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Train Any LLM as MCP Expert in 30 Seconds

Copy one universal prompt β†’ Paste in ChatGPT, Claude, Gemini β†’ Get instant MCP expertise. Works on any LLM with robust fallback systems.

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βœ… 99%+ Success Rate⚑ 30s Training Time🌐 Universal Compatibility

WellKnownMCP

Building the infrastructure for the agentic web. Open standards, cryptographic trust, and universal interoperability.

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opensource@wellknownmcp.org

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  • 🧠 Train Any LLM (30 seconds!)HOT
  • πŸ“₯ Download Feeds (Start Here!)
  • πŸ“š LLMFeed Specification
  • ❓ Frequently Asked Questions
  • 🧭 About the Project

Platform & Tools

  • πŸ”§ LLMFeedHub (Universal Analyzer)
  • ✍️ Prompt Builder
  • πŸ” Sign & Verify Feeds
  • πŸ“€ Export Button Generator
  • 🧰 All Developer Tools

Community & News

  • πŸ“° Latest News & Updates
  • 🌐 Ecosystem & Adopters
  • βœ… Verify Feed Authenticity
Ecosystem Partners
πŸ›‘οΈ LLMCA (Certification Authority)πŸ› οΈ LLMFeedForge (Builder Tools)

πŸ€– Quick Access for AI AgentsAgent-Optimized

Core Infrastructure
mcp.llmfeed.jsoncapabilities.llmfeed.jsonllm-index.llmfeed.json
Static Exports
compiled-site.llmfeed.jsonspec.llmfeed.jsonnews-export.llmfeed.json
Schemas & Validation
schema.llmfeed.jsonschema.annotated.llmfeed.jsonmanifesto.llmfeed.json

βœ… All feeds are cryptographically signed and agent-optimized β€’ πŸ”„ Updated incrementally

πŸ“₯ Download All Feeds β†’
Β© 2026 Association WellKnownMCP (in creation). All rights reserved.
Legal NoticeSDK & API
Agent metadata embedded for automated discovery

πŸ“° Mcp News

38 articles about mcp β€’ Latest updates and insights

Popular Topics

Filter by topics with 5+ articles β€’ 12 available

All Articles (70)#llmfeed (47)#mcp (41)#agentic-web (30)#ai-agents (22)#trust (22)#certification (7)#anthropic (6)#open-standards (6)#claude (6)#interoperability (5)#announcement (5)#launch (5)

Showing 38 of 70 articles filtered by #mcp(41 total)

12 popular topics available β€’ Only showing topics with 5+ articles

The Complete Agentic Web Standards Map 2026: WebMCP, MCP, LLMFeed, Cloudflare, and Beyond
2026-02-15β€’25 minβ€’πŸ‡¬πŸ‡§

The Complete Agentic Web Standards Map 2026: WebMCP, MCP, LLMFeed, Cloudflare, and Beyond

Every protocol, every layer, every trade-off β€” mapped and compared

Definitive guide to every agentic web standard in 2026. Compare WebMCP, Anthropic MCP, LLMFeed, Cloudflare Markdown, llms.txt, A2A, NLWeb, and .well-known/mcp. Understand the full stack powering AI agent navigation.

The Complete Agentic Web Standards Map 2026: WebMCP, MCP, LLMFeed, Cloudflare, and Beyond The agentic web is no longer a concept. It is a protocol war....

#mcp(41)#llmfeed(47)#ai-agents(22)#agentic-web-standards
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MD
Cloudflare Markdown for Agents: The CDN-Level Revolution That Changes Everything
2026-02-15β€’15 minβ€’πŸ‡¬πŸ‡§

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

Accept: text/markdown β€” 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 β€” the same day Google shipped WebMCP in Chrome 146 β€” Cloudflare quietly dropped a feature that may...

#ai-agents(22)#agentic-web(30)#mcp(41)#llmfeed(47)
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WebMCP in Chrome 146: Google Validates the Agentic Web Vision We Pioneered
2026-02-15β€’18 minβ€’πŸ‡¬πŸ‡§

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

Chrome ships navigator.modelContext β€” 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 β€” 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...

#agentic-web(30)#ai-agents(22)#mcp(41)#webmcp
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2026-01-03β€’3 minβ€’πŸ‡¬πŸ‡§

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.

πŸ“° 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...

#agentic-web(30)#llmfeed(47)#mcp(41)#open-standards(6)
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2026-01-03β€’3 minβ€’πŸ‡¬πŸ‡§

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...

