已验证的 AgentReady.md 证书
签发于 sig: 6102072e50781fc4 验证 →

已分析URL

https://pollenlabs.org/

测量于2周前

分析另一个URL

AI-Ready评分

良好

/ 100

Token节省量

HTML Token 21.721
Markdown Token 460
节省 98%

评分详情

可访问性 88/100
AI可发现性 85/100
结构化数据 100/100
语义化HTML 77/100
内容效率 70/100

新兴协议

已检测到 0/6

AI代理查找的well-known端点。检测到意味着代理可以自动发现并连接到您的服务。

  • 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

分数不会自己保持不变。 监控功能尚未上线——加入名单,上线时通知你。

您已加入名单!服务上线时我们会通知您。

我们测到的 Content ratio: 2.7% (2113 content chars / 79299 HTML bytes)

您的页面实际内容与总HTML的比率较低。页面重量的大部分是标记、脚本或样式而非内容。

如何实施

将CSS移至外部样式表,删除内联样式,最小化JavaScript,确保HTML专注于内容结构。

粘贴到编码智能体中让它完成修复

我们测到的 Application level — .md URL (https://pollenlabs.org/index.md), <link> tag

您的网站不支持Markdown for Agents。此Cloudflare标准允许AI代理以markdown格式请求内容,减少约80%的令牌使用。

如何实施

实现以下一项或多项:(1) 使用markdown内容响应Accept: text/markdown。(2) 提供.md URL(例如/page.md)。(3) 添加<link rel="alternate" type="text/markdown">标签。(4) 添加Link HTTP标头用于markdown发现。

粘贴到编码智能体中让它完成修复

我们测到的 20 semantic elements, 158 divs (ratio: 11%)

您的页面大量依赖<div>元素。<section>、<nav>、<header>、<footer>和<aside>等语义元素为AI代理提供有意义的结构。

如何实施

将通用<div>容器替换为适当的语义元素。对主题分组使用<section>,导航使用<nav>,页面/区块的头部和底部使用<header>/<footer>。

粘贴到编码智能体中让它完成修复

我们测到的 2 heading level skip(s)

您的标题结构存在问题(跳级或多个h1标签)。清晰的层级帮助AI代理理解内容组织。

如何实施

确保每页只有一个<h1>,标题按顺序排列:h1 > h2 > h3。不要跳级(例如从h1直接到h3)。

粘贴到编码智能体中让它完成修复
Markdown Token: 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)

将此文件上传到服务器的/index.md,以便AI代理可以访问页面的干净版本。您也可以配置Accept: text/markdown内容协商以自动提供。

我们的建议

下载llms.txt
# 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/)

完整llms.txt需要全域分析(即将推出)

将此文件上传到域名根目录的https://pollenlabs.org/llms.txt。ChatGPT、Claude和Perplexity等AI代理会检查此文件以了解您的网站结构。

该网站已有llms.txt文件。

格式有效
# 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)

可访问性

无需JavaScript即可获取内容 (100/100)

Content available without JavaScript

内容在HTML中位置靠前 (50/100)

Main content starts at 56% of HTML

合理的页面大小 (100/100)

Page size: 77KB

AI可发现性

robots.txt允许AI机器人 (100/100)

All major AI search bots allowed

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

可被发现,但无法协商:读取你 HTML 的智能体能找到 .md 版本,而直接请求页面的智能体仍会拿到 HTML。响应 Accept: text/markdown 可以同时覆盖这两种情况。

有sitemap.xml (100/100)

Sitemap found

有robots.txt文件 (100/100)

robots.txt exists

有llms.txt文件 (100/100)

llms.txt exists and is valid

有Content-Signal(robots.txt或HTTP标头) (60/100)
✓ robots.txt ✗ HTTP header ✗ Policy

结构化数据

有Schema.org / JSON-LD (100/100)

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

有Open Graph标签 (100/100)

All OG tags present

有meta描述 (100/100)

Meta description: 291 chars

有规范URL (100/100)

Canonical URL present

有lang属性 (100/100)

lang="en-US"

语义化HTML

正确的标题层级 (70/100)

2 heading level skip(s)

使用article或main元素 (100/100)

Has <main>

使用语义化HTML元素 (37/100)

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

有意义的图片alt属性 (88/100)

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

较低的div嵌套深度 (100/100)

Avg div depth: 3.0, max: 12

内容效率

良好的Token减少比率 (100/100)

98% token reduction (HTML→Markdown)

良好的内容与噪声比 (0/100)

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

合理的页面重量 (100/100)

HTML size: 77KB

最少的内联样式 (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",
    "contentLength": 2113,
    "metadata": {
      "description": "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.",
      "ogTitle": "Home | Pollen labs : Design & Dev Studio for Mission-Driven Teams",
      "ogDescription": "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.",
      "ogImage": "https://pollenlabs.org/wp-content/uploads/2026/05/PL_home-cover.png",
      "ogType": "website",
      "canonical": "https://pollenlabs.org/",
      "lang": "en-US",
      "schemas": [
        {
          "@type": "WebPage",
          "@id": "https://pollenlabs.org/",
          "url": "https://pollenlabs.org/",
          "name": "Home | Pollen labs : Design & Dev Studio for Mission-Driven Teams",
          "isPartOf": {
            "@id": "https://pollenlabs.org/#website"
          },
          "about": {
            "@id": "https://pollenlabs.org/#organization"
          },
          "primaryImageOfPage": {
            "@id": "https://pollenlabs.org/#primaryimage"
          },
          "image": {
            "@id": "https://pollenlabs.org/#primaryimage"
          },
          "thumbnailUrl": "https://pollenlabs.org/wp-content/uploads/2026/05/PL_home-cover.png",
          "datePublished": "2023-09-07T21:54:46+00:00",
          "dateModified": "2026-06-29T20:56:09+00:00",
          "description": "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.",
          "breadcrumb": {
            "@id": "https://pollenlabs.org/#breadcrumb"
          },
          "inLanguage": "en-US",
          "potentialAction": [
            {
              "@type": "ReadAction",
              "target": [
                "https://pollenlabs.org/"
              ]
            }
          ]
        },
        {
          "@type": "ImageObject",
          "inLanguage": "en-US",
          "@id": "https://pollenlabs.org/#primaryimage",
          "url": "https://pollenlabs.org/wp-content/uploads/2026/05/PL_home-cover.png",
          "contentUrl": "https://pollenlabs.org/wp-content/uploads/2026/05/PL_home-cover.png",
          "width": 1920,
          "height": 1080
        },
        {
          "@type": "BreadcrumbList",
          "@id": "https://pollenlabs.org/#breadcrumb",
          "itemListElement": [
            {
              "@type": "ListItem",
              "position": 1,
              "name": "Home"
            }
          ]
        },
        {
          "@type": "WebSite",
          "@id": "https://pollenlabs.org/#website",
          "url": "https://pollenlabs.org/",
          "name": "Pollen Labs",
          "description": "Let&#039;s build something impactful",
          "publisher": {
            "@id": "https://pollenlabs.org/#organization"
          },
          "potentialAction": [
            {
              "@type": "SearchAction",
              "target": {
                "@type": "EntryPoint",
                "urlTemplate": "https://pollenlabs.org/?s={search_term_string}"
              },
              "query-input": {
                "@type": "PropertyValueSpecification",
                "valueRequired": true,
                "valueName": "search_term_string"
              }
            }
          ],
          "inLanguage": "en-US"
        },
        {
          "@type": "Organization",
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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)",
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    },
    {
      "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\">"
        }
      ]
    }
  ]
}

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