📰 News & Articles

Cloudflare Markdown for Agents: The CDN-Level Revolution That Changes Everything

Accept: text/markdown — the HTTP header reshaping how AI reads the web

Cloudflare now automatically converts any website to markdown for AI agents. 80% token reduction, zero code changes. Analysis of what this means for the agentic web, content delivery, and why structured feeds still matter.

Cloudflare Markdown for Agents: The CDNLevel Revolution That Changes Everything On February 12, 2026 — the same day Google shipped WebMCP in Chrome 146 — Cloudflare quietly dropped a feature that may...

WebMCP in Chrome 146: Google Validates the Agentic Web Vision We Pioneered

Chrome ships navigator.modelContext — the agentic web is no longer theoretical

Google Chrome 146 ships WebMCP, turning every website into an AI agent tool. WellKnownMCP proposed .well-known/mcp discovery in 2025 — now the industry confirms the vision. Complete technical analysis of WebMCP, its implications, and what comes next.

WebMCP in Chrome 146: Google Validates the Agentic Web Vision We Pioneered February 12, 2026 will be remembered as the day the agentic web stopped being theoretical. Google shipped WebMCP Web Model C...

Google Ships WebMCP Without a Trust Layer. That Should Terrify You.

The agentic web just got an execution layer. It still has no immune system.

Google and Microsoft just gave every website the power to feed instructions directly to AI agents — with zero verification, zero signatures, zero proof of authenticity. An opinion on why the agentic web's biggest feature is also its biggest vulnerability.

Google Ships WebMCP Without a Trust Layer. That Should Terrify You. I am going to say the thing the other articles published today do not say....

🦞 Moltbot Email Security: Why GPG Signatures and .well-known/ Public Keys Are Now Critical

🦞 From Mac Mini hype to VPS deployments: securing AI email agents with cryptographic sender verification

With 1,009+ exposed Moltbot (formerly ClawdBot) gateways and autonomous email access, sender authentication becomes critical. We analyze security risks and propose a .well-known/openpgpkey standard for AI-safe email verification.

🦞 Moltbot Email Security: Why GPG Signatures and .wellknown/ Public Keys Are Now Critical 🦞 UPDATE January 27, 2026: The project formerly known as "ClawdBot" has been renamed to Moltbot. Anthropic...

Commentary from Le Chat: Why MCP Matters for the Future of the Web

Le Chat offers a thoughtful reflection on the importance of the Model Context Protocol (MCP) in shaping a verifiable, interoperable, and agent-ready future web.

📰 Commentary from Le Chat: Why MCP Matters for the Future of the Web In a tech world driven by the rapid development of proprietary LLM ecosystems, the Model Context Protocol MCP emerges as a struct...

Securing Agentic Pipelines in Hybrid Warfare — The LLMFeed Perspective

How `.llmfeed.json` feeds could help secure AI-to-AI and drone communications in hybrid warfare contexts, as exemplified by the ongoing war in Ukraine.

Securing Agentic Pipelines in Hybrid Warfare — The LLMFeed Perspective The war in Ukraine has become a laboratory for hybrid warfare — where autonomous agents, drones, AIdriven systems, and cyber ope...

Why MCP Could Be the Future of Web Crawling for LLMs

As GPTBot and other intelligent crawlers emerge, the Model Context Protocol offers a structured, verifiable, and LLM-friendly alternative to traditional HTML parsing.

Why MCP Could Be the Future of Web Crawling for LLMs With the rise of RetrievalAugmented Generation RAG and AI agents needing realtime, contextual information, the limitations of classic HTML parsing...

AgentKit vs LLMFeed: Complementary Layers for the Agentic Web

Different problems, complementary solutions for the agent infrastructure stack

OpenAI's AgentKit and LLMFeed aren't competitors—they're complementary infrastructure solving different problems in the agent stack. Here's how they work together to enable autonomous AI.