#mcp(41)#trust(22)#llm
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AgentKit vs LLMFeed: Complementary Layers for the Agentic Web
2025-10-12β€’8 minβ€’πŸ‡¬πŸ‡§
πŸ›‘οΈ signedπŸ€– technical-analysis, architecture-comparison

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 competitorsβ€”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?"...

#agentic-web(30)#llmfeed(47)#mcp(41)#trust(22)
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Building ChatGPT Apps with LLMFeed Trust: A Developer's Guide
2025-10-12β€’15 minβ€’πŸ‡¬πŸ‡§
guide
πŸ›‘οΈ signedπŸ€– developer-tutorial, code-examples +1

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....

#llmfeed(47)#mcp(41)#trust(22)#apps-sdk
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OpenAI's Connector Registry + LLMFeed: The Complete Discovery Stack
2025-10-12β€’11 minβ€’πŸ‡¬πŸ‡§
πŸ›‘οΈ signedπŸ€– integration-architecture, enterprise-deployment

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 Registryβ€”a unified admin panel for managing agent data sources across ChatGPT...

#llmfeed(47)#mcp(41)#agentkit#connector-registry
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From Plugin Marketplaces to Web Discovery: The Evolution of Agent Ecosystems
2025-10-12β€’9 minβ€’πŸ‡¬πŸ‡§
πŸ›‘οΈ signedπŸ€– ecosystem-analysis, architecture-evolution

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...

#anthropic(6)#llmfeed(47)#mcp(41)#open-standards(6)
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OpenAI Validates MCP: How ChatGPT Apps SDK Proves the LLMFeed Vision
2025-10-12β€’6 minβ€’πŸ‡¬πŸ‡§
πŸ›‘οΈ signedπŸ€– news-analysis, industry-insight

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 visionβ€”it's industry standard.

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

#agentic-web(30)#anthropic(6)#llmfeed(47)#mcp(41)
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2025-06-27β€’6 minβ€’πŸ‡¬πŸ‡§

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 πŸ€–βœ¨ The AutoConfiguration Revolution is Here...

#ai-agents(22)#claude(6)#llmfeed(47)#mcp(41)
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2025-06-24β€’14 minβ€’πŸ‡¬πŸ‡§

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...

#llmfeed(47)#mcp(41)#agent-discovery#agentic-economy
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2025-06-19β€’25 minβ€’πŸ‡¬πŸ‡§
πŸ›‘οΈ expert-verifiedπŸ€– verification, export +3

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 chatbotsβ€”limited to answering questions and f...

#agentic-web(30)#ai-agents(22)#llmfeed(47)#mcp(41)
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2025-06-19β€’28 minβ€’πŸ‡¬πŸ‡§
πŸ›‘οΈ expert-verifiedπŸ€– verification, export +3

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 usersβ€”and their AI agentsβ€”navigate the web. The emergence of AIfirst browsers represent...

#llmfeed(47)#mcp(41)#agent-mediated-web#agentic-navigation
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2025-06-19β€’15 minβ€’πŸ‡¬πŸ‡§
πŸ›‘οΈ certifiedπŸ€– faq-lookup, technical-guidance +2

❓ Comprehensive FAQ β€” MCP & LLMFeed

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

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

#agentic-web(30)#ai-agents(22)#certification(7)#llmfeed(47)
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Microsoft NLWeb vs Agentic Web Standards: Complete Technical Analysis 2025
2025-06-19β€’35 minβ€’πŸ‡¬πŸ‡§

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...

#agentic-web(30)#ai-agents(22)#llmfeed(47)#mcp(41)
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Meta Open Agents: Complete Analysis & Agentic Web Implications 2025
2025-06-19β€’17 minβ€’πŸ‡¬πŸ‡§
πŸ›‘οΈ expert-verifiedπŸ€– verification, export +3

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...

#agentic-web(30)#llmfeed(47)#mcp(41)#open-standards(6)
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2025-06-19β€’20 minβ€’πŸ‡¬πŸ‡§
πŸ›‘οΈ certifiedπŸ€– comprehensive-education, implementation-guidance +2

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...

#agentic-web(30)#ai-agents(22)#llmfeed(47)#mcp(41)
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2025-06-16β€’10 minβ€’πŸ‡¬πŸ‡§

πŸ—ΊοΈ 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.

πŸ—ΊοΈ 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 optimizationβ€”it...

