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Model Context Protocol (MCP): The Key To Agentic AI

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The Model Content Protocol is taking the AI world by storm. Find out what MCP is, what it can be used for, how to create and use MCP servers, and much more!

https://www.pulsemcp.com/clients
https://www.pulsemcp.com/servers

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00:00 Introduction
00:23 M Is For Model
01:03 C Is For Context
02:14 MCP Clients & Servers
03:00 P Is For Protocol
03:34 MCP Transports
04:31 Trying MCP Out
05:38 Building An MCP Server
07:32 API Standards Comparison
08:42 Key Takeaways
09:43 Outroduction

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45 Comments

45 Comments

  1. @brewhog

    March 22, 2025 at 9:02 pm

    Thank God for this video. Every other video made mcp seem useless. This finally makes sense

  2. @jamesdepaul3410

    March 22, 2025 at 9:02 pm

    Very informative and clear

  3. @Isaac-zs2oi

    March 22, 2025 at 9:02 pm

    kinda feels like a RAG no?

  4. @al3x.4ndru

    March 22, 2025 at 9:02 pm

    check out the mcp-framework!

  5. @mazharansari7813

    March 22, 2025 at 9:02 pm

    This all non sense, isn't making any sense to me!!

  6. @ashokmarannan8711

    March 22, 2025 at 9:02 pm

    This is best MCP video so far I've seen

  7. @davekrause3054

    March 22, 2025 at 9:02 pm

    when using multiple MCP servers with a client, how does the MCP client prompt route to the appropriate MCP server(s). Is that where the prompt templates some into play?

  8. @EviGL

    March 22, 2025 at 9:02 pm

    Why not just openapi though?

  9. @ianmacharia254

    March 22, 2025 at 9:02 pm

    Well explained

  10. @AdamJHumphreys

    March 22, 2025 at 9:02 pm

    Are there any APIs for physics models for engineering design or general physics models? I saw blender doing 3D rendering and now Unreal/Unity are out. It makes me wonder how long before Revvit/CAD etc will come out for this.

  11. @荀俊杰-p6q

    March 22, 2025 at 9:02 pm

    Thank you for your video. But I am still confusion with “how to use MCP in interacting with Other LLM like DeepSeek in coding way”

  12. @qodeninja

    March 22, 2025 at 9:02 pm

    thank god its in dark mode like a civilized video

  13. @lucasloffel437

    March 22, 2025 at 9:02 pm

    gRPC does not support reflection, aha

  14. @vaidphysics

    March 22, 2025 at 9:02 pm

    Simple, sweet and to the point. Love your style of presentation.

  15. @SwiftySanders

    March 22, 2025 at 9:02 pm

    I am watching this video over and over again.

  16. @bostonswaghustle

    March 22, 2025 at 9:02 pm

    Great video, however I'm still unsure how these tools or "attachments" are invoked by the LLM aka what is it looking for. How does it know to call which tool and when?

  17. @lightlegion_

    March 22, 2025 at 9:02 pm

    Hello! You are genuinely inspiring.

  18. @OneAndOnlyMe

    March 22, 2025 at 9:02 pm

    So, now we need an AI model that is capable of doing all this MCP work so people don't have to do it, otherwise what's the point of AI advancing. What is really needed is a MCP "Explorer", a thing that can look through your IT environment and discover the data sources and tools. The "MCP Explorer" can then present all this information back to MCP servers, which then configure themselves.

  19. @ClassyGameRacer

    March 22, 2025 at 9:02 pm

    The way I understand it is that Reflection Request is kinda like a "smart" RAG.. It can be achieved by explicitly connect the tool/resources required to the MCP client.

  20. @arjungoalset8442

    March 22, 2025 at 9:02 pm

    This is amazing!

  21. @gerrcass1

    March 22, 2025 at 9:02 pm

    I’d love to hear your thoughts on the need for bidirectional communication in MCP. Since MCP is a stateful protocol, it requires a long-running server, mainly due to its sampling feature (if I understand correctly). One major concern people have is that this makes it incompatible with serverless environments, which many of us use for REST APIs—something that initially seems like a good fit for querying tools or providing context to LLMs.

    Do you think this is a fundamental limitation, or is there a way around it? Would love to hear your take!

    Thanks!

  22. @uscjake868

    March 22, 2025 at 9:02 pm

    Great work on the video. Looking forward to a few demos and ideas for MCP!

