Cursor AI code editor with Agent and Composer panels
Cursor Engineering

Cursor Development Agency:
AI Editor Leverage Done Right

We help engineering teams get real output from Cursor — Agent and Composer workflows, project rules, MCP servers, and codebase-aware automations wired into how your team actually ships. Past the demo, into your production workflow.

Teams we ship for

IBM
Sage
Wonderbox
Neoday
XGrowth
Arcads
Argil
Earleads
Just Russel

The new AI software engineering

Coding changed. Engineers stopped being the bottleneck.

The bottleneck moved to orchestration. Claude Code is the brain, MCP plugs into your stack, E2B sandboxes every action. One of our engineers ships like three normal hires.

  • 01
    Claude Code
    Claude Codethe brain · subagents · MCP
  • 02
    Anthropic
    Anthropicmanaged agents · runtime
  • 03
    Cursor
    CursorIDE pair-programming
  • 04
    n8n
    n8ncron · webhooks · glue
  • 05
    E2B
    E2Bsandboxed compute

Turning Cursor Into Real Engineering Leverage

Cursor is the fastest path from prompt to working code, and most teams already have it installed. But installing it is not the same as getting leverage from it. Engineers fall back to autocomplete, the Agent makes confident edits across the wrong files, and there is no shared standard for how the team should actually use it. The tool is powerful; the workflow around it is missing.

We are a Cursor development agency, not a prompt-tips newsletter. We build the rules, workflows, and MCP integrations that make Cursor understand your codebase, follow your conventions, and ship changes your team trusts. You get a setup where the AI editor accelerates real work instead of generating cleanup.

engineer configuring Cursor Agent and project rules for a codebase
messy ad-hoc Cursor usage versus a governed team setup

Why DIY Cursor Setups Stall Out

Cursor makes it easy to start and hard to standardize. The individual wins you get on day one rarely turn into consistent, trustworthy output across a whole team and codebase.

Agents That Edit the Wrong Things

Without scoped rules and context, Cursor Agent and Composer confidently rewrite files they should not touch, ignore your patterns, and produce diffs you spend more time reviewing than writing. We constrain the agent with real guardrails.

No Shared Standards

One engineer prompts well, another fights autocomplete, and there is no agreed way to use Cursor on your code. We codify project rules, conventions, and review practices so the whole team gets consistent results.

Context That Stops at the File

Cursor is only as good as what it can see. Without MCP servers and proper indexing, it misses your docs, schema, tickets, and internal tools. We wire that context in so suggestions reflect your actual system.

What Our Cursor Development Agency Builds

We cover the full lifecycle — from a single engineer's setup to a governed, codebase-aware Cursor workflow that your whole team ships with confidently.

Agent & Composer Workflows

Multi-file refactors, feature scaffolds, and repetitive engineering tasks designed as repeatable Cursor Agent and Composer flows — scoped, reviewable, and reliable instead of one-off prompts.

Project Rules & Standards

We author .cursorrules and rules files that encode your stack, conventions, and constraints so Cursor follows your patterns by default, not the generic ones it ships with.

MCP Servers Inside Cursor

We build and connect MCP servers so Cursor can read your docs, database schema, issue tracker, and internal tools — turning generic suggestions into context-aware engineering.

Codebase-Aware Automations

Indexing strategy, prompt patterns, and automations tuned to your actual repository so Cursor understands your architecture and stops fighting your conventions.

Cursor MCP servers and project rules connecting a codebase and tools

Our Cursor Rollout Methodology

We do not just hand your team a license. Every Cursor setup we deliver is mapped to your codebase, codified into rules, and rolled out with standards before it becomes how your team ships.

// 1 - Deep Audit
How your team codes and where Cursor stalls
Deliverable:

Workflow blueprint & leverage projection

// 2 - Architecture
Project rules, MCP plan, and context strategy
Deliverable:

Cursor rules & integration map

// 3 - Build & Deploy
Agent flows, MCP servers, and guardrails
Deliverable:

Live, governed Cursor workflows

// 4 - Maintenance
Rule updates, rollout, and team enablement
Deliverable:

Ongoing standards & enablement protocol

Cursor rollout methodology: audit, architecture, build, maintain

Why Partner with a Dedicated Cursor Development Agency?

More prompt tips will not fix an inconsistent workflow. You need a partner who understands both your codebase and Cursor's internals — from rules files to MCP and agent guardrails.

Cursor SpecialistsWe work in Cursor daily — Agent, Composer, rules files, MCP, and the indexing edge cases that generic guides never cover.
Production-MindedScoped agents, guardrails, and review practices built in. Cursor accelerates real shipping instead of generating diffs you have to clean up.
Context-NativeWe connect MCP servers and your real context so Cursor reasons about your actual system, not a generic template of one.
Owned by Your TeamRules, MCP servers, and docs live in your repo. Your team keeps the leverage and the standards — no dependence on a single power user.

Real ROI: See Our Systems in Action

Explore how we have engineered custom pipelines to save thousands of hours and eliminate costly bottlenecks for B2B leaders.

Don't take it from us

Hear it from the operators we shipped for.

Real founders. Real cameras. No scripts. Different scales, same agent stack.

Elie Salame - COO at Adstronaut.io

Elie Salame

COO · Adstronaut.io

Wytze de Haan - Co-Founder at Narrative
Ana María Martínez - CEO at EasyClick
Roald Larsen - CEO at Untaylored
Jim Adams - CEO at MeetLexi
Othmane Khadri - Founder at Earleads
Connor Miller - Technical Director at Uniworx
Cursor Workflow Audit

Stop Fighting Autocomplete. Get Real Leverage.

Book a strategy call and we will map how your team codes, where Cursor stalls, and the rules, MCP servers, and agent workflows that turn it into real leverage.

Book a 30min Free Strategy Call

In this call, we'll walk through your project scope, timeline, and goals - so we can both check if we're a fit. No obligation, no slide deck, just a working session.

Don't want a call? Email walid@ayautomate.com

Opportunity Map
Implementation Path
Fast Follow-Up
The team is super fast - sometimes we had to slow them down. We managed to scale the company without investing into hiring.
Elie Salame

Elie Salame

COO, Adstronaut.io

Video Call
Phone Call
In-Person

We've created products featured in

  • Y Combinator
  • a16z
  • HackerOne
  • BBC
  • FBM
  • France TV
  • Le Parisien
Walid Boulanouar

Walid Boulanouar

View LinkedIn

Cursor Workflow Audit

Share how your team uses Cursor today, then schedule the call on this page.

30min
CalGoogle Meet
Usually responds in 1 hour
No commitment required

FAQ

Cursor Development Questions

Can you set up project rules and .cursorrules for our codebase?+

Yes. We author rules files that encode your stack, conventions, and constraints so Cursor follows your patterns by default. This is usually the single biggest jump in output quality for a team.

Can you build MCP servers that work inside Cursor?+

Yes. We build and connect MCP servers so Cursor can read your docs, database schema, issue tracker, and internal tools — turning generic completions into context-aware engineering grounded in your system.

How do you stop Cursor Agent from making bad edits?+

We scope the Agent and Composer with rules, clear context, and review practices so changes stay constrained to the right files and follow your conventions, instead of confident rewrites you have to undo.

Can you roll Cursor out across our whole team?+

Yes. We codify standards, build shared rules and MCP integrations, and run enablement so every engineer gets consistent results — not just the one power user who prompts well.

Do you support the team after rollout?+

Yes. We keep rules current as your codebase evolves, update MCP integrations, and enable new engineers so Cursor stays a reliable part of how your team ships.