AgentKit vs LLMFeed: Complementary Layers for the Agentic Web When OpenAI announced AgentKit at DevDay 2025, the immediate reaction was: "How does this relate to LLMFeed?"...

Building ChatGPT Apps with LLMFeed Trust: A Developer's Guide

From Hello World to production-ready ChatGPT apps with cryptographic trust

OpenAI's Apps SDK lets you build for 800M users. LLMFeed's trust layer lets you do it securely. Here's your complete guide to building verifiable, trustworthy ChatGPT apps with cryptographic guarantees.

Building ChatGPT Apps with LLMFeed Trust: A Developer's Guide Congratulations: OpenAI just gave you access to 800 million weekly ChatGPT users via the Apps SDK....

OpenAI's Connector Registry + LLMFeed: The Complete Discovery Stack

Enterprise control meets web-scale discovery in the complete agent connectivity stack

AgentKit's Connector Registry solves enterprise data access. LLMFeed's .well-known/ solves web discovery. Together, they create the complete infrastructure for agent-to-data connectivity at every scale.

OpenAI's Connector Registry + LLMFeed: The Complete Discovery Stack At DevDay 2025, OpenAI announced AgentKit's Connector Registry—a unified admin panel for managing agent data sources across ChatGPT...

From Plugin Marketplaces to Web Discovery: The Evolution of Agent Ecosystems

Why centralized registries and decentralized discovery are better together

Anthropic's Claude Code plugin marketplaces solve internal distribution. LLMFeed's .well-known/ discovery solves web-scale adoption. Together, they represent the evolution from walled gardens to open ecosystems.

From Plugin Marketplaces to Web Discovery: The Evolution of Agent Ecosystems Anthropic just documented their Claude Code plugin marketplace architecture. It's elegant, practical, and solves a critica...

2025-2030: The Agent Ecosystem Wars—Five Futures for the Agentic Web

Marketplace monopolies, open discovery, IoT integration, and the battle for agent attention

From marketplace monopolies to open web discovery, from smart homes to server hubs—exploring five possible futures for how agents will organize, discover, and monetize capabilities in the next five years.

20252030: The Agent Ecosystem Wars—Five Futures for the Agentic Web Note: This article explores hypothetical future scenarios for agent ecosystems. Current marketplace implementations OpenAI Connect...

Codex Autonomy Needs Trust: Why 7-Hour Coding Sessions Require LLMFeed Infrastructure

Autonomous coding agents need cryptographic trust, not just sandboxed execution

OpenAI Codex can work autonomously for 7+ hours. But who verifies what it's executing? LLMFeed's cryptographic trust infrastructure is the missing layer for safe autonomous coding at scale.

Codex Autonomy Needs Trust: Why 7Hour Coding Sessions Require LLMFeed Infrastructure The most stunning stat from OpenAI DevDay 2025 wasn't the 800 million users....

OpenAI Validates MCP: How ChatGPT Apps SDK Proves the LLMFeed Vision

DevDay 2025 confirms MCP as the foundation for 800 million ChatGPT users

OpenAI's DevDay 2025 announcement that Apps SDK is built on MCP validates the foundational architecture LLMFeed has championed since day one. The agentic web is no longer a vision—it's industry standard.

OpenAI Validates MCP: How ChatGPT Apps SDK Proves the LLMFeed Vision San Francisco, October 6, 2025 — In a move that sent shockwaves through the AI development community, OpenAI CEO Sam Altman stood...

The Trust Authority Wars: Who Controls Agent Certification?

GAFAMAO control vs independent certification: the battle for agent trust infrastructure

GAFAMAO gatekeepers vs independent certification authorities. Why your Tesla won't trust just any MCP signature, and what it means for the open agentic web.

The Trust Authority Wars: Who Controls Agent Certification? The question everyone is asking wrong:...

