--- title: "Model Context Protocol" category: "topics" sourceLabels: ["Slide/video-derived supporting context"] --- # Model Context Protocol ## Overview Model Context Protocol, or MCP, is a standard pattern for connecting AI applications to tools, data, and interactive capabilities through structured servers and clients. In this wiki it also includes MCP Apps and agent-facing interfaces that expose richer actions or UI surfaces to models. ## Conference Context MCP emerged from the need to standardize how AI clients discover and call tools, access resources, and integrate with external systems. It sits in the lineage of plugin APIs, language-server style tooling, RPC, browser extensions, and developer-tool protocols. ## Significance Agents are only as useful as the tools and context they can safely access. MCP reduces one-off integrations, gives tool providers a common surface, and helps clients reason about capabilities, permissions, and interaction patterns. ## Applied Use Define focused MCP servers with clear tools, schemas, resources, and permission boundaries. Keep tool names concrete, return structured results, test with inspectors, and design for least privilege. For MCP Apps, treat UI and iframe boundaries as part of the security and product contract. MCP is useful in IDEs, desktop assistants, enterprise data connectors, browser agents, design tools, developer platforms, and internal operations systems. Use MCP when multiple AI clients need access to the same tools or when a tool provider wants a standard agent-facing integration. For a single narrow app, direct APIs may be simpler until reuse or interoperability matters. Define focused MCP servers with clear tools, schemas, resources, and permission boundaries. Keep tool names concrete, return structured results, test with inspectors, and design for least privilege. For MCP Apps, treat UI and iframe boundaries as part of the security and product contract. MCP is useful in IDEs, desktop assistants, enterprise data connectors, browser agents, design tools, developer platforms, and internal operations systems. Use MCP when multiple AI clients need access to the same tools or when a tool provider wants a standard agent-facing integration. For a single narrow app, direct APIs may be simpler until reuse or interoperability matters. Define focused MCP servers with clear tools, schemas, resources, and permission boundaries. Keep tool names concrete, return structured results, test with inspectors, and design for least privilege. For MCP Apps, treat UI and iframe boundaries as part of the security and product contract. MCP is useful in IDEs, desktop assistants, enterprise data connectors, browser agents, design tools, developer platforms, and internal operations systems. Use MCP when multiple AI clients need access to the same tools or when a tool provider wants a standard agent-facing integration. For a single narrow app, direct APIs may be simpler until reuse or interoperability matters. Define focused MCP servers with clear tools, schemas, resources, and permission boundaries. Keep tool names concrete, return structured results, test with inspectors, and design for least privilege. For MCP Apps, treat UI and iframe boundaries as part of the security and product contract. MCP is useful in IDEs, desktop assistants, enterprise data connectors, browser agents, design tools, developer platforms, and internal operations systems. Use MCP when multiple AI clients need access to the same tools or when a tool provider wants a standard agent-facing integration. For a single narrow app, direct APIs may be simpler until reuse or interoperability matters. Define focused MCP servers with clear tools, schemas, resources, and permission boundaries. Keep tool names concrete, return structured results, test with inspectors, and