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Vibe Code MCP (Model Context Protocol)

Ship 10× faster with MCP‑powered vibe coding — without breaking security

We implement MCP so your AI assistants can safely use your tools (GitHub, Figma, DB, CI/CD) and your repo context to generate real PRs, not just suggestions. Faster builds. Fewer regressions.

  • Cursor · Claude Code · v0 · Bolt — unified tool access via MCP
  • Repo‑aware context: codebase, docs, ADRs, tickets, APIs
  • Secure tool calling: least‑privilege, audit logs, redaction
  • Go live in 5–10 days — measured with PR lead time & cycle time
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★★★★★ 4.9/5 · 50+ AI builds shipped
NDA‑protected Audit logs 2hr response
Trusted by businesses worldwide
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Case Studies

Proven case studies of MCP in action

Real wins from MCP-powered vibe coding rollouts — faster PRs, safer tooling, measurable cycle-time drops.

Design Systems  ·  10-day rollout · Gurgaon · 2 products

Figma → PR pipeline that cut UI delivery time by 62%

The Challenge

NovaUI’s team was rebuilding the same components across two products. Reviews were slow and designs drifted from tokens — creating endless rework.

The Solution

We shipped an MCP connector that lets agents read Figma component metadata + tokens, generate code in the repo structure, run lint/tests, and open PRs with screenshots and checklists.

Key Highlights & Features
  • Token-aware generation + component mapping (Figma → React)
  • Auto PR: diff summary, checklist, and storybook notes
  • Design drift detection + suggested fixes
  • Guardrails: write scopes + code-owner routing
  • Replayable runs + audit log for each tool call
  • Team-wide prompt library with versioning
The Impact
-62% UI delivery time
-41% review iterations
9 days time to live
View rollout plan Implement MCP with us
Hire AI Engineers

Rent battle-tested AI engineers — without the hiring chaos

Skip 90-day hiring cycles. Get a Coderlab AI engineer (or full pod) onboarded in 48 hours — billed by the hour, week, or month. Pause, swap or scale anytime.

0h avg. onboarding time
0+ AI engineers on bench
0% client retention
₹0 to start · 1-week trial
Hourly

By the hour

Best for short tasks, hot fixes, prototypes & spec’d-out features. No commitment — bill weekly.

  • Min. 10 hours / week
  • Hourly time-tracking + screenshots
  • Pause / resume anytime
  • Weekly invoicing in INR or USD
Match me with an engineer
Monthly Dedicated ★ Most Popular

Full-time dedicated

One AI engineer working only on your roadmap. Daily standups, your tools, your time-zone.

  • 160 hrs / month · 8 hrs/day
  • Direct Slack / Notion / GitHub access
  • Daily standups + weekly demos
  • Free 1-week trial · pay only after
Start 1-week trial
AI Pod

Full AI pod (3-5)

PM + LLM eng + RAG architect + ML Ops + QA. End-to-end product team that ships in weeks, not quarters.

  • 3-5 dedicated engineers
  • PM-led delivery + sprint demos
  • SLA-backed uptime + on-call rotation
  • Full IP & source-code transfer
Build my pod
Why Coderlab

Why teams hire AI engineers through us

48-hour onboarding

Send a brief on Monday. Have an engineer pushing PRs by Wednesday. No quarter-long hiring loops.

AI specialists, not generalists

Every engineer ships LLM, RAG, vector-DB or agent code daily. We don’t send web devs in disguise.

Try before you commit

1-week paid trial — but you only pay if you keep the engineer. Risk sits with us, not you.

End-to-end ownership

One accountable engineer for spec, code, deploy & monitoring. No hand-off losses, no finger-pointing.

Roles you can hire

8 specialist profiles, on-the-bench right now

L Available

LLM Engineer

GPT-5 Claude Fine-tuning
Hire
R Available

RAG Architect

Pinecone Weaviate Embeddings
Hire
M Available

ML Ops Engineer

Kubeflow AWS SageMaker CI/CD
Hire
V Available

Voice AI Engineer

ElevenLabs Whisper Sarvam
Hire
C Available

Computer Vision Eng.