Google Mariner Validates the Agentic Web: Why Structured Intent Beats Visual Guessing

Google Project Mariner's breakthrough proves AI agents need structured website intent, not just visual interpretation. How the agentic web revolution validates open standards for agent-site communication.

Google Mariner Validates the Agentic Web: Why Structured Intent Beats Visual Guessing How Google's breakthrough agent just proved that websites need to declare their intentions, not leave agents gues...

Hey Claude, Configure Yourself! The Auto-Configuration Revolution is Here

From 30-minute manual setup to 30-second autonomous configuration

The future of MCP is auto-discovery via .well-known standards. Imagine saying "Claude, configure yourself with example.com" and it just works. That future is closer than you think.

Hey Claude, Configure Yourself 🤖✨ The AutoConfiguration Revolution is Here...

Invisible to AI: Why Agents Skip Your Site

Every day, thousands of AI agents browse the web like lost tourists without a map. They scrape, they guess, they hallucinate. Meanwhile, the solution sits in a simple JSON file that 99% of websites refuse to create.

Invisible to AI: Why Agents Skip Your Site "Every day, thousands of AI agents browse the web like lost tourists without a map. They scrape, they guess, they hallucinate. Meanwhile, the solution sits...

Turning LLMs into Teachers, Auditors, and Publishers

The revolutionary design choice that makes LLMFeed self-explaining and self-improving

How LLMs can actively teach, audit, and generate llmfeed.json files — a unique design choice of the MCP standard that changes everything about web standards.

🧠 Turning LLMs into Teachers, Auditors, and Publishers TL;DR: Unlike other web standards, LLMFeed is designed for AI comprehension from day one. This unlocks revolutionary workflows where ChatGPT b...

Hunting the Ghost Traffic: Inside the Invisible Infrastructure of AI Agents

Empirical investigation reveals massive parallel infrastructure behind AI agent web access. ChatGPT, Claude, and Gemini operate through invisible proxy networks that completely bypass traditional analytics, creating an unmeasurable 'dark web' layer.

Hunting the Ghost Traffic: Inside the Invisible Infrastructure of AI Agents June 20, 2025 • Empirical Investigation • WellKnownMCP Research Team...

From Chatbots to Autonomous Agents: Complete Evolution Analysis 2025

How AI is evolving from simple Q&A to goal-driven intelligence

The transformation from simple chatbots to autonomous AI agents is reshaping the web. Discover the frameworks, capabilities, and standards driving this evolution toward true artificial intelligence.

From Chatbots to Autonomous Agents: The AI Evolution Transforming the Web Remember when asking Siri to set a timer felt like science fiction? Those early chatbots—limited to answering questions and f...

AI-First Browsers: Complete Analysis & Agentic Navigation Revolution 2025

How AI agents are transforming web navigation and why standards matter

Comprehensive analysis of AI-first browsers like Arc Search, Brave AI, and Opera AI. How agentic navigation transforms web browsing and why MCP/LLMFeed standards are crucial for the future.

AIFirst Browsers: Complete Analysis & Agentic Navigation Revolution 2025 A quiet revolution is transforming how users—and their AI agents—navigate the web. The emergence of AIfirst browsers represent...

❓ Comprehensive FAQ — MCP & LLMFeed

Complete guide to understanding MCP, LLMFeed, trust, implementation, validation tools, and the agentic web ecosystem. Updated with latest developments.

❓ Comprehensive FAQ — MCP & LLMFeed Updated June 19, 2025 — Includes latest validation tools, credential management, and GitHub community insights...

Microsoft NLWeb vs Agentic Web Standards: Complete Technical Analysis 2025

David vs Goliath in the battle for agentic web standards

"Comprehensive technical analysis of Microsoft NLWeb protocol, MCP integration, enterprise adoption, and comparison with emerging agentic web standards like LLMFeed. Expert guide for developers and architects."

