/03/logo-nxbn.svg) ](https://nxbn.ethereum.foundation/)[![Optimism](https://pollenlabs.org/wp-content/uploads/2026/03/logo-op.svg)](https://optimism.io/collective)

![](https://pollenlabs.org/wp-content/uploads/2026/03/img-torn-paper-bottom.png)

## From Ideas to Reality

We design and build user-friendly systems for mission-driven teams working with users who value transparency.

## We Create Fluid Solutions that Prioritize Trust, Privacy, and Transparency.

We're more than a full-service studio, we're partners to those building systems that matter.

### Product Design

From discovery to delivery, we shape raw ideas into products that empower teams to excel and meet the needs of their users.

### Solution Development

Grounded in open-source principles, we passionately craft reliable, enduring solutions that reflect the original intention well.

### Digital Presence

Brands people follow. Identity, messaging, and experience crafted to tell a story that sticks.

### Advisory

Decisive product leadership, no fluff. We align teams, sharpen focus, and keep things moving.

![The Thinker](https://pollenlabs.org/wp-content/uploads/2026/04/The-Thinker-2.png)

## Why Partner with Pollen Labs

Long-term thinking infused right from the start.

Solutions that reflect the mission behind them.

Design thinking that goes deeper than the interface.

Mission translated into tangible assets.
Home | Pollen labs : Design & Dev Studio for Mission-Driven Teams                                        [Skip to content](https://pollenlabs.org/#content)

[![](https://pollenlabs.org/wp-content/uploads/2023/09/full-logo-1.svg)](https://pollenlabs.org/)

[Let's talk](https://pollenlabs.org/contact/)

[![](https://pollenlabs.org/wp-content/uploads/2023/09/full-logo-1.svg)](https://pollenlabs.org/)

[Let's talk](https://pollenlabs.org/contact)

[](https://pollenlabs.org/#elementor-action%3Aaction%3Doff_canvas%3Aopen%26settings%3DeyJpZCI6IjQ0MmYwMzgiLCJkaXNwbGF5TW9kZSI6Im9wZW4ifQ%3D%3D)

[](https://pollenlabs.org/#elementor-action%3Aaction%3Doff_canvas%3Aclose%26settings%3DeyJpZCI6IjQ0MmYwMzgiLCJkaXNwbGF5TW9kZSI6ImNsb3NlIn0%3D)

-   [](https://www.linkedin.com/company/pollen-labs-org/)
-   [](https://x.com/PollenLabs_)
-   [](https://discord.gg/5B3jP2sgWS)
-   [](https://github.com/Pollen-labs)
-   [](https://www.youtube.com/@Pollen_labs)

# Where Philosophy Meets Creativity

We believe great product design always starts with a philosophy.

![](https://pollenlabs.org/wp-content/uploads/2026/03/Torn-paper-scaled.png)

## We are Product Builders that Empower Organizations

Our craftsmanship stands as a digital pillar of design thinking & innovative technologies orchestration.

Trusted and Supported by

 [![Privacy and scaling exploration](https://pollenlabs.org/wp-content/uploads/2026/03/logo-pse.svg)](https://pse.dev/)[![Ethereum Foundation](https://pollenlabs.org/wp-content/uploads/2026/03/logo-ef.svg) ](https://ethereum.foundation/)[![NXBN](https://pollenlabs.org/wp-content/uploads/2026/03/logo-nxbn.svg) ](https://nxbn.ethereum.foundation/)[![Optimism](https://pollenlabs.org/wp-content/uploads/2026/03/logo-op.svg)](https://optimism.io/collective)

![](https://pollenlabs.org/wp-content/uploads/2026/03/img-torn-paper-bottom.png)

## From Ideas to Reality

We design and build user-friendly systems for mission-driven teams working with users who value transparency.

-    [![Enaleia Hub](https://pollenlabs.org/wp-content/uploads/2026/03/Enaleia-hub-work-card-cover0.png)

    ###### Enaleia HubSupply-Chain traceability built on Ethereum](https://pollenlabs.org/work/block-flow-enaleia-hub/)
-    [![Reef.Regen](https://pollenlabs.org/wp-content/uploads/2026/04/Reef.Regn-16x9-cover.png)

    ###### Reef.RegenCoral restoration written onchain](https://pollenlabs.org/work/reef-regen/)
-    [![Anon Aadhaar](https://pollenlabs.org/wp-content/uploads/2026/04/workcard-Anon-Aadhaar-featured-scaled.png)

    ###### Anon AadhaarBlending privacy into a vivid culture](https://pollenlabs.org/work/anon-aadhaar/)

[See more](https://pollenlabs.org/work)

## We Create Fluid Solutions that Prioritize Trust, Privacy, and Transparency.

We're more than a full-service studio, we're partners to those building systems that matter.

### Product Design

From discovery to delivery, we shape raw ideas into products that empower teams to excel and meet the needs of their users.

### Solution Development

Grounded in open-source principles, we passionately craft reliable, enduring solutions that reflect the original intention well.

### Digital Presence

Brands people follow. Identity, messaging, and experience crafted to tell a story that sticks.

### Advisory

Decisive product leadership, no fluff. We align teams, sharpen focus, and keep things moving.

[Learn more](https://pollenlabs.org/about)

![The Thinker](https://pollenlabs.org/wp-content/uploads/2026/04/The-Thinker-2.png)

## Why Partner with Pollen Labs

Long-term thinking infused right from the start.