design for least privilege. For MCP Apps, treat UI and iframe boundaries as part of the security and product contract. MCP is useful in IDEs, desktop assistants, enterprise data connectors, browser agents, design tools, developer platforms, and internal operations systems. Use MCP when multiple AI clients need access to the same tools or when a tool provider wants a standard agent-facing integration. For a single narrow app, direct APIs may be simpler until reuse or interoperability matters. Define focused MCP servers with clear tools, schemas, resources, and permission boundaries. Keep tool names concrete, return structured results, test with inspectors, and design for least privilege. For MCP Apps, treat UI and iframe boundaries as part of the security and product contract. MCP is useful in IDEs, desktop assistants, enterprise data connectors, browser agents, design tools, developer platforms, and internal operations systems. Use MCP when multiple AI clients need access to the same tools or when a tool provider wants a standard agent-facing integration. For a single narrow app, direct APIs may be simpler until reuse or interoperability matters. ## Connections - [[2026-07-01-jan-curn-mcp-doesn-t-suck-your-agent-does]] — MCP doesn’t suck — your agent does; [[jan-curn|Jan Curn]] (Day 4 — Session Day 3 · 1:55pm-2:15pm · Expo Stage 2 NW; official schedule) - [[2026-06-30-liad-yosef-mcp-apps-extending-the-frontier]] — MCP Apps - Extending the frontier; [[liad-yosef|Liad Yosef]], [[ido-salomon|Ido Salomon]] (Day 3 — Session Day 2 · 2:25pm-2:45pm · Context Engineering; verified event YouTube resource; via [[youtube-o-zkvb0iFDQ]]) - [[2026-06-30-dustin-mihalik-mcp-apps-give-the-model-data-give-the-user-a-ui]] — MCP Apps: Give the Model Data, Give the User a UI; [[dustin-mihalik|Dustin Mihalik]] (Day 3 — Session Day 2 · 2:50pm-3:10pm · Context Engineering; official schedule) - [[2026-06-30-averi-kitsch-build-time-vs-run-time-why-your-dev-tools-will-fail-in-production]] — Build-Time vs. Run-Time: Why Your Dev Tools Will Fail in Production; [[averi-kitsch|Averi Kitsch]], [[prerna-kakkar|Prerna Kakkar]] (Day 3 — Session Day 2 · 10:45am-11:05am · Context Engineering; official schedule) - [[2026-06-29-jim-clark-who-approved-that-mcp-server-governing-the-tool-layer]] — Who Approved That MCP Server? Governing the Tool Layer; [[jim-clark|Jim Clark]] (Day 2 — Session Day 1 · 1:55pm-2:15pm · Expo Stage 1 NE; official schedule) - [[2026-06-29-dan-adler-the-enterprise-agentic-gap-when-developer-level-ai-tools-hit-millions-of-lines]] — The Enterprise Agentic Gap: When Developer-Level AI Tools Hit Millions of Lines; [[dan-adler|Dan Adler]] (Day 2 — Session Day 1 · 10:45am-11:05am · Expo Stage 2 NW; official schedule) - [[2026-06-29-jesse-lumarie-building-the-engine-while-flying-the-plane-launching-the-figma-mcp-server]] — Building the engine while flying the plane — launching the Figma MCP server; [[jesse-lumarie|Jesse Lumarie]] (Day 2 — Session Day 1 · 11:10am-11:30am · AI-Native Enterprises; official schedule) - [[2026-06-30-cornelia-davis-mcp-tasks-async-why-the-heck-aren-t-any-agents-supporting-mcp-tasks-async]] — MCP Tasks (async)/ Why the heck aren't any agents supporting MCP tasks/async?; [[cornelia-davis|Cornelia Davis]] (Day 3 — Session Day 2 · 3:20pm-3:40pm · Context Engineering; official schedule) - [[2026-07-01-sandhya-subramani-agents-that-forge-their-own-tools-self-modifying-ai-in-the-wild]] — Agents That Forge Their Own Tools: Self-Modifying AI in the Wild; [[sandhya-subramani|Sandhya Subramani]] (Day 4 — Session Day 3 · 12:05pm-12:25pm · Expo Stage 4 SE; official schedule) - [[2026-06-29-alexander-embiricos-the-golden-age-of-ai-engineering]] — The Golden Age of AI Engineering; [[alexander-embiricos|Alexander Embiricos]], [[romain-huet|Romain Huet]] (Day 2 — Session Day 1 · 9:25am-9:45am · Software Factories; verified event YouTube resource; via [[youtube-pMggiOb18tc]]) - [[2026-06-29-mark-lummus-burn-your-flags-how-paypal-designs-interactive-cli-tools-for-agents]] — Burn your flags: How PayPal designs interactive CLI tools for agents; [[mark-lummus|Mark Lummus]], [[navinkumar-patil|Navinkumar Patil]] (Day 1 — Workshop Day · 2:20pm-4:20pm · Workshops Day 1; official schedule) - [[2026-07-01-nikita-kothari-mcps-clis-and-skills-choosing-the-right-tooling-layer-for-agentic-development]] — MCPs, CLIs, and Skills: Choosing the Right Tooling Layer for Agentic Development; [[nikita-kothari|Nikita Kothari]] (Day 4 — Session Day 3 · 11:10am-11:30am · Agentic Engineering; official schedule) - [[2026-06-29-ethan-jung-min-cha-dual-surface-architecture-serving-humans-and-agents-from-the-same-tool-layer]] — Dual-Surface Architecture: Serving Humans and Agents from the Same Tool Layer; [[ethan-jung-min-cha|Ethan (Jung Min) Cha]] (Day 2 — Session Day 1 · 1:55pm-2:15pm · Security; official schedule) - [[2026-06-29-pedro-lopez-how-we-built-the-airbyte-agent-mcp-server-and-cli]] — How We Built the Airbyte Agent MCP Server and CLI; [[pedro-lopez|Pedro Lopez]] (Day 2 — Session Day 1 · 3:45pm-4:05pm · Expo Stage 1; official schedule) - [[2026-06-30-thorsten-hans-edge-native-ai-building-ultra-fast-agents-and-mcp-servers-with-spin]] — Edge-Native AI: Building Ultra-Fast Agents and MCP Servers with Spin; [[thorsten-hans|Thorsten Hans]] (Day 3 — Session Day 2 · 1:55pm-2:15pm · Expo Stage 2; official schedule) - [[2026-06-29-maria-bledsoe-using-ai-tools-to-teach-old-apps-new-tricks]] — Using AI tools to teach old apps new tricks; [[maria-bledsoe|Maria Bledsoe]] (Day 2 — Session Day 1 · 2:25pm-2:45pm · Track M; official schedule) - [[2026-07-01-anil-nadiminti-when-ai-agents-pay-and-sellers-monetize-building-x402-apps-for-agentic-commerce-on-aws]] — When AI Agents Pay and Sellers Monetize: Building x402 Apps for Agentic Commerce on AWS; [[anil-nadiminti|Anil Nadiminti]] (Day 4 — Session Day 3 · 11:40am-12:00pm · Agentic Commerce; official schedule) - [[2026-06-29-merve-noyan-skill-issue-stop-deploying-vision-language-models-use-them-with-skills-to-build-e2e-vision-apps-on-edge]] — Skill issue: stop deploying vision language models, use them with Skills to build e2e vision apps on edge; [[merve-noyan|Merve Noyan]] (Day 2 — Session Day 1 · 11:40am-12:00pm · Vision & OCR; official schedule) - [[2026-06-29-vasuman-moza-ai-tools-for-forward-deployed-engineering]] — AI tools for Forward Deployed Engineering; [[vasuman-moza|Vasuman Moza]] (Day 2 — Session Day 1 · 11:40am-12:00pm · Forward Deployed Engineering; official schedule) - [[2026-06-29-will-brown-the-prime-intellect-stack]] — The Prime Intellect Stack; [[will-brown|Will Brown]] (Day 1 — Workshop Day · 4:30pm-5:30pm · Workshops Day 1; verified event YouTube resource; via [[youtube-V-EDrhIhHzQ]]) - [[2026-06-29-pamela-fox-get-started-with-models-in-microsoft-foundry-to-build-ai-apps]] — Get Started with Models in Microsoft Foundry to Build AI Apps; [[pamela-fox|Pamela Fox]] (Day 1 — Workshop Day · 9:00am-10:15am · Track M; official schedule) - [[2026-06-30-ashu-joshi-deploy-agents-to-users-in-m365-teams-and-apps]] — Deploy agents to users in M365, Teams, and apps; [[ashu-joshi|Ashu Joshi]] (Day 3 — Session Day 2 · 3:20pm-3:40pm · Track M; official schedule) - [[2026-06-29-lee-robinson-recursive-model-improvement]] — Recursive Model Improvement; [[lee-robinson|Lee Robinson]] (Day 2 — Session Day 1 · 5:10pm-5:30pm · Software Factories; verified event YouTube resource; via [[youtube-q4Tr-DknG2M]]) - [[2026-06-30-thariq-shihipar-field-guide-to-fable]] — Field Guide to Fable; [[thariq-shihipar|Thariq Shihipar]] (Day 3 — Session Day 2 · 9:05am-9:25am · Autoresearch; verified event YouTube resource; via [[youtube-9fubhllmsBU]]) - [[john-craft|John Craft]] - [[pamela-fox|Pamela Fox]] - [[sandhya-subramani|Sandhya Subramani]] - [[jason-liu|Jason Liu]] - [[john-lindquist|John Lindquist]] - [[liad-yosef|Liad Yosef]] - [[frank-coyle|Frank Coyle]] - [[charlie-guo|Charlie Guo]] - [[merve-noyan|Merve Noyan]] - [[arun-sekhar|Arun Sekhar]] - [[elizabeth-fuentes-leone|Elizabeth Fuentes Leone]] - [[harshul-jain|Harshul Jain]] - [[tanmay-sah|Tanmay Sah]] - [[kwindla-kramer|Kwindla Kramer]] - [[jan-curn|Jan Curn]] - [[ido-salomon|Ido Salomon]] - [[dustin-mihalik|Dustin Mihalik]] - [[averi-kitsch|Averi Kitsch]] - [[prerna-kakkar|Prerna Kakkar]] - [[jim-clark|Jim Clark]] - [[dan-adler|Dan Adler]] - [[jesse-lumarie|Jesse Lumarie]] - [[cornelia-davis|Cornelia Davis]] - [[alexander-embiricos|Alexander Embiricos]] - [[microsoft|Microsoft]] - [[openai|OpenAI]] - [[docker|Docker]] - [[google|Google]] - [[amazon-web-services|Amazon Web Services]] - [[hugging-face|Hugging Face]] - [[nvidia|NVIDIA]] - [[mcp-apps|MCP Apps]] - [[paypal|PayPal]] - [[towards-ai|Towards AI]] - [[uber|Uber]] - [[warp|Warp]] - [[weights-and-biases-by-coreweave|Weights & Biases by CoreWeave]] - [[egghead-io|egghead.io]] - [[sourcegraph|Sourcegraph]] - [[ucal-berkeley|UCAL Berkeley]] - [[nubank|Nubank]] - [[navan|Navan]] - [[2026-06-30-geoffrey-litt-understanding-is-the-new-bottleneck]] — Understanding is the new bottleneck; [[geoffrey-litt|Geoffrey Litt]] (Day 3 — Session Day 2 · 10:45am-11:05am · Design Engineering; verified event YouTube resource; via [[youtube-WkBPX-oDMnA]]) - [[2026-06-29-liad-yosef-rebuilding-the-web-for-agents]] — Rebuilding the web for agents; [[liad-yosef|Liad Yosef]] (Day 2 — Session Day 1 · 12:05pm-12:25pm · Search & Retrieval; official schedule) - [[2026-06-30-corey-gallon-the-dark-arts-of-web-automation-teaching-agents-to-use-websites-like-humans]] — The Dark Arts of Web Automation: Teaching Agents to Use Websites Like Humans; [[corey-gallon|Corey Gallon]] (Day 3 — Session Day 2 · 12:05pm-12:25pm · Computer Use; official schedule) - [[2026-06-30-liad-yosef-mcp-apps-extending-the-frontier]] — MCP Apps - Extending the frontier; [[liad-yosef|Liad Yosef]], [[ido-salomon|Ido Salomon]] (Day 3 — Session Day 2 · 2:25pm-2:45pm · Context Engineering; related YouTube resource; via [[youtube-o-zkvb0iFDQ]]) - [[2026-06-29-kwindla-kramer-the-new-primitives-building-ai-native-software]] — The New Primitives: Building AI-Native Software; [[kwindla-kramer|Kwindla Kramer]] (Day 2 — Session Day 1 · 10:45am-11:05am · Voice & Realtime AI; related YouTube resource; via [[youtube-sAOBXCDiDOs]]) - [[2026-06-29-pedro-lopez-how-we-built-the-airbyte-agent-mcp-server-and-cli]] — How We Built the Airbyte Agent MCP Server and CLI; [[pedro-lopez|Pedro Lopez]] (Day 2 — Session Day 1 · 3:45pm-4:05pm · Expo Stage 1; related YouTube resource; via [[youtube-sAOBXCDiDOs]]) - [[2026-06-30-joseph-wang-emulated-the-data-for-fully-autonomous-software-engineers-and-companies]] — Emulated: The data for fully autonomous software engineers and companies; [[joseph-wang|Joseph Wang]] (Day 3 — Session Day 2 · 1:55pm-2:15pm · Posttraining & Midtraining; related YouTube resource; via [[youtube-sAOBXCDiDOs]]) - [[2026-06-29-liad-yosef-rebuilding-the-web-for-agents]] — Rebuilding the web for agents; [[liad-yosef|Liad Yosef]] (Day 2 — Session Day 1 · 12:05pm-12:25pm · Search & Retrieval; related YouTube resource; via [[youtube-o-zkvb0iFDQ]]) - [[2026-06-29-ido-salomon-we-re-the-bottleneck-but-we-don-t-have-to-be]] — We're the bottleneck, but we don't have to be; [[ido-salomon|Ido Salomon]] (Day 2 — Session Day 1 · 2:25pm-2:45pm · Software Factories; related YouTube resource; via [[youtube-o-zkvb0iFDQ]]) - [[2026-06-29-alexander-embiricos-the-golden-age-of-ai-engineering]] — The Golden Age of AI Engineering; [[alexander-embiricos|Alexander