YOLO Detectron OpenCV
Hire
P Available

AI Product Engineer

Next.js tRPC Vercel AI SDK
Hire
A Available

Prompt Engineer

CoT DSPy Evals
Hire
D Available

AI Data Engineer

dbt Airflow Spark
Hire
Need an AI engineer next week?

Talk to a Coderlab engineer in 24 hours

Tell us what you’re building. We’ll match you with 2-3 pre-vetted profiles within a working day. ₹0 to start.

Book matching call Send job description
✓ No agency commitment ✓ NDA on first reply ✓ Full IP transfer
MCP Packages

8 ways to implement Vibe Code MCP in your org

Start small with one tool — or ship a full org-wide MCP layer with access control, auditing and guardrails.

Most Popular

Cursor MCP Setup

Make Cursor agents reliably run repo tasks: search, refactors, tests, and PR-ready changes.

  • Repo-aware context & rules
  • Tool schemas + safe defaults
  • PR workflow: branch → commits → checks
Ask for Quote
Team-wide

Shared MCP Gateway

One MCP layer for your whole team: consistent tools, consistent permissions, consistent logs.

  • Least-privilege access
  • Audit logs & redaction
  • Multi-tenant / per-project policies
Ask for Quote
Design → Code

Figma-to-Code MCP

Connect Figma to AI so components are generated with your design system, tokens, and patterns.

  • Token-aware output
  • Component mapping & linting
  • Storybook-ready structure
Ask for Quote
Data Ops

SQL / DB MCP Tools

Let agents answer questions with data — safely — using read-only queries, views and guardrails.

  • Read-only policies
  • Explain plans + cost limits
  • PII masking & approval gates
Ask for Quote
DevEx

GitHub / Jira Tooling Pack

Agents create issues, draft PRs, review diffs, and keep tickets updated — with traceability.

  • Issue ↔ PR linking
  • Release notes drafting
  • Code-owner aware review routes
Ask for Quote
Quality

QA + Test Agent

Automate test generation, flaky-test triage, and CI failures with MCP tool calls.

  • Failing-test diagnosis
  • Snapshot stabilization
  • Coverage-driven test plans
Ask for Quote
Ship Faster

CI/CD + Deploy MCP

From build to deploy: agents can run pipelines, rollbacks and environment diffs safely.

  • Stage/prod separation
  • Rollback playbooks
  • Deployment audit trail
Ask for Quote
Security

Guardrails & Compliance

Prevent data leaks and unsafe tool runs. Mandatory approvals where needed.

  • Secrets detection & blocking
  • Prompt injection defenses
  • SOC2-style logging patterns
Ask for Quote
Capabilities

Everything your agents need to be useful in production

MCP gives agents safe tool access. We add the production layer: permissions, guardrails, logging and rollouts.

TOOL SCHEMAS · Typed

Reliable tool calling

Clean schemas so agents call tools correctly — fewer hallucinated params, fewer broken runs.

PERMISSIONS · Least‑privilege

Access control policies

Per-project / per-role policies with safe defaults. Read-only where required. Approval gates when needed.

CONTEXT · Repo + Docs

Repo-aware context layer

Agents understand your codebase structure, conventions, ADRs, and APIs — not just the last message.

GUARDRAILS · Safe-by-design

Injection & safety defenses

Prompt-injection hardening, secret masking, and safe tool wrappers so AI can’t do dangerous actions.

STREAMING · Live runs

Real-time run visibility

Live tool traces and streaming responses so teams can monitor, intervene, and learn the best flows.

ORCHESTRATION · Multi-tool

Multi-tool workflows

One prompt triggers a workflow: Figma → code → tests → PR → release notes. Fully traceable.

CONNECTORS · Your stack

Integrations & connectors

GitHub, Jira, Linear, Figma, Slack, databases, CI/CD — wired through MCP with scoped tokens.

DOCS RAG · Auto-synced

Docs & API knowledge

RAG over docs, PRDs, tickets and API references so agents answer correctly and cite the right source.

INSIGHTS · Measured impact

Dev velocity analytics

Track PR lead time, cycle time, defect rate and time saved — to prove ROI and keep improving.