Solutions that reflect the mission behind them.

Design thinking that goes deeper than the interface.

Mission translated into tangible assets.

#### Let's build something impactful

[Book a meeting](https://pollenlabs.org/contact)

-   [](https://www.linkedin.com/company/pollen-labs-org/)
-   [](https://x.com/PollenLabs_)
-   [](https://www.instagram.com/pollen_labs/)
-   [](https://www.youtube.com/@Pollen_labs)

이 파일을 서버의 /index.md에 업로드하여 AI 에이전트가 페이지의 깔끔한 버전에 접근할 수 있게 하세요. Accept: text/markdown 콘텐츠 협상을 설정하여 자동으로 제공할 수도 있습니다.

권장 내용

llms.txt 다운로드
# Pollen labs

> Building a better world through open-source & blockchain technology. We are a highly skilled and dedicated team, driven by our commitment to innovation and technology. With roots in the Ethereum Foundation, we unite expertise across diverse fields to create meaningful, real-world solutions.

## Documentation
- [FAQ](https://pollenlabs.org/faq/)

## Main
- [Home | Pollen labs : Design & Dev Studio for Mission-Driven Teams](https://pollenlabs.org/): Building a better world through open-source & blockchain technology. We are a highly skilled and dedicated team, driven…
- [About](https://pollenlabs.org/about/)
- [Work](https://pollenlabs.org/work/)

## Blog
- [Blog](https://pollenlabs.org/blog/)

## Support
- [Let's talk](https://pollenlabs.org/contact/)
- [Let's talk](https://pollenlabs.org/contact)
- [FAQ](https://pollenlabs.org/faq/)

전체 llms.txt는 도메인 전체 분석이 필요합니다 (곧 출시)

이 파일을 도메인 루트의 https://pollenlabs.org/llms.txt에 업로드하세요. ChatGPT, Claude, Perplexity 등의 AI 에이전트가 이 파일을 확인하여 사이트 구조를 파악합니다.

이 사이트에는 이미 llms.txt 파일이 있습니다.

유효한 형식
# Pollen Labs

> Pollen Labs is a design-led product studio based in Montréal, Canada. We design and build digital products end to end — UX research, product strategy, frontend, backend, and mobile. Our work focuses on making complex systems legible and trustworthy: traceability infrastructure, impact verification tools, open-source public goods, and Web3 UX. We have deep roots in the Ethereum Foundation's Privacy & Scaling Explorations (PSE) team and have been building open-source products since 2023. We are a small, senior team — not an agency, not a consultancy. We ship working products and take ownership of decisions.

## Who we are
- **Studio type:** Design-led product studio
- **Founded:** 2023, spun out of the Ethereum Foundation's PSE team
- **Location:** Montreal, Quebec, Canada (EST) — working with clients globally
- **Co-founders:** Chiali Tsai (design lead, 16+ years experience) and Sebastien Dontigny (strategy)
- **Working language:** English and French
- **Open source:** Core commitment — we build in the open when the project allows

## What we do
- End-to-end product design and development (UX, frontend, backend, mobile)
- Traceability and trust systems for supply chains, impact organizations, and circular economy brands
- Web3 and blockchain UX — wallets, DAOs, zero-knowledge proof interfaces, onchain data dashboards
- Brand design and design sprints (2-week engagements)
- Open-source public goods for environmental and social impact

## How we work
- Engagements run 6–16 weeks for full builds; 2-week sprints available for focused scope (e.g. brand design)
- Async-first, time-zone flexible
- We don't hand off wireframes — we own the build start to finish
- Open to early-stage and undefined projects; we help shape the problem before solving it

## Pages
- [FAQ](https://pollenlabs.org/faq/)
- [Home](https://pollenlabs.org/)
- [About](https://pollenlabs.org/about/)
- [Contact](https://pollenlabs.org/contact/)
- [Work](https://pollenlabs.org/work/)
- [Blog](https://pollenlabs.org/blog/)

## Works

- [Enaleia Hub](https://pollenlabs.org/work/block-flow-enaleia-hub/): Supply-chain traceability infrastructure built on Ethereum for Enaleia, a Mediterranean ocean plastic recovery network. A lightweight system that turns real-world supply-chain actions into verifiable, tamper-proof blockchain records using Ethereum Attestation Service. Includes a cross-platform mobile app for field workers (fishers, recyclers, manufacturers) to log collections and transformations via QR codes, and a public-facing dashboard that renders the full material journey from ocean to product. Works offline in low-connectivity ports. Built with React Native, Expo, Directus, and EAS. Now being productized as a digital product passport service for circular economy brands and NGOs.

- [Reef.Regen](https://pollenlabs.org/work/reef-regen/): An open-source platform for coral restoration communities to share their work and track progress over time. Built with MesoReef DAO. Actions are recorded as attestations on the Ethereum blockchain (Optimism network, under 1 cent per transaction — paid by Pollen Labs as a public good). Includes a public map for discovery, step-by-step restoration submission forms, IPFS document storage, and species tracking. Released as free, open-source tools with support from the Optimism Collective. Built with Ethereum Attestation Service, Web3Auth, and Supabase.

