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https://pollenlabs.org/
Medido hace 2 semanas
Puntuación AI-Ready
Bueno
de 100
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OAuth Protected Resource RFC 9728
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OAuth Discovery RFC 8414
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MCP Server Card SEP-1649 draft
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A2A Agent Card A2A v1.0
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API Catalog RFC 9727
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Agent Skills index Discovery RFC v0.2.0 draft
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Lo que medimos Content ratio: 2.7% (2113 content chars / 79299 HTML bytes)
Tu página tiene un bajo ratio de contenido real respecto al HTML total. Gran parte del peso de la página es marcado, scripts o estilos en lugar de contenido.
Cómo implementarlo
Mueve el CSS a hojas de estilo externas, elimina los estilos en línea, minimiza el JavaScript y asegúrate de que el HTML se centre en la estructura del contenido.
Lo que medimos Application level — .md URL (https://pollenlabs.org/index.md), <link> tag
Tu sitio no soporta Markdown for Agents. Este estándar de Cloudflare permite a los agentes IA solicitar contenido en formato markdown, reduciendo el uso de tokens en ~80%.
Cómo implementarlo
Implementa uno o más: (1) Responder a Accept: text/markdown con contenido markdown. (2) Servir URLs .md (ej: /pagina.md). (3) Añadir etiquetas <link rel="alternate" type="text/markdown">. (4) Añadir cabeceras HTTP Link para descubrimiento markdown.
Lo que medimos 20 semantic elements, 158 divs (ratio: 11%)
Tu página depende en gran medida de elementos <div>. Los elementos semánticos como <section>, <nav>, <header>, <footer> y <aside> proporcionan una estructura significativa para los AI agents.
Cómo implementarlo
Reemplaza los contenedores <div> genéricos con los elementos semánticos apropiados. Usa <section> para grupos temáticos, <nav> para navegación, <header>/<footer> para cabeceras y pies de página o sección.
Lo que medimos 2 heading level skip(s)
La estructura de encabezados tiene problemas (niveles saltados o múltiples etiquetas h1). Una jerarquía limpia ayuda a los AI agents a comprender la organización del contenido.
Cómo implementarlo
Asegúrate de tener exactamente un <h1> por página y que los encabezados sigan un orden secuencial: h1 > h2 > h3. No saltes niveles (por ejemplo, de h1 directamente a h3).
## Where Philosophy Meets Creativity We believe great product design always starts with a philosophy.  ## We are Product Builders that Empower Organizations Our craftsmanship stands as a digital pillar of design thinking & innovative technologies orchestration. Trusted and Supported by [](https://pse.dev/)[ ](https://ethereum.foundation/)[ ](https://nxbn.ethereum.foundation/)[](https://optimism.io/collective)  ## 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.  ## 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/)
[Let's talk](https://pollenlabs.org/contact/)
[](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.

## We are Product Builders that Empower Organizations
Our craftsmanship stands as a digital pillar of design thinking & innovative technologies orchestration.
Trusted and Supported by
[](https://pse.dev/)[ ](https://ethereum.foundation/)[ ](https://nxbn.ethereum.foundation/)[](https://optimism.io/collective)

## From Ideas to Reality
We design and build user-friendly systems for mission-driven teams working with users who value transparency.
- [
###### Enaleia HubSupply-Chain traceability built on Ethereum](https://pollenlabs.org/work/block-flow-enaleia-hub/)
- [
###### Reef.RegenCoral restoration written onchain](https://pollenlabs.org/work/reef-regen/)
- [
###### 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)