Free Tools — Lead Magnets

Try our AI live — solve a real problem in 60 seconds

Get value first. Judge our quality. Then decide if you want to work with us. Three battle-tested AI tools — no gating, no signup, just pure utility.

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AI Website Audit

Complete SEO + performance + accessibility analysis of any URL. Get a detailed PDF with prioritized fixes.

12,400+ audits delivered Try Free Audit No signup · Result in 60 seconds · PDF emailed

Chatbot ROI Calculator

Discover how much an AI chatbot will save your business — projected savings, payback period & ROI multiple, in 90 seconds.

₹4.2 Cr+ savings calculated Calculate My ROI 10 questions · 90 seconds · PDF emailed

Tech Stack Recommender

Describe your project. Our AI suggests the optimal stack, ballpark cost, and realistic timeline — instantly.

850+ projects scoped Get My Stack 2 minutes · No card · PDF + Email
Where MCP Works Best

Vibe coding that fits your team

Different teams need different guardrails. We ship MCP setups tailored to your workflows, risk level, and tooling.

Product Teams

PRs · Specs · Releases

Spec → code → tests → PR → release notes — with guardrails and review.

Startups

MVP · Speed · Iterations

Idea → working MVP with PR automation, feature flags, and fast feedback loops.

Design Systems

Figma → Components

Figma frames become token-perfect components with linting and storybook output.

Agencies

Multi-project delivery

Standardize delivery: reusable prompts, tools, and guardrails across clients.

Enterprises

RBAC · Audit · VPC

Org-wide policies, approvals, and deployment inside your private infrastructure.

Data Teams

SQL · BI · Governance

Read-only query tools, masked views, explain plans and approval workflows.

DevOps

CI/CD · Rollbacks

Run pipelines safely, compare env diffs, trigger rollbacks, and log every action.

Security Teams

Secrets · Redaction · Audit

Secret scanning, PII redaction, approval gates and incident-safe tool wrappers.

Support Engineering

Triage · RCA · Fix

Ticket triage, RCA drafts, log querying, and safe hotfix PRs with review.

Platform Teams

Standards · Tooling · DX

Standardize prompts, tools, scaffolds, and guardrails across the org.

Our AI-Powered Process

From idea to launch — accelerated 10× by AI

Same proven 5 steps. With AI co-piloting every stage, weeks compress into days — without sacrificing quality.

1

Discovery

AI-assisted requirement gathering & instant competitor analysis

GPT-5 + Claude
1 week 30 min
2

Design

AI-generated wireframes & mockups, refined by senior designers

Figma AI + v0
2 weeks 2 days
3

Development

Vibe coding with Cursor + Claude pair-programming agile sprints

Cursor + Claude
3 months 3 weeks
4

Testing

AI-generated test suites & automated edge-case discovery

Playwright AI
1 week 2 days
5

Launch

One-click AI deploy + AI uptime monitoring & instant rollback

Vercel + Sentry AI
3 days Same day
Total: ~3.5 months → 4 weeks 10× faster Same quality, lower cost
Our Stack

Powered by the world’s best AI & modern dev tools

From frontier AI models to native mobile frameworks — all the tools we use to ship 10× faster.

AI Tools
Web Dev
Mobile Dev

Get a free MCP architecture call — 30 minutes, zero commitment.

Bring your workflow. Leave with a secure tool map, permissions model, and a 10-day rollout plan your team can actually adopt.

Get Free MCP Audit Book Free Call
Replies in 2 hours Least-privilege Audit logs
MCP Ecosystem

Works with your tools — no lock‑in

We wire MCP across your agents, your stack, and your infra — with secure tokens and traceability.

Agent Clients

Cursor Claude Code OpenAI Agents SDK LangGraph v0 Bolt.new

Model Providers

OpenAI Anthropic Google Mistral Meta Llama DeepSeek

Product & Design Tools

Figma Jira Linear Notion Confluence Slack

Dev Tools

GitHub GitLab Bitbucket Docker Kubernetes Terraform

Data & APIs

Postgres MongoDB MySQL Redis BigQuery Snowflake

Observability

Datadog Sentry OpenTelemetry Grafana ELK CloudWatch
Why Coderlab

Why we are different from other software companies

We’re not the cheapest. Not the oldest. But we’re the smartest choice for businesses that want AI-powered solutions delivered with personal attention at fair prices.