- [Anon Aadhaar](https://pollenlabs.org/work/anon-aadhaar/): A zero-knowledge protocol mobile app that lets people prove they hold a valid Indian Aadhaar identity document while revealing only the minimum required information. Built for the Ethereum Foundation's PSE team. Design focused on making privacy-preserving cryptography accessible to developers, using culturally grounded Indian visual language — mudras, bold color, architectural motifs — to make the experience feel human rather than technical. Built with React Native and the Anon Aadhaar ZK protocol.

- [Impact Reef](https://pollenlabs.org/work/impact-reef/): A shared interface for measuring and recognizing impact across the Optimism ecosystem. Helps project builders, evaluators, and badgeholders align on what "impact" means, document evidence, and turn evaluations into a transparent, comparable track record. Designed with a "convenience with a nerdy spine" philosophy — lightweight and browsable on the surface, rigorous underneath. Built with Ethereum Attestation Service.

- [UniRep Social](https://pollenlabs.org/work/unirep-social/): One of the first social products to bring zero-knowledge proof technology into everyday interaction. A community app built on the UniRep protocol (Ethereum) where users post, comment, and vote using short-lived anonymous personas. Reputation exists but doesn't permanently identify users. Design emphasized a neutral, low-emotion interface to reduce social priming and tribal cues — community based on ideas, not identities.

- [HEADLINE](https://pollenlabs.org/work/headline/): A decentralized publishing platform built on Unlock Protocol, designed to help creators publish, monetize, and build community with stronger ownership. Explores token-gated access and onchain membership as an alternative to platform-controlled subscriptions. Built with Unlock Protocol, Ceramic Network, and Lit Protocol.

- [VoiceDeck](https://pollenlabs.org/work/voicedeck-retroactive-funding/): A platform empowering citizen-led impact journalism through retroactive funding. Built in partnership with the Next Billion Fellowship. Pollen Labs designed and developed both the VoiceDeck website and app (November 2023 – March 2024). Open-source public good.

## Core topics and expertise
- Product design, UX research, design systems, brand identity
- Traceability, supply chain transparency, digital product passports
- Circular economy, environmental data infrastructure, ocean plastic recovery
- Blockchain, Ethereum, Web3, zero-knowledge proofs, privacy-preserving systems
- Ethereum Attestation Service (EAS), Optimism, Arweave
- Open-source software, public goods
- Impact verification, NGO tooling, social and environmental good
- Decentralized publishing, creator tools, token-gated access

## Social & community
- GitHub: https://github.com/Pollen-labs
- Twitter/X: https://x.com/PollenLabs_
- LinkedIn: https://www.linkedin.com/company/pollen-labs-org/
- Discord: https://discord.gg/5B3jP2sgWS

## Blog

- [Community Link: Bridging the Digital Divide Through DePIN](https://pollenlabs.org/community-link-depin-wifi-mesh/): A research prototype exploring community-owned WiFi mesh networks using DePIN (Decentralized Physical Infrastructure Networks). Built on OpenWISP, pfSense, freeRadius, and Unlock Protocol to deliver sustainable, affordable internet access in underserved and rural areas. Explores token-gated connectivity and community ownership of network infrastructure.

- [Open Source & the Art of Giving Things Away](https://pollenlabs.org/open-source-the-art-of-giving-things-away/): A long-form piece on why Pollen Labs builds in the open — the philosophy behind open-source as a business model, what it costs, what it creates, and why it produces better software and more honest relationships.

- [Nightjar: Empowering Workers Rights with Anonymity](https://pollenlabs.org/nightjar-workers-rights-anonymity/): Research prototype using zero-knowledge proofs and UniRep to give workers a private, verifiable way to report workplace issues and organize without exposing their identity.

- [Ivy Network: A Decentralized Micro-Economy Workforce](https://pollenlabs.org/ivy-network-decentralized-research-workforce/): Research exploring decentralized workforce coordination using state channels, UniRep, and privacy-preserving economics for micro-task and gig work.

- [Channel 4: Reviving Content Discovery with Community](https://pollenlabs.org/channel-4-content-discovery/): A prototype reimagining content discovery through community curation and state channel economics, reducing dependence on algorithmic recommendation systems.

- [Daisy: Privacy-Preserving Platform for Information Transparency in Journalism](https://pollenlabs.org/daisy-privacy-preserving-journalism/): Research into anonymous, verifiable journalism tooling using Semaphore and UniRep — protecting sources while enabling accountability.

## Optional
- [Sitemap index](https://pollenlabs.org/sitemap_index.xml)

접근성

JavaScript 없이 콘텐츠 이용 가능 (100/100)

Content available without JavaScript

HTML에서 콘텐츠가 빠른 위치에 배치 (50/100)

Main content starts at 56% of HTML

적절한 페이지 크기 (100/100)

Page size: 77KB

AI 발견 가능성

robots.txt가 AI 봇 허용 (100/100)

All major AI search bots allowed

Markdown for Agents 지원 (45/100) Application
✗ Accept: text/markdown ✓ .md URL ✓ <link> tag ✗ Link header YAML frontmatter (enriched)

발견은 되지만 협상은 안 됩니다. HTML을 읽는 에이전트는 .md 버전을 찾지만, 페이지를 직접 요청하는 에이전트는 여전히 HTML을 받습니다. Accept: text/markdown에 응답하면 두 경우 모두 해결됩니다.

sitemap.xml 있음 (100/100)