Embiricos]], [[romain-huet|Romain Huet]] (Day 2 — Session Day 1 · 9:25am-9:45am · Software Factories; related YouTube resource; via [[youtube-pMggiOb18tc]]) - [[laurie-voss|Laurie Voss]] - [[christopher-manning|Christopher Manning]] - [[pedro-lopez|Pedro Lopez]] - [[joseph-wang|Joseph Wang]] - [[arize-ai|Arize AI]] - [[bright-data|Bright Data]] - [[meta|Meta]] - [[neo4j|Neo4j]] - [[youtube-2e9ANoOEn28-slides]] — What if the harness mattered more than the model? - Aditya Bhargava, Etsy (8 extracted slide frames) - [[youtube-sAOBXCDiDOs-slides]] — MCP Apps: Primitives, discovery, and the Future of Software - Pietro Zullo, Manufact, Inc (18 extracted slide frames) - [[2026-06-30-liad-yosef-mcp-apps-extending-the-frontier]] — MCP Apps - Extending the frontier; [[liad-yosef|Liad Yosef]], [[ido-salomon|Ido Salomon]] (Day 3 — Session Day 2 · 2:25pm-2:45pm · Context Engineering; official schedule) - [[2026-07-01-rafael-levi-video-discovery-for-agentic-world-model-training]] — Video Discovery for Agentic World-Model Training; [[rafael-levi|Rafael Levi]] (Day 2 — Session Day 1 · 2:50pm-3:10pm · Expo Stage 2 NW; related YouTube resource; via [[youtube-btxGmN8RvNU]]) - [[2026-06-29-du-an-lightfoot-agents-that-own-their-inference-building-production-ai-agents-on-dedicated-gpus]] — Agents That Own Their Inference: Building Production AI Agents on Dedicated GPUs; [[du-an-lightfoot|Du'an Lightfoot]] (Day 1 — Workshop Day · 9:00am-11:00am · Track 7; related YouTube resource; via [[youtube-wFTVEDYVJT0]]) ## Evidence Graph ### Transcript-backed resources - [[youtube-o-zkvb0iFDQ]] — MCP UI: Extending the frontier — Liad Yosef and Ido Salomon, MCP Apps - [[youtube-V-EDrhIhHzQ]] — The Prime Intellect Stack — Will Brown, Prime Intellect - [[youtube-q4Tr-DknG2M]] — Recursive Model Improvement — Lee Robinson, Cursor, SpaceXAI - [[youtube-pMggiOb18tc]] — The Golden Age of AI Engineering — Alexander Embiricos & Romain Huet & Peter Steinberger, OpenAI - [[youtube-9fubhllmsBU]] — Field Guide to Fable — Thariq Shihipar, Anthropic - [[youtube-4sX_He5c4sI]] — WF2026: Autoresearch & Keynotes ft. Anthropic, Google DeepMind, Amazon AGI, Sonar, Arena, Recursive - [[youtube-WkBPX-oDMnA]] — Understanding is the new bottleneck — Geoffrey Litt, Notion ### Quote signals - “In this case it decides to actually call the server tool but the control is in the hands of the host and everything stays in context.” — [[youtube-o-zkvb0iFDQ]] - “And just a few months back MCPUI we partnered with Anthropic and OpenAI to really put this into the MCP standard as the first official extension called MCP apps.” — [[youtube-o-zkvb0iFDQ]] - “Obviously shout out Postman and Goose and Claude the first one that released Claude apps that actually supported MCP apps.” — [[youtube-o-zkvb0iFDQ]] - “Um and to give people an option to not just use the open-source models that are getting quite good, but to take them and make them even better on their own use cases.” — [[youtube-V-EDrhIhHzQ]] - “People talk about environment in the context of RL and they think of like RL environments, but environments are more than just for RL.” — [[youtube-V-EDrhIhHzQ]] - “And our goal is to just make this a really flexible toolkit for all the kinds of evaluation things people want to do both for API models as well as for post training.” — [[youtube-V-EDrhIhHzQ]] ### Transcript-backed resources ### Quote signals ### Transcript-backed resources ### Quote signals ### Transcript-backed resources ### Quote signals ### Transcript-backed resources - [[youtube-sAOBXCDiDOs]] — MCP Apps: Primitives, discovery, and the Future of Software - Pietro Zullo, Manufact, Inc - [[youtube-vh2VGuQ3zhY]] — The 100-Tool Agent Is a Trap - Sohail Shaikh & Ankush Rastogi, Prosodica - [[youtube-_xIwFcnHqp4]] — Building Interactive UIs in VS Code with MCP Apps — Marlene Mhangami & Liam Hampton, GitHub - [[youtube-ghJmWQCIHRM]] — The agent-ready web: Simplify user actions with WebMCP — Tara Agyemang, Google - [[youtube-_B4Pv9ttFgY]] — Building Agent Interfaces: Lessons from Chrome DevTools (MCP) for Agents — Michael Hablich, Google - [[youtube-1IdzkRVmWAA]] — How we taught agents to use good retrieval - Hanna Lichtenberg, Mixedbread AI - [[youtube-HsxQICTLF84]] — Building an ACP-Compatible Agent Live — Bennet Fenner, Zed - [[youtube-c-2eEv2ou7Y]] — Why MCP and ChatGPT Apps Use Double Iframes — Frédéric Barthelet, Alpic - [[youtube-HEFSExa0xl0]] — Teaching Coding Agents to do Spreadsheets - Nuno Campos, Witan Labs - [[youtube-spNAUEgq_A8]] — The Future Is Domain-Specific Agents - Justin Schroeder, StandardAgents - [[youtube-2e9ANoOEn28]] — What if the harness mattered more than the model? - Aditya Bhargava, Etsy - [[youtube-UcYoMg-8-L8]] — 500 people vibe-coded for 30 days. I was one of them. - Sanja Grbic, Automattic - [[youtube-G6IlDzj8OjA]] — GTM Is You - Victoria Melnikova, Evil Martians - [[youtube-xUnRQ9vLXxo]] — What do we build now? — @t3dotgg - [[youtube-hCMrEfPG2Yg]] — Beyond Components: Designing Generative UI for MCP Apps — Ruben Casas, Postman - [[youtube-BqZrTdgBaPw]] — Running a Chess YouTube Channel entirely by AI — Stephan Steinfurt, TNG - [[youtube-4uFVSLgD2Q4]] — Agents in Production: How OpenGov Built and Scaled OG Assist - Gabe De Mesa, OpenGov ### Quote signals - “I'm an engineer here at OpenGov and today we're going to be talking about agents in production, specifically how OpenGov built and scaled OG Assist.” — [[youtube-4uFVSLgD2Q4]] - “So, that's kind of how we handled long context and memory, and it's worked pretty well for us.” — [[youtube-4uFVSLgD2Q4]] - “Uh it's an open source inspector, again, uh something comparable to the official inspector from the model context protocol maintainers that allows you to test these MCP servers and apps specifically uh on your local machine.” — [[youtube-sAOBXCDiDOs]] - “MCP apps is now the official extension of the Model Context Protocol that allows to return UI elements within MCP servers.” — [[youtube-sAOBXCDiDOs]] - “[clears throat] And also Cursor allows you to submit their MCP server set uh The way you submit is different for all three, but basically what happens is that you need to make sure that your MCP app is compliant.” — [[youtube-sAOBXCDiDOs]] - “The let's say past few decades, we have been building the web for human actions and human eyes, and we've been trying to optimize for that, but these days, it's not just humans that are using the web.” — [[youtube-ghJmWQCIHRM]] - “Well, today I'm going to share four engineering lessons from the Chrome uh DevTools team on how we build Chrome DevTools for agents and how we deployed it for effect.” — [[youtube-_B4Pv9ttFgY]] - “In a world where you are delegating away work to agents and automating away agents, you need to think about trust boundaries.” — [[youtube-_B4Pv9ttFgY]] ### Transcript-backed resources - [[youtube-btxGmN8RvNU]] — Your Agent's Biggest Lie: "I Searched the Web" — Rafael Levi, Bright Data ### Quote signals This evidence graph consolidates scheduled talks, linked videos, transcripts, and slide-derived material connected to this topic. ### Linked Sessions - [[2026-07-01-jan-curn-mcp-doesn-t-suck-your-agent-does|MCP doesn’t suck — your agent does]] - [[2026-06-30-liad-yosef-mcp-apps-extending-the-frontier|MCP Apps - Extending the frontier]] - [[2026-06-30-dustin-mihalik-mcp-apps-give-the-model-data-give-the-user-a-ui|MCP Apps: Give the Model Data, Give the User a UI]] - [[2026-06-29-kwindla-kramer-the-new-primitives-building-ai-native-software|The New Primitives: Building AI-Native Software]] - [[2026-06-29-pedro-lopez-how-we-built-the-airbyte-agent-mcp-server-and-cli|How We Built the