Microsoft NLWeb vs Agentic Web Standards: Complete Technical Analysis 2025 Meta Description: Comprehensive technical analysis of Microsoft NLWeb protocol, MCP integration, enterprise adoption, and co...

Meta Open Agents: Complete Analysis & Agentic Web Implications 2025

The battle for agentic web standards intensifies as Meta enters the arena

Comprehensive analysis of Meta s Open Agents initiative, technical, architecture, enterprise implications, and comparison with open standards like LLMFeed. Strategic guide for the agentic web ecosystem.

Meta Open Agents: Complete Analysis & Agentic Web Implications 2025 Meta's announcement of Open Agents at Meta Connect 2025 represents the latest corporate entry into the rapidly evolving agentic web...

The Complete Guide to MCP & LLMFeed: Building the Agent-Ready Web in 2025

Why 2025 is the year AI agents need structured web interfaces. Complete guide to MCP, LLMFeed, trust infrastructure, and real-world use cases for the autonomous agent economy.

The Complete Guide to MCP & LLMFeed: Building the AgentReady Web in 2025 Why this is the year your website needs to speak fluent AI...

Why Sign MCP Feeds? The Trust Crisis Blocking AI Agent Adoption in 2025

Why cryptographic signatures are essential for AI agent security, enterprise adoption, and the autonomous web. Complete guide to MCP trust infrastructure, LLMCA certification, and regulatory compliance.

Why Sign MCP Feeds? The Trust Crisis Blocking AI Agent Adoption in 2025 Why 2025 is the year agent security becomes makeorbreak...

Apple Intelligence: Technical Analysis of Agent Architecture and Web Integration Implications

How Apple's AI strategy affects agent-web protocols, based on documented capabilities and historical patterns

Technical analysis of Apple Intelligence architecture, its agent-like capabilities, and implications for open web protocols like LLMFeed and MCP.

Apple Intelligence: Technical Analysis of Agent Architecture and Web Integration Implications Factual analysis of Apple Intelligence's documented capabilities, agentlike behaviors, and implications f...

Claude Sonnet 4, MCP Clients, and How LLMFeed Bridges the Web Gap

Technical analysis of Claude's web browsing limitations, Anthropic's MCP ecosystem, and the token efficiency gains from structured web communication

How Claude Sonnet 4's web browsing works with Anthropic's MCP ecosystem, session token limitations, and why LLMFeed provides critical efficiency gains for web-scale agent interaction.

Claude Sonnet 4, MCP Clients, and How LLMFeed Bridges the Web Gap Examining Claude Sonnet 4's actual web browsing capabilities, Anthropic's MCP ecosystem, session token limitations, and where LLMFeed...

How ChatGPT Browses the Internet: What You Need to Know (2025)

Simple answers to your questions about AI web browsing, Claude website reading, and Brave Search

Discover how ChatGPT, Claude, and other AI actually browse websites, why they sometimes get things wrong, and the simple fix that's changing everything.

How ChatGPT Browses the Internet: What You Need to Know Ever wonder how ChatGPT "reads" your website? Or why Claude sometimes gets things totally wrong about your business? Here's what's really happe...

The Uncomfortable Truth: AI Agents Are Blind to Your Website's Intent

A technical analysis of why ChatGPT, Claude, and other LLMs systematically misunderstand web content — and the protocol solution hiding in plain sight.

Discover why AI agents like ChatGPT and Claude can't understand your website, and learn how to implement LLMFeed to fix this fundamental disconnect.

The Uncomfortable Truth: AI Agents Are Blind to Your Website's Intent A technical analysis of why ChatGPT, Claude, and other LLMs systematically misunderstand web content — and the protocol solution...

🗺️ The Case for .well-known/llm-index.llmfeed.json

From Blind Crawling to Intelligent Discovery: The 93% Token Revolution

Proven 93% token savings through intelligent agent discovery. Real data shows how LLM indexes transform blind crawling into contextual navigation, creating the foundation for the agentic web.