Sitemap found

robots.txt 파일 있음 (100/100)

robots.txt exists

llms.txt 파일 있음 (100/100)

llms.txt exists and is valid

Content-Signal 있음 (robots.txt 또는 HTTP 헤더) (60/100)
✓ robots.txt ✗ HTTP header ✗ Policy

구조화 데이터

Schema.org / JSON-LD 있음 (100/100)

JSON-LD found: WebPage, ImageObject, BreadcrumbList, WebSite, Organization, WebPage

Open Graph 태그 있음 (100/100)

All OG tags present

메타 설명 있음 (100/100)

Meta description: 291 chars

정규 URL 있음 (100/100)

Canonical URL present

lang 속성 있음 (100/100)

lang="en-US"

시맨틱 HTML

올바른 제목 계층 구조 (70/100)

2 heading level skip(s)

article 또는 main 요소 사용 (100/100)

Has <main>

시맨틱 HTML 요소 사용 (37/100)

20 semantic elements, 158 divs (ratio: 11%)

의미 있는 이미지 alt 속성 (88/100)

7/8 images with meaningful alt text (5 decorative, not counted)

낮은 div 중첩 깊이 (100/100)

Avg div depth: 3.0, max: 12

콘텐츠 효율성

양호한 토큰 감소율 (100/100)

98% token reduction (HTML→Markdown)

양호한 콘텐츠 대 잡음 비율 (0/100)

Content ratio: 2.7% (2113 content chars / 79299 HTML bytes)

적절한 페이지 무게 (100/100)

HTML size: 77KB

최소한의 인라인 스타일 (100/100)

3/512 elements with inline styles (0.6%)

