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5 key questions your developers should be asking about MCP
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The Model Context Protocol (MCP) has become one of the most talked-about developments in AI integration since its introduction by Anthropic in late 2024. If you’re tuned into the AI space at all, you’ve likely been inundated with developer “hot takes” on the topic. Some think it’s the best thing ever; others are quick to point out its shortcomings. In reality, there’s some truth to both.
One pattern I’ve noticed with MCP adoption is that skepticism typically gives way to recognition: This protocol solves genuine architectural problems that other approaches don’t. I’ve gathered a list of questions below that reflect the conversations I’ve had with fellow builders who are considering bringing MCP to production environments.
1. Why should I use MCP over other alternatives?
Of course, most developers considering MCP are already familiar with implementations like OpenAI’s custom GPTs, vanilla function calling, Responses API with function calling, and hardcoded connections to services like Google Drive. The question isn’t really whether MCP fully replaces these approaches — under the hood, you could absolutely use the Responses API with function calling that still connects to MCP. What matters here is the resulting stack.
Despite all the hype about MCP, here’s the straight truth: It’s not a massive technical leap. MCP essentially “wraps” existing APIs in a way that’s understandable to large language models (LLMs). Sure, a lot of services already have an OpenAPI spec that models can use. For small or personal projects, the objection that MCP “isn’t that big a deal” is pretty fair.
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The practical benefit becomes obvious when you’re building something like an analysis tool that needs to connect to data sources across multiple ecosystems. Without MCP, you’re required to write custom integrations for each data source and each LLM you want to support. With MCP, you implement the data source connections once, and any compatible AI client can use them.
2. Local vs. remote MCP deployment: What are the actual trade-offs in production?
This is where you really start to see the gap between reference servers and reality. Local MCP deployment using the stdio programming language is dead simple to get running: Spawn subprocesses for each MCP server and let them talk through stdin/stdout. Great for a technical audience, difficult for everyday users.
Remote deployment obviously addresses the scaling but opens up a can of worms around transport complexity. The original HTTP+SSE approach was replaced by a March 2025 streamable HTTP update, which tries to reduce complexity by putting everything through a single /messages endpoint. Even so, this isn’t really needed for most companies that are likely to build MCP servers.
But here’s the thing: A few months later, support is spotty at best. Some clients still expect the old HTTP+SSE setup, while others work with the new approach — so, if you’re deploying today, you’re probably going to support both. Protocol detection and dual transport support are a must.
Authorization is another variable you’ll need to consider with remote deployments. The OAuth 2.1 integration requires mapping tokens between external identity providers and MCP sessions. While this adds complexity, it’s manageable with proper planning.
3. How can I be sure my MCP server is secure?
This is probably the biggest gap between the MCP hype and what you actually need to tackle for production. Most showcases or examples you’ll see use local connections with no authentication at all, or they handwave the security by saying “it uses OAuth.”
The MCP authorization spec does leverage OAuth 2.1, which is a proven open standard. But there’s always going to be some variability in implementation. For production deployments, focus on the fundamentals:
- Proper scope-based access control that matches your actual tool boundaries
- Direct (local) token validation
- Audit logs and monitoring for tool use
However, the biggest security consideration with MCP is around tool execution itself. Many tools need (or think they need) broad permissions to be useful, which means sweeping scope design (like a blanket “read” or “write”) is inevitable. Even without a heavy-handed approach, your MCP server may access sensitive data or perform privileged operations — so, when in doubt, stick to the best practices recommended in the latest MCP auth draft spec.
4. Is MCP worth investing resources and time into, and will it be around for the long term?
This gets to the heart of any adoption decision: Why should I bother with a flavor-of-the-quarter protocol when everything AI is moving so fast? What guarantee do you have that MCP will be a solid choice (or even around) in a year, or even six months?
Well, look at MCP’s adoption by major players: Google supports it with its Agent2Agent protocol, Microsoft has integrated MCP with Copilot Studio and is even adding built-in MCP features for Windows 11, and Cloudflare is more than happy to help you fire up your first MCP server on their platform. Similarly, the ecosystem growth is encouraging, with hundreds of community-built MCP servers and official integrations from well-known platforms.
In short, the learning curve isn’t terrible, and the implementation burden is manageable for most teams or solo devs. It does what it says on the tin. So, why would I be cautious about buying into the hype?