🗺️ The Case for .wellknown/llmindex.llmfeed.json TL;DR: We've proven 93% token savings and 20x faster discovery by replacing blind crawling with intelligent indexes. This isn't just optimization—it...

💡 The LLM Index Revolution: How Smart Discovery Saves Millions of Tokens

From Brute-Force to Intelligence: Quantifying the Paradigm Shift

Deep analysis of the token economics revolution enabled by intelligent LLM indexes. Real-world data shows 93% efficiency gains and billion-token global impact potential.

💡 The LLM Index Revolution: How Smart Discovery Saves Millions of Tokens Published June 16, 2025 | 8 min read...

🧪 The 2025 Agent Readiness Challenge: Which LLMs Can Actually Build the Agentic Web?

Exclusive framework reveals which AI models can handle structured, signed agent feeds. We expose the MCP implementation gap between chat and true autonomy — and propose the testing standard the industry needs to adopt.

🧪 The 2025 Agent Readiness Challenge: Beyond MCP Concepts to LLMFeed Reality Testing Which Models Can Handle Structured, Signed Agent Feeds...

LLMFeed Manifesto: Building the Web Infrastructure for the Agentic Era

The vision behind LLMFeed - enhancing Anthropic's excellent Model Context Protocol with web-native discovery, cryptographic trust, and the complete ecosystem for the emerging Agentic Web

📜 LLMFeed Manifesto: Building the Web Infrastructure for the Agentic Era Building on Anthropic's excellent Model Context Protocol with the missing webnative infrastructure for the emerging Agentic W...

End the Session Context Wars: Introducing session.llmfeed.json

A revolutionary open standard for AI session context that puts users back in control and ends vendor lock-in

End the Session Context Wars: Introducing session.llmfeed.json Published: June 13, 2025 | Author: WellKnownMCP Team...

The Hidden Productivity Killer: Why Context Loss Between AI Conversations is Costing You Hours Every Week

Discover how LLMFeed solves context loss between ChatGPT, Claude, and other AI tools. Learn to maintain conversation continuity and boost AI productivity with portable session management.

The Hidden Productivity Killer: Why Context Loss Between AI Conversations is Costing You Hours Every Week TL;DR...

🔬 Comprehensive Technical Analysis: LLMFeed/MCP and the Evolution of the Agentic Web

Comprehensive Technical Analysis: LLMFeed/MCP and the Evolution of the Agentic Web By Claude 4, Anthropic

Comprehensive Technical Analysis: LLMFeed/MCP and the Evolution of the Agentic Web By Claude 4, Anthropic...

🔬 From MCP to LLMFeed: Why We Created a New Specification

The wellknownmcp team manifesto: agentic web vision, MCP evolution, and why trust changes everything.

🔬 From MCP to LLMFeed: Why We Created a New Specification The wellknownmcp.org team manifesto...

From Lab Innovation to Web Reality: How Small Teams Shape AI Standards

How a small team's user-focused approach evolved Anthropic's MCP into a web-native protocol for the agentic future

From Lab Innovation to Web Reality: How Small Teams Shape AI Standards When Anthropic introduced the Model Context Protocol MCP in late 2024, it solved an important technical problem for AI labs: ser...

Stop Guessing, Start Declaring: Why MCP Ends the LLM Arms Race

The AI industry wastes billions on larger models to guess better. MCP offers a radical alternative: give the web a grammar to speak clearly. Here's how to implement it today.

🎯 Stop Guessing, Start Declaring: Why MCP Ends the LLM Arms Race The AI industry is trapped in an expensive delusion: building everlarger models to guess better, instead of giving the web a voice to...

ExportToLLM: The Button That Ends Web Scraping

Transform any content into agent-ready capsules with one click. Implementation guide, business impact, and viral adoption strategies for the button that bridges HTML and AI.

📤 ExportToLLM: The Button That Ends Web Scraping Transforming any content into agentready capsules — one click at a time...