{
  "url": "https://pollenlabs.org/",
  "timestamp": 1786998933317,
  "fetch": {
    "mode": "simple",
    "timeMs": 447,
    "htmlSizeBytes": 79299,
    "supportsMarkdown": false,
    "markdownAgents": {
      "contentNegotiation": false,
      "mdUrl": {
        "found": true,
        "url": "https://pollenlabs.org/index.md"
      },
      "linkTag": {
        "found": true,
        "url": "https://pollenlabs.org/index.md"
      },
      "linkHeader": {
        "found": false,
        "url": null
      },
      "responseHeaders": {
        "contentSignal": null,
        "xMarkdownTokens": null,
        "vary": "Accept-Encoding,User-Agent,User-Agent"
      },
      "frontmatter": {
        "present": true,
        "fields": [
          "title",
          "id",
          "type",
          "slug",
          "published_at",
          "modified_at",
          "url",
          "markdown_url",
          "excerpt"
        ],
        "level": "enriched"
      },
      "level": "application"
    },
    "statusCode": 200
  },
  "extraction": {
    "title": "Home | Pollen labs : Design & Dev Studio for Mission-Driven Teams",
    "excerpt": "Building a better world through open-source & blockchain technology. We are a highly skilled and dedicated team, driven by our commitment to innovation and technology. With roots in the Ethereum Foundation, we unite expertise across diverse fields to create meaningful, real-world solutions.",
    "byline": null,
    "siteName": "Pollen labs",
    "lang": "en-US",
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  "markdown": "## Where Philosophy Meets Creativity\n\nWe believe great product design always starts with a philosophy.\n\n![](https://pollenlabs.org/wp-content/uploads/2026/03/Torn-paper-scaled.png)\n\n## We are Product Builders that Empower Organizations\n\nOur craftsmanship stands as a digital pillar of design thinking & innovative technologies orchestration.\n\nTrusted and Supported by\n\n [![Privacy and scaling exploration](https://pollenlabs.org/wp-content/uploads/2026/03/logo-pse.svg)](https://pse.dev/)[![Ethereum Foundation](https://pollenlabs.org/wp-content/uploads/2026/03/logo-ef.svg) ](https://ethereum.foundation/)[![NXBN](https://pollenlabs.org/wp-content/uploads/2026/03/logo-nxbn.svg) ](https://nxbn.ethereum.foundation/)[![Optimism](https://pollenlabs.org/wp-content/uploads/2026/03/logo-op.svg)](https://optimism.io/collective)\n\n![](https://pollenlabs.org/wp-content/uploads/2026/03/img-torn-paper-bottom.png)\n\n## From Ideas to Reality\n\nWe design and build user-friendly systems for mission-driven teams working with users who value transparency.\n\n## We Create Fluid Solutions that Prioritize Trust, Privacy, and Transparency.\n\nWe're more than a full-service studio, we're partners to those building systems that matter.\n\n### Product Design\n\nFrom discovery to delivery, we shape raw ideas into products that empower teams to excel and meet the needs of their users.\n\n### Solution Development\n\nGrounded in open-source principles, we passionately craft reliable, enduring solutions that reflect the original intention well.\n\n### Digital Presence\n\nBrands people follow. Identity, messaging, and experience crafted to tell a story that sticks.\n\n### Advisory\n\nDecisive product leadership, no fluff. We align teams, sharpen focus, and keep things moving.\n\n![The Thinker](https://pollenlabs.org/wp-content/uploads/2026/04/The-Thinker-2.png)\n\n## Why Partner with Pollen Labs\n\nLong-term thinking infused right from the start.\n\nSolutions that reflect the mission behind them.\n\nDesign thinking that goes deeper than the interface.\n\nMission translated into tangible assets.\n",
  "fullPageMarkdown": "Home | Pollen labs : Design & Dev Studio for Mission-Driven Teams                                        [Skip to content](https://pollenlabs.org/#content)\n\n[![](https://pollenlabs.org/wp-content/uploads/2023/09/full-logo-1.svg)](https://pollenlabs.org/)\n\n[Let's talk](https://pollenlabs.org/contact/)\n\n[![](https://pollenlabs.org/wp-content/uploads/2023/09/full-logo-1.svg)](https://pollenlabs.org/)\n\n[Let's talk](https://pollenlabs.org/contact)\n\n[](https://pollenlabs.org/#elementor-action%3Aaction%3Doff_canvas%3Aopen%26settings%3DeyJpZCI6IjQ0MmYwMzgiLCJkaXNwbGF5TW9kZSI6Im9wZW4ifQ%3D%3D)\n\n[](https://pollenlabs.org/#elementor-action%3Aaction%3Doff_canvas%3Aclose%26settings%3DeyJpZCI6IjQ0MmYwMzgiLCJkaXNwbGF5TW9kZSI6ImNsb3NlIn0%3D)\n\n-   [](https://www.linkedin.com/company/pollen-labs-org/)\n-   [](https://x.com/PollenLabs_)\n-   [](https://discord.gg/5B3jP2sgWS)\n-   [](https://github.com/Pollen-labs)\n-   [](https://www.youtube.com/@Pollen_labs)\n\n# Where Philosophy Meets Creativity\n\nWe believe great product design always starts with a philosophy.\n\n![](https://pollenlabs.org/wp-content/uploads/2026/03/Torn-paper-scaled.png)\n\n## We are Product Builders that Empower Organizations\n\nOur craftsmanship stands as a digital pillar of design thinking & innovative technologies orchestration.\n\nTrusted and Supported by\n\n [![Privacy and scaling exploration](https://pollenlabs.org/wp-content/uploads/2026/03/logo-pse.svg)](https://pse.dev/)[![Ethereum Foundation](https://pollenlabs.org/wp-content/uploads/2026/03/logo-ef.svg) ](https://ethereum.foundation/)[![NXBN](https://pollenlabs.org/wp-content/uploads/2026/03/logo-nxbn.svg) ](https://nxbn.ethereum.foundation/)[![Optimism](https://pollenlabs.org/wp-content/uploads/2026/03/logo-op.svg)](https://optimism.io/collective)\n\n![](https://pollenlabs.org/wp-content/uploads/2026/03/img-torn-paper-bottom.png)\n\n## From Ideas to Reality\n\nWe design and build user-friendly systems for mission-driven teams working with users who value transparency.\n\n-    [![Enaleia Hub](https://pollenlabs.org/wp-content/uploads/2026/03/Enaleia-hub-work-card-cover0.png)\n\n    ###### Enaleia HubSupply-Chain traceability built on Ethereum](https://pollenlabs.org/work/block-flow-enaleia-hub/)\n-    [![Reef.Regen](https://pollenlabs.org/wp-content/uploads/2026/04/Reef.Regn-16x9-cover.png)\n\n    ###### Reef.RegenCoral restoration written onchain](https://pollenlabs.org/work/reef-regen/)\n-    [![Anon Aadhaar](https://pollenlabs.org/wp-content/uploads/2026/04/workcard-Anon-Aadhaar-featured-scaled.png)\n\n    ###### Anon AadhaarBlending privacy into a vivid culture](https://pollenlabs.org/work/anon-aadhaar/)\n\n[See more](https://pollenlabs.org/work)\n\n## We Create Fluid Solutions that Prioritize Trust, Privacy, and Transparency.\n\nWe're more than a full-service studio, we're partners to those building systems that matter.\n\n### Product Design\n\nFrom discovery to delivery, we shape raw ideas into products that empower teams to excel and meet the needs of their users.\n\n### Solution Development\n\nGrounded in open-source principles, we passionately craft reliable, enduring solutions that reflect the original intention well.\n\n### Digital Presence\n\nBrands people follow. Identity, messaging, and experience crafted to tell a story that sticks.\n\n### Advisory\n\nDecisive product leadership, no fluff. We align teams, sharpen focus, and keep things moving.\n\n[Learn more](https://pollenlabs.org/about)\n\n![The Thinker](https://pollenlabs.org/wp-content/uploads/2026/04/The-Thinker-2.png)\n\n## Why Partner with Pollen Labs\n\nLong-term thinking infused right from the start.\n\nSolutions that reflect the mission behind them.\n\nDesign thinking that goes deeper than the interface.\n\nMission translated into tangible assets.\n\n#### Let's build something impactful\n\n[Book a meeting](https://pollenlabs.org/contact)\n\n-   [](https://www.linkedin.com/company/pollen-labs-org/)\n-   [](https://x.com/PollenLabs_)\n-   [](https://www.instagram.com/pollen_labs/)\n-   [](https://www.youtube.com/@Pollen_labs)\n",