MCP is fundamentally designed for current-gen AI systems, meaning it assumes you have a human supervising a single-agent interaction. Multi-agent and autonomous tasking are two areas MCP doesn’t really address; in fairness, it doesn’t really need to. But if you’re looking for an evergreen yet still somehow bleeding-edge approach, MCP isn’t it. It’s standardizing something that desperately needs consistency, not pioneering in uncharted territory.
5. Are we about to witness the “AI protocol wars?”
Signs are pointing toward some tension down the line for AI protocols. While MCP has carved out a tidy audience by being early, there’s plenty of evidence it won’t be alone for much longer.
Take Google’s Agent2Agent (A2A) protocol launch with 50-plus industry partners. It’s complementary to MCP, but the timing — just weeks after OpenAI publicly adopted MCP — doesn’t feel coincidental. Was Google cooking up an MCP competitor when they saw the biggest name in LLMs embrace it? Maybe a pivot was the right move. But it’s hardly speculation to think that, with features like multi-LLM sampling soon to be released for MCP, A2A and MCP may become competitors.
Then there’s the sentiment from today’s skeptics about MCP being a “wrapper” rather than a genuine leap forward for API-to-LLM communication. This is another variable that will only become more apparent as consumer-facing applications move from single-agent/single-user interactions and into the realm of multi-tool, multi-user, multi-agent tasking. What MCP and A2A don’t address will become a battleground for another breed of protocol altogether.
For teams bringing AI-powered projects to production today, the smart play is probably hedging protocols. Implement what works now while designing for flexibility. If AI makes a generational leap and leaves MCP behind, your work won’t suffer for it. The investment in standardized tool integration absolutely will pay off immediately, but keep your architecture adaptable for whatever comes next.
Ultimately, the dev community will decide whether MCP stays relevant. It’s MCP projects in production, not specification elegance or market buzz, that will determine if MCP (or something else) stays on top for the next AI hype cycle. And frankly, that’s probably how it should be.
Meir Wahnon is a co-founder at Descope.
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Funding & Investment in Travel
‘Blackmail’ trailer out now! GV Prakash promises gritty thriller Hopes for audience support like ‘Eleven’ and ‘Tourist Family’ | Tamil Movie News
Directed by M. Maran, who directed films like ‘Iravukku Aayiram Kangal’ and ‘Kannai Nambathe’, G.V. Prakash Kumar’s new film ‘Blackmail’ is gearing up for release. Actor and a close friend of GV Prakash Kumar, Dhanush, unveiled the trailer of ‘Blackmail’ on his X page, and it has raised expectations for the film to a high level.
A promising trailer
The trailer of the movie ‘Blackmail’ starring G.V. Prakash Kumar and Preethi Ashwini looks very thrilling and on the verge of crime. First, we see scenes of G.V. Prakash Kumar walks around in a casual manner; then mysterious phone calls, night terrors, and sudden twists begin, giving the story a deep suspense. The trailer follows the pattern of a crime thriller, with brutal confrontations, intimate background scenes, and interesting camera shots. GV Prakash Kumar’s performance seems to combine suspense and excitement in his vision. Overall, the trailer captivates the audience and gives a glimpse into how the film can change one’s life forever.
Expectations raise for ‘Blackmail’
GV Prakash Kumar’s 25th film as an actor, ‘Kingston’, was released recently, and it failed to score big. But expectations peak for his current film, ‘Blackmail’, and the film is scheduled to hit big screens on August 1. Alongside GV Prakash Kumar, the film also stars Srikanth, Ramesh Thilak, Teju Ashwini, Bindu Madhavi, Vettai Muthukumar, Redin Kingsley, Hari Priya, and others.
GV Prakash Kumar hopes for audiences’ support
Meanwhile, the audio launch of ‘Blackmail’ happened recently in Chennai, while director Maran and GV Prakash shared their experiences with the film. Speaking at the event, GV Prakash Kumar said that he agreed with Maran after hearing the one-liner and that the film’s screenplay has vividly portrayed how it affects many people. He also expressed his hope that the audience will give full support to the film ‘Blackmail’, similar to the reception received by recent small-budget films like ‘Eleven’ and ‘Tourist Family’.
Funding & Investment in Travel
Sustainable travel spaces for your next eco-friendly vacation
Looking to explore the world without leaving a mark? These seven eco-conscious retreats across India blend luxury with sustainability, offering soulful escapes rooted in nature. From forest farms to island havens, experience indulgence that honours the Earth
Luxury travel has entered a new era—one where conscience and comfort coexist. Across India, a refined set of eco-friendly, sustainable vacations is reshaping what it means to travel well. These destinations offer not only elegance and exclusivity but also a deep reverence for the planet, the people, and the places they inhabit.