3–5× Faster development

AI-First, From Day One

While traditional IT firms added AI as an afterthought, Coderlab was built from the ground up with AI-first principles. Every project leverages modern tools like Cursor, Claude Code, and GPT-5 — making your software 3-5x faster to build with built-in intelligent features.

7-day MVP delivery standard
40–70% Lower cost vs competitors

Startup-Friendly Pricing

Octal charges $5,000 minimum. Infosys won’t talk under ₹50 lakh. Coderlab solves this. Our projects start from ₹15,000. International MVPs from $500. You get the same technical excellence at 40-70% lower prices than traditional IT firms.

Projects starting from ₹15,000
2hr Average response time

Personal Attention

You work directly with founders and senior team members. Every client gets a dedicated PM, direct WhatsApp line to leadership, and weekly sync calls. We take 20% fewer projects than capacity allows — specifically so every client gets the attention they deserve.

Direct WhatsApp line to founders
15+ Countries served

Gurgaon-Based Quality

Headquartered in Gurgaon — India’s tech capital. Our team combines world-class expertise with local business understanding. For Indian clients, we speak your language. For international clients, we offer IST/GMT/EST overlap and English-fluent management.

IST / GMT / EST timezone overlap
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Testimonials — 200+ Happy Clients

What our clients say

Unfiltered stories from business owners, founders & product leads — across India and 14 other countries.

80% support reduction

“The chatbot integrates seamlessly with our WhatsApp Business and has reduced our support workload by 80%. Would absolutely recommend.”

Dr. Priya Sharma

Owner, Shine Healthcare Clinic · Mumbai, IN

8-day MVP shipped

“Coderlab built our MVP in just 8 days. We raised our seed round 30 days after launch. These guys are the real deal.”

Rajesh Kumar

Founder, FinPath Technologies · Bengaluru, IN

₹8.5L saved

“I was quoted ₹12 lakh by a big firm. Coderlab delivered the same quality CRM for ₹3.5 lakh in half the time. Best decision this year.”

Anjali Desai

COO, Desai Real Estate Group · Pune, IN

6.5× faster loads

“We rebuilt our SaaS dashboard with Coderlab. Load times dropped from 4s to 600ms. Customers literally noticed within a week.”

Ahmed Khan

Founder, DataPulse Analytics · Dubai, AE

+40% pipeline

“Their AI sales agent qualifies leads at 3 AM while we sleep. Pipeline grew 40% in two months — without hiring a single SDR.”

Sneha Iyer

Director, Iyer Realty · Chennai, IN

80% support reduction

“The chatbot integrates seamlessly with our WhatsApp Business and has reduced our support workload by 80%. Would absolutely recommend.”

Dr. Priya Sharma

Owner, Shine Healthcare Clinic · Mumbai, IN

8-day MVP shipped

“Coderlab built our MVP in just 8 days. We raised our seed round 30 days after launch. These guys are the real deal.”

Rajesh Kumar

Founder, FinPath Technologies · Bengaluru, IN

₹8.5L saved

“I was quoted ₹12 lakh by a big firm. Coderlab delivered the same quality CRM for ₹3.5 lakh in half the time. Best decision this year.”

Anjali Desai

COO, Desai Real Estate Group · Pune, IN

6.5× faster loads

“We rebuilt our SaaS dashboard with Coderlab. Load times dropped from 4s to 600ms. Customers literally noticed within a week.”

Ahmed Khan

Founder, DataPulse Analytics · Dubai, AE

+40% pipeline

“Their AI sales agent qualifies leads at 3 AM while we sleep. Pipeline grew 40% in two months — without hiring a single SDR.”

Sneha Iyer

Director, Iyer Realty · Chennai, IN

Hired in 1 day

“I shopped 5 agencies. Coderlab was the only one who shipped working code in the first call. Hired them on the spot.”