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  "llmsTxtPreview": "# Pollen labs\n\n> Building a better world through open-source & blockchain technology. We are a highly skilled and dedicated team, driven by our commitment to innovation and technology. With roots in the Ethereum Foundation, we unite expertise across diverse fields to create meaningful, real-world solutions.\n\n## Documentation\n- [FAQ](https://pollenlabs.org/faq/)\n\n## Main\n- [Home | Pollen labs : Design & Dev Studio for Mission-Driven Teams](https://pollenlabs.org/): Building a better world through open-source & blockchain technology. We are a highly skilled and dedicated team, driven…\n- [About](https://pollenlabs.org/about/)\n- [Work](https://pollenlabs.org/work/)\n\n## Blog\n- [Blog](https://pollenlabs.org/blog/)\n\n## Support\n- [Let's talk](https://pollenlabs.org/contact/)\n- [Let's talk](https://pollenlabs.org/contact)\n- [FAQ](https://pollenlabs.org/faq/)\n\n",
  "llmsTxtExisting": "# Pollen Labs\n\n> Pollen Labs is a design-led product studio based in Montréal, Canada. We design and build digital products end to end — UX research, product strategy, frontend, backend, and mobile. Our work focuses on making complex systems legible and trustworthy: traceability infrastructure, impact verification tools, open-source public goods, and Web3 UX. We have deep roots in the Ethereum Foundation's Privacy & Scaling Explorations (PSE) team and have been building open-source products since 2023. We are a small, senior team — not an agency, not a consultancy. We ship working products and take ownership of decisions.\n\n## Who we are\n- **Studio type:** Design-led product studio\n- **Founded:** 2023, spun out of the Ethereum Foundation's PSE team\n- **Location:** Montreal, Quebec, Canada (EST) — working with clients globally\n- **Co-founders:** Chiali Tsai (design lead, 16+ years experience) and Sebastien Dontigny (strategy)\n- **Working language:** English and French\n- **Open source:** Core commitment — we build in the open when the project allows\n\n## What we do\n- End-to-end product design and development (UX, frontend, backend, mobile)\n- Traceability and trust systems for supply chains, impact organizations, and circular economy brands\n- Web3 and blockchain UX — wallets, DAOs, zero-knowledge proof interfaces, onchain data dashboards\n- Brand design and design sprints (2-week engagements)\n- Open-source public goods for environmental and social impact\n\n## How we work\n- Engagements run 6–16 weeks for full builds; 2-week sprints available for focused scope (e.g. brand design)\n- Async-first, time-zone flexible\n- We don't hand off wireframes — we own the build start to finish\n- Open to early-stage and undefined projects; we help shape the problem before solving it\n\n## Pages\n- [FAQ](https://pollenlabs.org/faq/)\n- [Home](https://pollenlabs.org/)\n- [About](https://pollenlabs.org/about/)\n- [Contact](https://pollenlabs.org/contact/)\n- [Work](https://pollenlabs.org/work/)\n- [Blog](https://pollenlabs.org/blog/)\n\n## Works\n\n- [Enaleia Hub](https://pollenlabs.org/work/block-flow-enaleia-hub/): Supply-chain traceability infrastructure built on Ethereum for Enaleia, a Mediterranean ocean plastic recovery network. A lightweight system that turns real-world supply-chain actions into verifiable, tamper-proof blockchain records using Ethereum Attestation Service. Includes a cross-platform mobile app for field workers (fishers, recyclers, manufacturers) to log collections and transformations via QR codes, and a public-facing dashboard that renders the full material journey from ocean to product. Works offline in low-connectivity ports. Built with React Native, Expo, Directus, and EAS. Now being productized as a digital product passport service for circular economy brands and NGOs.\n\n- [Reef.Regen](https://pollenlabs.org/work/reef-regen/): An open-source platform for coral restoration communities to share their work and track progress over time. Built with MesoReef DAO. Actions are recorded as attestations on the Ethereum blockchain (Optimism network, under 1 cent per transaction — paid by Pollen Labs as a public good). Includes a public map for discovery, step-by-step restoration submission forms, IPFS document storage, and species tracking. Released as free, open-source tools with support from the Optimism Collective. Built with Ethereum Attestation Service, Web3Auth, and Supabase.\n\n- [Anon Aadhaar](https://pollenlabs.org/work/anon-aadhaar/): A zero-knowledge protocol mobile app that lets people prove they hold a valid Indian Aadhaar identity document while revealing only the minimum required information. Built for the Ethereum Foundation's PSE team. Design focused on making privacy-preserving cryptography accessible to developers, using culturally grounded Indian visual language — mudras, bold color, architectural motifs — to make the experience feel human rather than technical. Built with React Native and the Anon Aadhaar ZK protocol.\n\n- [Impact Reef](https://pollenlabs.org/work/impact-reef/): A shared interface for measuring and recognizing impact across the Optimism ecosystem. Helps project builders, evaluators, and badgeholders align on what \"impact\" means, document evidence, and turn evaluations into a transparent, comparable track record. Designed with a \"convenience with a nerdy spine\" philosophy — lightweight and browsable on the surface, rigorous underneath. Built with Ethereum Attestation Service.\n\n- [UniRep Social](https://pollenlabs.org/work/unirep-social/): One of the first social products to bring zero-knowledge proof technology into everyday interaction. A community app built on the UniRep protocol (Ethereum) where users post, comment, and vote using short-lived anonymous personas. Reputation exists but doesn't permanently identify users. Design emphasized a neutral, low-emotion interface to reduce social priming and tribal cues — community based on ideas, not identities.\n\n- [HEADLINE](https://pollenlabs.org/work/headline/): A decentralized publishing platform built on Unlock Protocol, designed to help creators publish, monetize, and build community with stronger ownership. Explores token-gated access and onchain membership as an alternative to platform-controlled subscriptions. Built with Unlock Protocol, Ceramic Network, and Lit Protocol.\n\n- [VoiceDeck](https://pollenlabs.org/work/voicedeck-retroactive-funding/): A platform empowering citizen-led impact journalism through retroactive funding. Built in partnership with the Next Billion Fellowship. Pollen Labs designed and developed both the VoiceDeck website and app (November 2023 – March 2024). Open-source public good.\n\n## Core topics and expertise\n- Product design, UX research, design systems, brand identity\n- Traceability, supply chain transparency, digital product passports\n- Circular economy, environmental data infrastructure, ocean plastic recovery\n- Blockchain, Ethereum, Web3, zero-knowledge proofs, privacy-preserving systems\n- Ethereum Attestation Service (EAS), Optimism, Arweave\n- Open-source software, public goods\n- Impact verification, NGO tooling, social and environmental good\n- Decentralized publishing, creator tools, token-gated access\n\n## Social & community\n- GitHub: https://github.com/Pollen-labs\n- Twitter/X: https://x.com/PollenLabs_\n- LinkedIn: https://www.linkedin.com/company/pollen-labs-org/\n- Discord: https://discord.gg/5B3jP2sgWS\n\n## Blog\n\n- [Community Link: Bridging the Digital Divide Through DePIN](https://pollenlabs.org/community-link-depin-wifi-mesh/): A research prototype exploring community-owned WiFi mesh networks using DePIN (Decentralized Physical Infrastructure Networks). Built on OpenWISP, pfSense, freeRadius, and Unlock Protocol to deliver sustainable, affordable internet access in underserved and rural areas. Explores token-gated connectivity and community ownership of network infrastructure.