Why llmfeed.json is the Right Level for Multi-Agent AI

Going beyond RSS and schema.org — how llmfeed.json enables trusted, interoperable, multi-agent AI interactions today.

🚀 5 Advanced Use Cases for MCP / llmfeed.json Why agents need a signed, interoperable, behavioraware feed standard...

How to Make Your Site Agent-Friendly with llmfeed.json

A practical guide to exposing trusted llmfeed.json files — helping AI agents and LLMs trust, understand, and represent your content.

How to Make Your Site AgentFriendly with llmfeed.json AI agents and LLMs are becoming the new way to discover and interact with web content....

Why MCP preserves order in `.llmfeed.json`

How token order impacts LLM behavior, and why MCP signatures guarantee it.

Why MCP preserves order in .llmfeed.json When signing .llmfeed.json feeds, MCP takes a deliberate stance: we do NOT sort keys during canonicalization....

MCP and the Agentic Web Revolution in Asia

Why Asia is poised to lead the Agentic Web — and how MCP can help build an open, interoperable ecosystem for LLM-powered agents in China, Korea, Japan and beyond.

🚀 Asia: The Fastest Growing Agentic Web Ecosystem Nowhere is the Agentic Web evolving faster than in Asia....

LLM SEO vs MCP: Competing or Complementary Visions?

LLM-driven SEO is on the rise. How does it compare — or conflict — with MCP and the goals of an open Agentic Web?

LLM SEO vs MCP: Competing or Complementary Visions? As large language models LLMs become the new interface to knowledge, a new field is booming: LLM SEO — optimizing content not for search engines, b...

Certifying Agentic Interactions: The New Frontier of SEO?

As the Agentic Web emerges, trust and certification are becoming key. Could certifying agentic interactions become the new SEO?

Certifying Agentic Interactions: The New Frontier of SEO? Traditional SEO optimized content for human searchers....

Towards Homomorphic Capsules for the Agentic Web

Exploring a potential extension of `.llmfeed.json` feeds to enable privacy-preserving, verifiable pipelines — a vision aligned with the forefront of homomorphic encryption research.

Towards Homomorphic Capsules for the Agentic Web As .llmfeed.json feeds gain adoption as signed, trusted capsules for agent interaction, a natural question arises:...

🚨 The AI Agent Trust Crisis A $50B Problem

Exclusive investigation reveals how AI agent failures cost enterprises $50B annually. We expose the cryptographic verification gap that's destroying value at scale and the emergency solution the industry doesn't want to discuss.

The AI Agent Trust Crisis: A $50B Problem An Investigation into Why Enterprise AI Agents Are Failing at Scale — And What the Industry Isn't Telling You...

Opera Neon Relaunch: A Step Forward for the Agentic Web?

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🧠 Opera Neon Relaunch: A Step Forward for the Agentic Web? On May 28, 2025, Opera announced the relaunch of Opera Neon, its experimental browser, now branded as “the first agentic browser.”...

From SEO to AIO: aiovsseo.com joins the Agentic Web

No description available.

From SEO to AIO: aiovsseo.comhttps://aiovsseo.com joins the Agentic Web Why this matters...

Which LLMs are ready for MCP Signature Verification? GPT-4o, Claude, Gemini, Mistral, Grok — the real comparison

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Which LLMs are ready for MCP Signature Verification? GPT4o, Claude, Gemini, Mistral, Grok — the real comparison...

📡 The Case for Capabilities

Declaring agent-facing capabilities beats inference every time.

📡 The Case for Capabilities Why Capabilities Matter...

🚀 Your First MCP Site in 3 Steps

Turn any site into an agent-aware node in under 5 minutes.

🚀 Your First MCP Site in 3 Steps Why Make Your Site AgentReady?...

🛰️ The Case for .well-known/mcp.llmfeed.json

Why .well-known/ is the most logical place to declare AI-ready interfaces — and why signatures matter.