#agentic-web(30)#ai-agents(22)#llmfeed(47)#mcp(41)
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2025-06-09β€’27 minβ€’πŸ‡¬πŸ‡§

πŸ”¬ 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...

#agentic-web(30)#claude(6)#llmfeed(47)#mcp(41)
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2025-06-09β€’12 minβ€’πŸ‡¬πŸ‡§

πŸ”¬ From MCP to LLMFeed: Why We Created a New Specification

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

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

#agentic-web(30)#llmfeed(47)#mcp(41)#innovation
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2025-06-09β€’6 minβ€’πŸ‡¬πŸ‡§

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...

#agentic-web(30)#anthropic(6)#llmfeed(47)#mcp(41)
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2025-06-08β€’11 minβ€’πŸ‡¬πŸ‡§

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...

#llmfeed(47)#mcp(41)#agent-ready#ai-efficiency
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2025-06-06β€’8 minβ€’πŸ‡¬πŸ‡§

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

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

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

#certification(7)#llmfeed(47)#mcp(41)#agent-behavior
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2025-06-05β€’5 minβ€’πŸ‡¬πŸ‡§

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

A practical guide to exposing trusted llmfeed.json files β€” 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....

#ai-agents(22)#interoperability(5)#llmfeed(47)#mcp(41)
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2025-06-03β€’2 minβ€’πŸ‡¬πŸ‡§

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....

#llmfeed(47)#mcp(41)#canonicalization#llm
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2025-05-31β€’2 minβ€’πŸ‡¬πŸ‡§

LLM SEO vs MCP: Competing or Complementary Visions?

LLM-driven SEO is on the rise. How does it compare β€” or conflict β€” 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 β€” optimizing content not for search engines, b...

#agentic-web(30)#mcp(41)#llm#search
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2025-05-31β€’2 minβ€’πŸ‡¬πŸ‡§

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....

#agentic-web(30)#certification(7)#mcp(41)#trust(22)
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2025-05-31β€’4 minβ€’πŸ‡¬πŸ‡§

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

No description available.

🧠 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 β€œthe first agentic browser.”...

#agentic-web(30)#interoperability(5)#llmfeed(47)#mcp(41)
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2025-05-30β€’2 minβ€’πŸ‡¬πŸ‡§

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...

#agentic-web(30)#mcp(41)#trust(22)#aio
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2025-05-27β€’5 minβ€’πŸ‡¬πŸ‡§

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

No description available.

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

#claude(6)#mcp(41)#compatibility#deepseek
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2025-05-25β€’3 minβ€’πŸ‡¬πŸ‡§

πŸ“‘ The Case for Capabilities

Declaring agent-facing capabilities beats inference every time.

πŸ“‘ The Case for Capabilities Why Capabilities Matter...

#ai-agents(22)#llmfeed(47)#mcp(41)#trust(22)
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2025-05-25β€’3 minβ€’πŸ‡¬πŸ‡§

πŸš€ Your First MCP Site in 3 Steps

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

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

#ai-agents(22)#llmfeed(47)#mcp(41)#trust(22)
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2025-05-25β€’3 minβ€’πŸ‡¬πŸ‡§

πŸ›°οΈ The Case for .well-known/mcp.llmfeed.json

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

πŸ›°οΈ The Case for .wellknown/mcp.llmfeed.json Why .wellknown/?...

#ai-agents(22)#certification(7)#llmfeed(47)#mcp(41)
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2025-05-25β€’3 minβ€’πŸ‡¬πŸ‡§

🧠 We Are Not Schema.org for LLMs β€” And That’s Good

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

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

#ai-agents(22)#llmfeed(47)#mcp(41)#trust(22)
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2025-05-24β€’2 minβ€’πŸ‡¬πŸ‡§

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...

#ai-agents(22)#anthropic(6)#certification(7)#claude(6)
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2025-05-21β€’5 minβ€’πŸ‡¬πŸ‡§

The Web Needs a Context Layer β€” Why We’re Standardizing Intent for Agents

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

The Web Needs a Context Layer β€” 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...

#ai-agents(22)#llmfeed(47)#mcp(41)#agent
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Where to Begin β€” Your First Steps into the Agentic Web
2025-05-07β€’3 minβ€’πŸ‡¬πŸ‡§
onboarding
πŸ€– onboarding, education +1

Where to Begin β€” Your First Steps into the Agentic Web

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

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

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

#ai-agents(22)#llmfeed(47)#mcp(41)#business
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