## 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)
Sube este archivo como /index.md en tu servidor para que los AI agents puedan acceder a una versión limpia de tu página. También puedes configurar la negociación de contenido Accept: text/markdown para servirlo automáticamente.
Nuestra recomendación
# 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/)
El llms.txt completo requiere un análisis de todo el dominio (próximamente)
Sube este archivo a https://pollenlabs.org/llms.txt en la raíz de tu dominio. Los AI agents como ChatGPT, Claude y Perplexity consultan este archivo para comprender la estructura de tu sitio.
Este sitio ya tiene un archivo llms.txt.
Formato válido# 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)
Accesibilidad
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Visibilidad para IA
All major AI search bots allowed
Descubrible, pero sin negociación: un agente que lee tu HTML encuentra la versión .md; uno que pide la página directamente sigue recibiendo HTML. Responder a Accept: text/markdown cubre los dos casos.
Sitemap found
robots.txt exists
llms.txt exists and is valid
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Canonical URL present
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HTML semántico
2 heading level skip(s)
Has <main>
20 semantic elements, 158 divs (ratio: 11%)
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Eficiencia del contenido
98% token reduction (HTML→Markdown)
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HTML size: 77KB
3/512 elements with inline styles (0.6%)
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"markdown": "## Where Philosophy Meets Creativity\n\nWe believe great product design always starts with a philosophy.\n\n\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 [](https://pse.dev/)[ ](https://ethereum.foundation/)[ ](https://nxbn.ethereum.foundation/)[](https://optimism.io/collective)\n\n\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\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/)\n\n[Let's talk](https://pollenlabs.org/contact/)\n\n[](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\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 [](https://pse.dev/)[ ](https://ethereum.foundation/)[ ](https://nxbn.ethereum.foundation/)[](https://optimism.io/collective)\n\n\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- [\n\n ###### Enaleia HubSupply-Chain traceability built on Ethereum](https://pollenlabs.org/work/block-flow-enaleia-hub/)\n- [\n\n ###### Reef.RegenCoral restoration written onchain](https://pollenlabs.org/work/reef-regen/)\n- [\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\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",
"markdownStats": {
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},
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},
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"score": 45,
"weight": 20,
"evidence": "plausible",
"details": "Application level — .md URL (https://pollenlabs.org/index.md), <link> tag"
},
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"weight": 15,
"evidence": "plausible",
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"details": "robots.txt: search=yes, ai-input=yes, ai-train=no"
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"checks": {
"has_schema_org": {
"score": 100,
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"evidence": "proven",
"details": "JSON-LD found: WebPage, ImageObject, BreadcrumbList, WebSite, Organization, WebPage"
},
"has_open_graph": {
"score": 100,
"weight": 20,
"evidence": "plausible",
"details": "All OG tags present"
},
"has_meta_description": {
"score": 100,
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},
"has_lang_attribute": {
"score": 100,
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"details": "lang=\"en-US\""
}
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"checks": {
"proper_heading_hierarchy": {
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"details": "2 heading level skip(s)"
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"evidence": "plausible",
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"weight": 20,
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},
"meaningful_alt_texts": {
"score": 88,
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"details": "7/8 images with meaningful alt text (5 decorative, not counted)"
},
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"weight": 10,
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"details": "Avg div depth: 3.0, max: 12"
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"weight": 30,
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"details": "Content ratio: 2.7% (2113 content chars / 79299 HTML bytes)"
},
"reasonable_page_weight": {
"score": 100,
"weight": 20,
"evidence": "speculative",
"details": "HTML size: 77KB"
},
"minimal_inline_styles": {
"score": 100,
"weight": 10,
"evidence": "speculative",
"details": "3/512 elements with inline styles (0.6%)"
}
}
}
}
},
"recommendations": [
{
"id": "improve_content_ratio",
"priority": "high",
"category": "contentEfficiency",
"titleKey": "rec.improve_content_ratio.title",
"descriptionKey": "rec.improve_content_ratio.description",
"howToKey": "rec.improve_content_ratio.howto",
"effort": "moderate",
"estimatedImpact": 3,
"maxImpact": 3,
"evidence": "speculative",
"checkScore": 0,
"checkDetails": "Content ratio: 2.7% (2113 content chars / 79299 HTML bytes)"
},
{
"id": "add_markdown_negotiation",
"priority": "high",
"category": "aiDiscoverability",
"titleKey": "rec.add_markdown_negotiation.title",
"descriptionKey": "rec.add_markdown_negotiation.description",
"howToKey": "rec.add_markdown_negotiation.howto",
"effort": "significant",
"estimatedImpact": 2.8,
"maxImpact": 5,
"evidence": "plausible",
"checkScore": 45,
"checkDetails": "Application level — .md URL (https://pollenlabs.org/index.md), <link> tag"
},
{
"id": "add_semantic_elements",
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"titleKey": "rec.add_semantic_elements.title",
"descriptionKey": "rec.add_semantic_elements.description",
"howToKey": "rec.add_semantic_elements.howto",
"effort": "moderate",
"estimatedImpact": 1.9,
"maxImpact": 3,
"evidence": "plausible",
"checkScore": 37,
"checkDetails": "20 semantic elements, 158 divs (ratio: 11%)"
},
{
"id": "fix_heading_hierarchy",
"priority": "medium",
"category": "semanticHtml",
"titleKey": "rec.fix_heading_hierarchy.title",
"descriptionKey": "rec.fix_heading_hierarchy.description",
"howToKey": "rec.fix_heading_hierarchy.howto",
"effort": "quick-win",
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"evidence": "plausible",
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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": {
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"url": "https://pollenlabs.org/.well-known/oauth-authorization-server"
},
"mcpServerCard": {
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"url": "https://pollenlabs.org/.well-known/mcp/server-card.json",
"draft": true
},
"a2aAgentCard": {
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"url": "https://pollenlabs.org/.well-known/agent-card.json"
},
"apiCatalog": {
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"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\">"
}
]
}
]
}
Usa nuestra API para obtener esto de forma programática (próximamente)
Este JSON es para uso interno — a diferencia del Markdown y llms.txt, no está pensado para subirse a tu web. Guárdalo como referencia para seguir la evolución de tu puntuación, compártelo con tu equipo de desarrollo o intégralo en tu pipeline CI/CD.
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