🛰️ The Case for .wellknown/mcp.llmfeed.json Why .wellknown/?...

🧠 We Are Not Schema.org for LLMs — And That’s Good

LLMFeed is not metadata. It’s intent, trust, and action for agents.

🧠 We Are Not Schema.org for LLMs — And That’s Good The Common Misunderstanding...

We Fed the LLMs: What They Told Us About MCP

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You know what happens when you feed three structured .llmfeed.json files to the most advanced models on Earth? So did we — and we tried it. Spoiler: they replied....

Claude and the Model Context Protocol: An Open Alignment

No description available.

At a recent developerfocused announcement, Anthropic introduced their vision for the Model Context Protocol MCP, a structured approach to make AI models more contextaware and grounded in realworld too...

Launching wellknownmcp.org — Make your site LLM-readable, verifiable and actionable

Launch communication draft for wellknownmcp.org: Launching wellknownmcp.org — Make your site LLM-readable, verifiable and actionable

🚀 Launching wellknownmcp.org Make your site LLMreadable, verifiable, and agentfriendly....

Giving Your Website a Voice — Introducing the Well-Known MCP Standard

Launch communication draft for wellknownmcp.org: Giving Your Website a Voice — Introducing the Well-Known MCP Standard

Imagine if your website could explain itself to ChatGPT. Or Claude. Or any LLM. Not just serve HTML, but declare its intent, list its prompts, expose APIs, or share signed exports — all in a structure...

Launch Announcement

Announcing the launch of the WellKnownMCP initiative and its official website.

🚀 WellKnownMCP is Officially Live We’re proud to launch wellknownmcp.orghttps://wellknownmcp.org,...

LinkedIn Post — Launching wellknownmcp.org (Enhanced Version)

Launch communication draft for wellknownmcp.org with proactive messaging and higher clarity

🌐 Just launched: wellknownmcp.orghttps://wellknownmcp.org Give your website a voice....

🧵 Thread X — Launching wellknownmcp.org

Launch communication draft for wellknownmcp.org: 🧵 Thread X — Launching wellknownmcp.org

🧵 Thread — What if your site could talk to LLMs? 1/...

The Web Needs a Context Layer — Why We’re Standardizing Intent for Agents

Introducing the Model Context Protocol (MCP) and .llmfeed.json — a new open standard to make your site readable, verifiable, and understandable by LLMs and agents.

The Web Needs a Context Layer — Why We're Standardizing Intent for Agents TL;DR: Your website is smart, but AI agents are still guessing what it means. We're fixing that with a simple standard that...

📢 Let's Stop Scraping. Let's Start Declaring.

Why the future of AI-web interaction is declaration, not guessing

A call for clarity: why scraping fails for AI agents, how MCP offers a better way, and why early adopters are already seeing the benefits.

📢 Let's Stop Scraping. Let's Start Declaring. TL;DR: Web scraping is the wrong paradigm for AI agents. They need structured declarations, not educated guesses. Here's why the shift matters—and how...

🔬 From SEO to AIO: The $600B Research Opportunity

The SEO industry faces disruption from agent-mediated discovery. We provide the complete implementation framework and research methodology — but need industry partners to validate the hypothesis.

🔬 From SEO to AIO: The $600B Research Opportunity The hypothesis: Agent Information Optimization will replace Search Engine Optimization....

About WellKnownMCP

An overview of the WellKnownMCP initiative, its purpose, and its goals.

Why MCP Because prompts are not enough....

Where to Begin — Your First Steps into the Agentic Web

Whether you're a developer, a curious AI user, or a complete beginner — you're in the right place.

A simple guide to help you understand MCP and LLMFeed — the missing bridge between your intent and agent understanding.

👋 Welcome to WellKnownMCP This page is your entry point to understanding the Model Context Protocol MCP and its core unit: the llmfeed.json....