  23. @Garglish

    March 22, 2025 at 9:02 pm

    There was one particular thing that I missed in this video, which was the discussion of applicability and client availability. MCP is not something you simply plug into whatever LLM or agentic framework you are using, instead of traditional tool calling. I would love a more in depth video on that.

  24. @JoshuaClancy12

    March 22, 2025 at 9:02 pm

    When you say resources are you talking about the models and scalars?

  25. @shaunpx1

    March 22, 2025 at 9:02 pm

    How is MCP in regards to latency between calls?

  26. @yuva204

    March 22, 2025 at 9:02 pm

    This is the one video that explained about mcp in detail. Thank you

  27. @ac.23z

    March 22, 2025 at 9:02 pm

  28. @aymenbachiri-yh2hd

    March 22, 2025 at 9:02 pm

    Nice tutorial

  29. @rijkvanwel

    March 22, 2025 at 9:02 pm

    Very clear and concise, thank you

  30. @comosaycomosah

    March 22, 2025 at 9:02 pm

    blue collar coder lol corny but can relate…idk how but idk who you are but at the same time 100% have heard your name…def will check out your vids

  31. @bopuc

    March 22, 2025 at 9:02 pm

    "Use MCP to build UIs for LLMs to interface with (other systems)" is my key "mental model" takeaway from this. Thank you!

  32. @bitchain

    March 22, 2025 at 9:02 pm

    Thanks for the useful summary. On reflection, I was just thinking that OpenAPI Spec. is a type of "static reflection" for a ReST API, and some API frameworks, e.g. DRF and Spring will auto-generate such schemas at a URL for an API as text. This is also a useful way to have an LLM be able to "use" a ReST API via a CAG approach without too much effort.

  33. @markus_code

    March 22, 2025 at 9:02 pm

    Thank you for the video! I think it's one of the important thing to understand basics of the MCP.

  34. @kevinz1991

    March 22, 2025 at 9:02 pm

    amazing explanation thank u!

  35. @bapurocker

    March 22, 2025 at 9:02 pm

    honestly i am exploring myself the power it unleashed it is really indeed a game changer and you really explained well the differences compare to other protocol really loved the simple explanation

  36. @coreyamccoy

    March 22, 2025 at 9:02 pm

    All these videos keep explaining "what" MCPs are, which we can just Google. But no one has actually showed how to use it in a REAL world deployed application. What am i missing? Build something that uses a MCP server that's deployed and can be used.

  37. @labhamjain3915

    March 22, 2025 at 9:02 pm

    MCP is just an uno reverse for humans, AIs used to make APIs for us, now we humans need to make APIs for them 😭😂

  38. @dreamineering

    March 22, 2025 at 9:02 pm

    Great overview thanks 🙂

  39. @samtobin35

    March 22, 2025 at 9:02 pm

    Terrific video!

  40. @henriksoderlind1756

    March 22, 2025 at 9:02 pm

    Interesting 😮 Need to dig deeper

  41. @phm703

    March 22, 2025 at 9:02 pm

    fantastic video and intro to MCP. thanks!

  42. @denilsoncosta9837

    March 22, 2025 at 9:02 pm

    Would like if react and next.js would have a MCP server that allow to query their docs to get up to date information.

  43. @hugo-abdou

    March 22, 2025 at 9:02 pm

    now i understand what is this MCP thank you

  44. @align2source

    March 22, 2025 at 9:02 pm

    💚

  45. @roadshowcreative

    March 22, 2025 at 9:02 pm

    Great video! Thanks!

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AI説のあるtiktokerの真相 #tiktok #tiktoker #ai

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AI説のあるtiktokerの真相に迫る動画です。
可愛いすぎてAIだと言われているTiktokerを紹介しています。

#tiktok #tiktoker #美女 #美少女 #ai #真相 #かわいい #可愛い #shorts

●可愛いTiktokerに関連する動画

ネットで大バズリした美女

かわいいTiktokerの男装姿

女優レベルに可愛いTiktoker


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Tech Trends 2020: Systems architecture design awakens

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Explore Deloitte’s Tech Trends 2020 chapter: Systems architecture design awakens, https://deloi.tt/3cq72bc, to learn why the science of technology architecture is more strategically important than ever for keeping up with the unprecedented pace of disruptive change. Investing in systems architecture and architects can enable the organization to navigate from the technology of today to the technology of tomorrow. It can also promote the strategic value of this IT function, making it a competitive differentiator in the digital economy. As the future unfolds, how can organizations create systems that are able to accommodate the innovation and disruption? By architecting them. And who can do that best? Architects, of course.