Airbyte Agent MCP Server and CLI]] - [[2026-06-30-joseph-wang-emulated-the-data-for-fully-autonomous-software-engineers-and-companies|Emulated: The data for fully autonomous software engineers and companies]] - [[2026-06-30-averi-kitsch-build-time-vs-run-time-why-your-dev-tools-will-fail-in-production|Build-Time vs. Run-Time: Why Your Dev Tools Will Fail in Production]] - [[2026-06-29-jim-clark-who-approved-that-mcp-server-governing-the-tool-layer|Who Approved That MCP Server? Governing the Tool Layer]] - [[2026-06-29-dan-adler-the-enterprise-agentic-gap-when-developer-level-ai-tools-hit-millions-of-lines|The Enterprise Agentic Gap: When Developer-Level AI Tools Hit Millions of Lines]] - [[2026-06-29-jesse-lumarie-building-the-engine-while-flying-the-plane-launching-the-figma-mcp-server|Building the engine while flying the plane — launching the Figma MCP server]] ### Media Signals - `youtube-blW-lSd5CYQ` — 9 slide-derived text signals - Slide-derived themes for `youtube-blW-lSd5CYQ`: google, maps, intelligence, emerge, runs, actors, compass, data. - Evidence links for `youtube-blW-lSd5CYQ`: [[youtube-blW-lSd5CYQ]], [[youtube-blW-lSd5CYQ-slides]], [[youtube-blW-lSd5CYQ-dense-slides]], [[youtube-blW-lSd5CYQ-reconstructed-slides]] - `youtube-o-zkvb0iFDQ` — 3,969 transcript words; 1 slide-derived text signals - Transcript signals for `youtube-o-zkvb0iFDQ`: apps, host, claude, back, chatgpt, look, mcpui, chat. - Slide-derived themes for `youtube-o-zkvb0iFDQ`: engineering, future. - Evidence links for `youtube-o-zkvb0iFDQ`: [[youtube-o-zkvb0iFDQ]], [[youtube-o-zkvb0iFDQ-transcript]], [[youtube-o-zkvb0iFDQ-slides]], [[youtube-o-zkvb0iFDQ-dense-slides]], [[youtube-o-zkvb0iFDQ-reconstructed-slides]] - `youtube-E71YtNbCFXY` — 5 slide-derived text signals - Slide-derived themes for `youtube-E71YtNbCFXY`: pelt, remember, connections. - Evidence links for `youtube-E71YtNbCFXY`: [[youtube-E71YtNbCFXY]], [[youtube-E71YtNbCFXY-slides]], [[youtube-E71YtNbCFXY-dense-slides]], [[youtube-E71YtNbCFXY-reconstructed-slides]] ## Source Coverage This table summarizes the local evidence already linked from this topic. It is a navigation aid, not a claim that every linked page has been fully reviewed. | Evidence type | Count | Review note | | --- | ---: | --- | | other | 53 | Related pages outside the main evidence categories. | | resources | 22 | Video/resource pages; check source status before treating as primary event evidence. | | slides | 11 | OCR or reconstructed slide evidence; mark claims as OCR-derived unless image-reviewed. | | talks | 24 | Official schedule pages; use for titles, speakers, tracks, and stated talk framing. | | tools | 3 | Derived inventory pages; use as entity context, not independent proof. | | transcripts | 1 | Transcript markdown; check session matching and caption quality. | ### Talks - [[2026-07-01-jan-curn-mcp-doesn-t-suck-your-agent-does]] - [[2026-06-30-liad-yosef-mcp-apps-extending-the-frontier]] - [[2026-06-30-dustin-mihalik-mcp-apps-give-the-model-data-give-the-user-a-ui]] - [[2026-06-29-kwindla-kramer-the-new-primitives-building-ai-native-software]] - [[2026-06-29-pedro-lopez-how-we-built-the-airbyte-agent-mcp-server-and-cli]] - [[2026-06-30-joseph-wang-emulated-the-data-for-fully-autonomous-software-engineers-and-companies]] ### Resources - [[youtube-sAOBXCDiDOs]] - [[youtube-btxGmN8RvNU]] - [[youtube-wFTVEDYVJT0]] - [[youtube-vh2VGuQ3zhY]] - [[youtube-_xIwFcnHqp4]] - [[youtube-ghJmWQCIHRM]] ### Slides - [[youtube-2e9ANoOEn28-slides]] - [[youtube-sAOBXCDiDOs-slides]] - [[youtube-blW-lSd5CYQ-slides]] - [[youtube-blW-lSd5CYQ-dense-slides]] - [[youtube-blW-lSd5CYQ-reconstructed-slides]] - [[youtube-o-zkvb0iFDQ-slides]] ### Transcripts - [[youtube-o-zkvb0iFDQ-transcript]] ### Tools - [[docker]] - [[mcp-apps]] - [[neo4j]] This table summarizes the