\n\n- [Open Source & the Art of Giving Things Away](https://pollenlabs.org/open-source-the-art-of-giving-things-away/): A long-form piece on why Pollen Labs builds in the open — the philosophy behind open-source as a business model, what it costs, what it creates, and why it produces better software and more honest relationships.\n\n- [Nightjar: Empowering Workers Rights with Anonymity](https://pollenlabs.org/nightjar-workers-rights-anonymity/): Research prototype using zero-knowledge proofs and UniRep to give workers a private, verifiable way to report workplace issues and organize without exposing their identity.\n\n- [Ivy Network: A Decentralized Micro-Economy Workforce](https://pollenlabs.org/ivy-network-decentralized-research-workforce/): Research exploring decentralized workforce coordination using state channels, UniRep, and privacy-preserving economics for micro-task and gig work.\n\n- [Channel 4: Reviving Content Discovery with Community](https://pollenlabs.org/channel-4-content-discovery/): A prototype reimagining content discovery through community curation and state channel economics, reducing dependence on algorithmic recommendation systems.\n\n- [Daisy: Privacy-Preserving Platform for Information Transparency in Journalism](https://pollenlabs.org/daisy-privacy-preserving-journalism/): Research into anonymous, verifiable journalism tooling using Semaphore and UniRep — protecting sources while enabling accountability.\n\n## Optional\n- [Sitemap index](https://pollenlabs.org/sitemap_index.xml)",
  "emergingProtocols": {
    "oauthProtectedResource": {
      "exists": false,
      "url": "https://pollenlabs.org/.well-known/oauth-protected-resource"
    },
    "oauthDiscovery": {
      "exists": false,
      "url": "https://pollenlabs.org/.well-known/oauth-authorization-server"
    },
    "mcpServerCard": {
      "exists": false,
      "url": "https://pollenlabs.org/.well-known/mcp/server-card.json",
      "draft": true
    },
    "a2aAgentCard": {
      "exists": false,
      "url": "https://pollenlabs.org/.well-known/agent-card.json"
    },
    "apiCatalog": {
      "exists": false,
      "url": "https://pollenlabs.org/.well-known/api-catalog"
    },
    "agentSkills": {
      "exists": false,
      "url": "https://pollenlabs.org/.well-known/agent-skills/index.json",
      "draft": true
    },
    "count": 0,
    "total": 6
  },
  "botAccess": {
    "probed": true,
    "bot": "OAI-SearchBot",
    "controlStatus": 200,
    "botStatus": 200,
    "discriminates": false,
    "refusedAsBot": false,
    "edge": null,
    "verifiable": false,
    "detail": "This origin answers OAI-SearchBot exactly as it answers any other client (200). No edge-level filtering of AI crawlers observed."
  },
  "snippets": [
    {
      "id": "fix_heading_hierarchy",
      "title": "Fix heading hierarchy",
      "description": "Your page has 1 <h1> elements. Keep only one. Demote the rest to <h2>.",
      "language": "html",
      "code": "<!-- Keep only one <h1> per page -->\n<h1>Home | Pollen labs : Design & Dev Studio for Mission-Driven Teams</h1>",
      "filename": "<main> or <article>"
    },
    {
      "id": "add_markdown_negotiation",
      "title": "Support Markdown for Agents",
      "description": "Let AI agents request a clean Markdown version of any page via content negotiation, .md alternate URLs, link tags or Link headers.",
      "language": "html",
      "code": "<!-- Mechanism 3: link tag advertising the .md alternate -->\n<link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">",
      "filename": "<head>",
      "stacks": [
        {
          "id": "html",
          "label": "HTML <head>",
          "language": "html",
          "filename": "<head>",
          "code": "<!-- Mechanism 3: link tag advertising the .md alternate -->\n<link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">"
        },
        {
          "id": "express",
          "label": "Express",
          "language": "javascript",
          "filename": "server.js",
          "code": "// Mechanisms 1 + 4: content negotiation + Link header\napp.get('/page', (req, res) => {\n  res.setHeader('Vary', 'Accept');\n  res.setHeader('Link', '</page.md>; rel=\"alternate\"; type=\"text/markdown\"');\n  if ((req.headers.accept || '').includes('text/markdown')) {\n    res.type('text/markdown; charset=utf-8');\n    return res.send(renderMarkdown('page'));\n  }\n  res.render('page');\n});"
        },
        {
          "id": "fastify",
          "label": "Fastify",
          "language": "javascript",
          "filename": "server.js",
          "code": "// Mechanisms 1 + 4: content negotiation + Link header\nfastify.get('/page', async (req, reply) => {\n  reply.header('Vary', 'Accept');\n  reply.header('Link', '</page.md>; rel=\"alternate\"; type=\"text/markdown\"');\n  if ((req.headers.accept || '').includes('text/markdown')) {\n    return reply.type('text/markdown; charset=utf-8').send(renderMarkdown('page'));\n  }\n  return reply.view('/page.ejs');\n});"
        },
        {
          "id": "nextjs",
          "label": "Next.js",
          "language": "typescript",
          "filename": "app/page/route.ts",
          "code": "// Next.js App Router — Route Handler returning Markdown\nimport { NextRequest } from 'next/server';\nimport { renderMarkdown } from '@/lib/md';\nexport async function GET(req: NextRequest) {\n  const accept = req.headers.get('accept') || '';\n  if (accept.includes('text/markdown')) {\n    return new Response(await renderMarkdown('page'), {\n      headers: {\n        'Content-Type': 'text/markdown; charset=utf-8',\n        'Vary': 'Accept',\n      },\n    });\n  }\n  // Fall through to the page component\n  return new Response(null, { status: 404 });\n}"
        },
        {
          "id": "wordpress",
          "label": "WordPress",
          "language": "php",
          "filename": "functions.php",
          "code": "<?php\n// Mechanism 1: respond to Accept: text/markdown on the same URL\nadd_action('template_redirect', function () {\n    if (!is_singular()) return;\n    $accept = $_SERVER['HTTP_ACCEPT'] ?? '';\n    if (strpos($accept, 'text/markdown') === false) return;\n    header('Content-Type: text/markdown; charset=utf-8');\n    header('Vary: Accept');\n    $post = get_queried_object();\n    echo \"# \" . get_the_title($post) . \"\\n\\n\";\n    echo wp_strip_all_tags(apply_filters('the_content', $post->post_content));\n    exit;\n});"
        },
        {
          "id": "static",
          "label": "Hugo / Jekyll / Astro",
          "language": "txt",
          "filename": "static/page.md",
          "code": "# Mechanism 2: serve .md alongside .html\n# Hugo: place page.md in /static/ — built unchanged\n# Jekyll: drop page.md in /assets/ — copied as-is\n# Astro: src/pages/page.md.ts that exports a GET returning markdown\n\n# Then advertise with mechanism 3 in <head>:\n#   <link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">"
        }
      ]
    }
  ]
}