#systemsarchitecture #strategicIT #digitaleconomy

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India Attacks Pakistan: 10 बजे आई भारत-पाक बॉर्डर से चौंकाने वाली खबर ! | Operation Sindoor | War

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India Attacks Pakistan: 10 बजे आई भारत-पाक बॉर्डर से चौंकाने वाली खबर ! | Operation Sindoor | War

भारत ने बुधवार रात डेढ़ बजे ‘ऑपरेशन सिंदूर’ के तहत पाकिस्तान के 7 शहरों के 9 आतंकी ठिकानों पर एयर स्ट्राइक की. देखिए पूरी खबर…

#pakistan #indiapakistanwar #OperationSindoor #latestnews #indianarmy #breakingnews #latestnews

बिहार और झारखंड के ताज़ा ख़बरों के लिए देखते रहिए News18 Bihar/Jharkhand
#news18biharjharkhand #latestnews #BiharJharkhandnews

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Here you can watch hindi news, breaking news, politics news, latest news, entertainment news, tech news, auto news, lifestyle news, local news, regional news, district news & more.
भारत का एक मात्र भरोसेमंद और लोकप्रिय न्यूज़ चैनल है। यह चैनल नेटवर्क १८ का हिस्सा है। यह चैनल Bihar & Jharkhand के सभी क्षेत्रीय खबरों के साथ साथ सरकार, राजनीति, पर्यावरण , खेल-कूद से जुड़ी राष्ट्रीय एवं अंतराष्ट्रीय खबरें प्रसारित करता है|

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Technical Skills vs Soft Skills in the Data Industry

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In the data industry, tech skills involve coding, and soft skills involve communication and teamwork. Both are crucial, but if you ask me, I’d say soft skills are more important. I explain why in the video.

If you are someone who works hard but doesn’t get recognized, it means you are working in a direction that is not alone in solving a problem.

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If you liked the video then share it with your friends and subscribe.

Do you want to learn technology from me? Check https://codebasics.io/?utm_source=description&utm_medium=yt&utm_campaign=description&utm_id=description for my affordable video courses.

Need help building software or data analytics/AI solutions? My company https://www.atliq.com/ can help. Click on the Contact button on that website.

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#Shorts : रात 10 बजे आई बिहार से बड़ी खबर | Bihar Jharkhand News | Latest News | Hindi News | News18

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#Shorts : रात 10 बजे आई बिहार से बड़ी खबर | Bihar Jharkhand News | Latest News | Hindi News | News18

#ytshorts #breakingnews #biharnews #biharjharkhandnews #news18biharjharkhand

बिहार और झारखंड के ताज़ा ख़बरों के लिए देखते रहिए News18 Bihar/Jharkhand
#news18biharjharkhand #latestnews #BiharJharkhandnews

bihar News live | bihar jharkhand news live | news18 bihar jharkhand | news live | hindi hews | latest news | breaking news | top news | news18 | aaj ki taaja khabar | nitish kumar | tejashwi yadav | jharkhand news | pm modi | lalu yadav | kalpana soren | nda | jdu | rjd

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News18 Bihar Jharkhand is one of most watched Hindi Regional News channel.

Here you can watch hindi news, breaking news, politics news, latest news, entertainment news, tech news, auto news, lifestyle news, local news, regional news, district news & more.
भारत का एक मात्र भरोसेमंद और लोकप्रिय न्यूज़ चैनल है। यह चैनल नेटवर्क १८ का हिस्सा है। यह चैनल Bihar & Jharkhand के सभी क्षेत्रीय खबरों के साथ साथ सरकार, राजनीति, पर्यावरण , खेल-कूद से जुड़ी राष्ट्रीय एवं अंतराष्ट्रीय खबरें प्रसारित करता है|

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AI – Ameli (Official Music Video 2024)

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La mia stori, come ho creato la canone AI👇
“Papà dice che la intelligenza artificiale è come una super amica che può fare tutto al posto suo! A volte sembra che passi più tempo a parlare con lei che con le persone vere!