Mike Chen

CEO, NexGen Robotics · San Francisco, US

7× faster integration

“Their team integrated Razorpay, Cashfree, and Stripe in 3 days. Other agencies quoted 3 weeks. Their speed is the real superpower.”

Vikram Patel

CTO, Bookmate India · Ahmedabad, IN

Featured on Play Store

“Our mobile app got featured on Play Store within 6 weeks of launch. Coderlab's quality is genuinely European-grade.”

Lisa Müller

Co-founder, MoveFit · Berlin, DE

2-hour response avg

“Founder access on WhatsApp is a game-changer. I message at midnight, I get answers by morning. Try finding that elsewhere.”

Arjun Nair

Owner, Nair Logistics · Kochi, IN

Saved the launch

“We were burning cash on a no-show vendor. Coderlab took over mid-project, fixed all bugs, and shipped on time. Literally saved our launch.”

Tanya Reddy

Product Lead, BloomBox Studios · Hyderabad, IN

Hired in 1 day

“I shopped 5 agencies. Coderlab was the only one who shipped working code in the first call. Hired them on the spot.”

Mike Chen

CEO, NexGen Robotics · San Francisco, US

7× faster integration

“Their team integrated Razorpay, Cashfree, and Stripe in 3 days. Other agencies quoted 3 weeks. Their speed is the real superpower.”

Vikram Patel

CTO, Bookmate India · Ahmedabad, IN

Featured on Play Store

“Our mobile app got featured on Play Store within 6 weeks of launch. Coderlab's quality is genuinely European-grade.”

Lisa Müller

Co-founder, MoveFit · Berlin, DE

2-hour response avg

“Founder access on WhatsApp is a game-changer. I message at midnight, I get answers by morning. Try finding that elsewhere.”

Arjun Nair

Owner, Nair Logistics · Kochi, IN

Saved the launch

“We were burning cash on a no-show vendor. Coderlab took over mid-project, fixed all bugs, and shipped on time. Literally saved our launch.”

Tanya Reddy

Product Lead, BloomBox Studios · Hyderabad, IN

200+ happy clients 4.9 / 5 average rating 98% retention 15+ countries
Vibe Code MCP FAQ

Frequently asked MCP questions

The 8 questions teams ask before rolling out MCP across engineering.

What exactly is MCP and what does it enable?

MCP (Model Context Protocol) is a standard that lets AI clients (like Cursor or Claude Code) talk to tools through a consistent interface. It enables safe tool calling (GitHub, Figma, DB, CI/CD) and structured context (docs, repos, tickets) so agents can produce real output — PRs, migrations, dashboards — not just text.

Is it secure? Can the AI access secrets or production?

Yes, it can be secure — if implemented correctly. We ship least‑privilege policies, environment separation (stage vs prod), secret masking, redaction, and approval gates for risky actions. Tool tokens are scoped and rotated. Every run is logged.

Do you build custom MCP servers or only configure existing ones?

Both. We can configure existing MCP servers and also build custom ones for your internal systems (private APIs, admin panels, data warehouses, CI pipelines). Custom servers come with typed schemas, rate limits and audit hooks.

How long does a rollout take?

Most teams go live in 5–10 days for an initial tool pack (repo + GitHub + Jira). A full org-wide gateway with policies, logging, and multiple tool targets usually takes 2–4 weeks depending on integrations and compliance.

Can you integrate Figma → code with our design system?

Yes. We map your Figma components to your code components, enforce tokens, and add guardrails so output stays consistent (naming, styling, patterns). You get a repeatable “design → PR” flow.

Will this work with our stack (Next.js, Node, WordPress, mobile)?

Yes. MCP is tool-layer. We support Next.js/Node/TypeScript, Python, mobile stacks, and WordPress workflows — the key is defining tools and safe operations the agents can call.

How do we measure ROI after MCP is enabled?

We measure PR lead time, cycle time, defect rate, and developer time saved on repeatable tasks (refactors, migrations, test fixes, release notes). The goal is “faster shipping without regressions”.

Who owns the MCP servers and the code?

You do — 100%. Source code, configs, tokens/policy templates and logs are yours. We can run it in your infra and hand over full ownership. No lock‑in.