Whether nestled in forested hills, perched by pristine beaches, or hidden deep within the wilderness, these eight retreats embody the rare harmony of sustainability and sophistication. From forest sanctuaries to island escapes, here are seven eco-forward hideaways offering indulgence without impact—places where the planet thrives alongside you.
Beforest, Coorg, Karnataka – Living the earth-first lifestyle
Beforest isn’t simply a place to stay, it’s a regenerative ecosystem. Nestled in the verdant hills of Coorg, this regenerative community invites guests into an immersive, off-the-grid lifestyle. Think: permaculture gardens, solar energy, and mornings spent harvesting your organic produce. Each experience from forest bathing to barefoot farming is designed to root you deeper into the rhythms of the earth.
Swastik Wellbeing Sanctuary, Pune – Where modern wellness meets ancient wisdom
Tucked into the serene hills just outside Pune, Swastik Wellbeing Sanctuary offers a refined escape for the soul. This thoughtfully designed retreat combines sustainable architecture with the timeless principles of Vedic healing. Every element from the eco-friendly construction and solar-powered systems to the Ayurvedic treatments, guided breathwork, and nourishing sattvic food creates a space where silence is sacred and every detail is intentional. Swastik doesn’t just restore, it reawakens.
Evolve Back, Kabini, Karnataka – Rustic refinement on the riverbank
On the edge of the wild Nagarhole forest, Evolve Back Kabini redefines resort living through a tribal-inspired design that honors the land and its people. Solar-powered and sustainably built, the property offers immersive wildlife experiences, riverside relaxation, and unfiltered serenity.
Spice Village, Thekkady, Kerala – A tribute to tribal traditions
Spice Village is a celebration of indigenous wisdom and ecological integrity. Inspired by the native dwellings of the Western Ghats, this solar-powered, plastic-free retreat offers an authentic immersion into Kerala’s heritage, where every thatched cottage and spice-laden meal is a nod to tradition done consciously.
Barefoot at Havelock, Andaman – Island luxury, reimagined
Barefoot is what island luxury looks like when sustainability takes center stage. Nestled beside the famed Radhanagar Beach, the resort was built without felling a single tree. With coral restoration programs, zero-waste practices, and immersive jungle treks, it offers a refined yet respectful way to experience the Andamans.
Wildernest, Chorla Ghats – The art of off-grid opulence
Perched where three states meet, Wildernest is wild beauty distilled into a sophisticated escape. With no Wi-Fi, no artificial lights, and only nature as your soundtrack, the resort offers secluded cabins, guided eco-treks, and sweeping views that reconnect you with the rhythms of the land.
Diphlu River Lodge, Assam – Conservation in the heart of the jungle
Bordering the famed Kaziranga National Park, Diphlu River Lodge is a handcrafted ode to Assam’s wild heart. Bamboo cottages, solar lighting, and a strong conservation ethic define this luxe eco-lodge. Here, rhinos roam nearby, and luxury lies in reverent simplicity.
Funding & Investment in Travel
Sri Lanka eyes global spotlight through film tourism and creative industry partnerships
July 20, Colombo (LNW): In a bid to position Sri Lanka as a vibrant destination for international filmmaking and cultural exchange, Minister of Foreign Affairs, Foreign Employment and Tourism, Vijitha Herath, held a high-profile meeting with Indian actor and producer Ravi Mohan, alongside singer and performer Keneesha Francis, at the National Film Corporation headquarters yesterday.
The discussions explored opportunities to expand Sri Lanka’s film tourism footprint by encouraging global film producers to consider the island nation as a cinematic backdrop. Minister Herath expressed the government’s renewed commitment to supporting the creative economy through targeted policy reform and strategic international partnerships.
Chairman of the National Film Corporation, Sudath Mahadivulwewa, who also took part in the dialogue, emphasised the need for practical incentives and institutional support to attract major productions. He noted that collaboration with global industry figures like Mohan and Francis could open up new avenues for local talent, training, and investment.
The meeting also touched on how music, performance, and storytelling can serve as bridges between communities, deepening people-to-people ties while creating tangible tourism benefits. Stakeholders discussed establishing film-friendly zones, simplifying permitting processes, and launching co-production agreements as part of the effort to revitalise the local entertainment sector.
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