Oggi stavo scrivendo la mia nuova canzone “Verde Color… ” (il titolo è ancora segreto!) e non riuscivo a trovare la parola giusta per la prossima riga. Pensavo che papà potesse aiutarmi, ma lui mi ha detto: ‘Perché non provi con l’AI?’

Cos’è l’AI? E lui ha iniziato a spiegarmelo con tutto l’entusiasmo che aveva! Mi ha detto come funziona e come scrivere i ‘promt’. Allora ho deciso di provarla, generando testo dopo testo. Ho ricevuto un sacco di suggerimenti, ma purtroppo le strofe non avevano un’anima, una melodia, erano come finti. E poi ho notato che avevo perso le mie idee dopo aver passato due ore con l’AI. Il problema è che papà, che è un grande sceneggiatore, dopo tanto tempo con l’intelligenza artificiale non riesce più a unire due righe!

Anche mamma, stessa cosa!

Per fortuna me ne sono accorta presto. Essendo appassionata di matematica, posso paragonarla a una calcolatrice: ricordate la soddisfazione di risolvere i problemi mentalmente, e come si è persa con la calcolatrice? La calcolatrice ha reso la matematica noiosa. L’AI fa lo stesso gioco, tutto ciò a cui viene applicato perde il senso!

Per fortuna, non sono in grado di creare qualcosa di originale. Forse il problema è che non hanno un’anima e usano solo la storia del passato. Non sanno sognare.

Comunque, secondo me, l’AI non è una salvezza né un pericolo, è solo uno strumento, una calcolatrice aggiornata. Dipende sempre da noi quale valore diamo a questo strumento e come lo usiamo.

Ho capito che la mia prossima canzone deve esprimere le mie preoccupazioni, e nel frattempo faccio capire ai miei genitori che la vera soddisfazione nasce solo quando crei le cose da sola, senza l’aiuto di un computer.”

Testo della canzone.
A.I.
Benvenuti nell’era digitale,
Qui si pensa solo a digitareNon importa se non lo sai fare
Lasciami spiegare
Te lo posso dimostrareAd esempio prendiamo mia madre,
Lei viene dall’era glaciale
Ma da anni sta sempre distesa
Da quando c’è AI
Non fa più la spesa
Lei non cucina
Non serve mica tanto ci pensa AI
Eh-oh-oh, ha già riscaldato i supplìPer istruirmi cerca consigli dalla sua amata AI
Eh-oh-oh, non dovrebbe andare così
AI, AI, A-A-AI, AI,
Nessuna coda in autostrada,
Nessuno in metropolitana
Che non è manco così strano,
Facciamo tutto dal divano
AI ti aiuta forse é vero,
Se può ampliare il tuo pensiero
Ma salti dentro al buco nero se pensi zero zero
Cosa mangiare, cosa comprare, cosa guardi in TV
Eh-oh-oh, chiedi un consiglio ad AIQuando dormire, con chi giocare, virtual reality
Eh-oh-oh, chiedi sempre un consiglio ad AI
AI, AI, A-A-AI, AI
Senza limiti, senza stimoliNo no no, non si pensa piùQuesto mondo é sempre un po più fake
Chissene, tanto adesso fa tutto AI
AI, AI, A-A-AI, AI

Ricordati che io ti voglio bene 😍 !
Visita il mio sito ufficiale: https://www.amelitvit.it/
Il mio instagram – https://www.instagram.com/amelitvit_official/
Canzone Bulla su Spotify: https://open.spotify.com/artist/3h7gKqdoWOs5MfnoM5ROyG?si=2FqInNOiSLOLQDqy-vZCZA
Canzone Bulla su Apple Music: https://music.apple.com/it/artist/ameli-tvit/1596148955

Idea: Ameliya Popovych (Ameli), Pasha, Malvina Popovych
Arrangiamenti, tastiere, musica: Antonio Visentin (Tony Vise)
Testo musica: Ameli, Federico Staltari, Pasha
Montagio/Riprese: Pavlo Popovych (Pasha), Irina Panco
Effetti speciali: Pasha
Manegment: Malvina, Pasha

Guest:
Nenoagro – Moreno Agramonte (ballerino, attore)
Maestro Ago – Agostino Giordano (coreografo, ballerino, attore)

#Amelitvit #AI #IA

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