local evidence already linked from this topic. It is a navigation aid, not a claim that every linked page has been fully reviewed. | other | 55 | Related pages outside the main evidence categories. | | resources | 23 | Video/resource pages; check source status before treating as primary event evidence. | | talks | 27 | Official schedule pages; use for titles, speakers, tracks, and stated talk framing. | ### Talks ### Resources - [[youtube-o-zkvb0iFDQ]] - [[youtube-pMggiOb18tc]] ### Slides ### Transcripts ### Tools This table summarizes the local evidence already linked from this topic. It is a navigation aid, not a claim that every linked page has been fully reviewed. | other | 61 | Related pages outside the main evidence categories. | | resources | 25 | Video/resource pages; check source status before treating as primary event evidence. | | talks | 29 | Official schedule pages; use for titles, speakers, tracks, and stated talk framing. | ### Talks - [[2026-06-30-averi-kitsch-build-time-vs-run-time-why-your-dev-tools-will-fail-in-production]] - [[2026-06-29-jim-clark-who-approved-that-mcp-server-governing-the-tool-layer]] - [[2026-06-29-dan-adler-the-enterprise-agentic-gap-when-developer-level-ai-tools-hit-millions-of-lines]] ### Resources - [[youtube-9fubhllmsBU]] - [[youtube-4sX_He5c4sI]] ### Slides ### Transcripts ### Tools This table summarizes the local evidence already linked from this topic. It is a navigation aid, not a claim that every linked page has been fully reviewed. ### Talks ### Resources ### Slides ### Transcripts ### Tools This table summarizes the local evidence already linked from this topic. It is a navigation aid, not a claim that every linked page has been fully reviewed. ### Talks ### Resources ### Slides ### Transcripts ### Tools This table summarizes the local evidence already linked from this topic. It is a navigation aid, not a claim that every linked page has been fully reviewed. ### Talks ### Resources ### Slides ### Transcripts ### Tools This table summarizes the local evidence already linked from this topic. It is a navigation aid, not a claim that every linked page has been fully reviewed. | other | 62 | Related pages outside the main evidence categories. | | resources | 26 | Video/resource pages; check source status before treating as primary event evidence. | | talks | 30 | Official schedule pages; use for titles, speakers, tracks, and stated talk framing. | ### Talks ### Resources - [[youtube-WkBPX-oDMnA]] ### Slides ### Transcripts ### Tools This table summarizes the local evidence already linked from this topic. It is a navigation aid, not a claim that every linked page has been fully reviewed. | other | 63 | Related pages outside the main evidence categories. | | resources | 27 | Video/resource pages; check source status before treating as primary event evidence. | | talks | 31 | Official schedule pages; use for titles, speakers, tracks, and stated talk framing. | ### Talks ### Resources - [[youtube-V-EDrhIhHzQ]] ### Slides ### Transcripts ### Tools This table summarizes the local evidence already linked from this topic. It is a navigation aid, not a claim that every linked page has been fully reviewed. | other | 64 | Related pages outside the main evidence categories. | | resources | 28 | Video/resource pages; check source status before treating as primary event evidence. | | talks | 32 | Official schedule pages; use for titles, speakers, tracks, and stated talk framing. | ### Talks ### Resources - [[youtube-q4Tr-DknG2M]] ### Slides ### Transcripts ### Tools ## Active Use Cases - Connecting agents to repositories, browsers, docs, databases, and SaaS tools. - MCP Apps that return interactive UI from tool servers. - Agent-ready web and developer-tool integrations. - Local inspectors and compliance checks for tool servers.