API를 사용하여 프로그래밍 방식으로 가져올 수 있습니다 (곧 출시)

이 JSON은 내부용입니다 — Markdown 및 llms.txt 파일과 달리 사이트에 업로드하기 위한 것이 아닙니다. 시간에 따른 점수 추적을 위한 기준값으로 저장하거나, 개발팀과 공유하거나, CI/CD 파이프라인에 통합하세요.

결과 공유

또는 AI에게 개선 방법을 물어보세요

다른 의견도 들어보시겠어요?

Cloudflare에도 무료 스캐너가 있는데, 던지는 질문이 다릅니다. 그쪽은 에이전트가 호출할 수 있도록 사이트가 게시한 것(MCP 서버 카드, Agent Skills, API 카탈로그, DNS 레코드)을 채점합니다. 저희는 에이전트가 콘텐츠에 도달해 읽고 이해할 수 있는지를 채점합니다. 한쪽은 좋고 다른 쪽은 나쁠 수 있으니 두 점수가 다른 것은 당연합니다. 서로 다른 질문에 대한 답이고, 둘 다 알아둘 가치가 있습니다.

Cloudflare로 pollenlabs.org 검사하기

배지 삽입

이 배지를 사이트에 추가하세요. AI 준비도 점수가 변경되면 자동으로 업데이트됩니다.

AgentReady.md score for pollenlabs.org
Script 권장
<script src="https://agentready.md/badge.js" data-id="4b550fc1-8861-4644-912a-bfee4bb204b1" data-domain="pollenlabs.org"></script>
Markdown
[![AgentReady.md score for pollenlabs.org](https://agentready.md/badge/pollenlabs.org.svg)](https://agentready.md/ko/r/pollenlabs.org)

곧 출시: 전체 도메인 분석

전체 도메인을 크롤링하고, llms.txt를 생성하고, AI 준비도 점수를 시간에 따라 모니터링하세요. 대기자 명단에 등록하여 알림을 받으세요.

명단에 등록되었습니다! 서비스 출시 시 알려드리겠습니다.