MUHAMMAD TALHA Book a call

MCP and AI integration

Claude working inside your systems, with a person in control.

MCP servers that let Claude and other agents read and write your CRM, database or internal APIs, with OAuth and an audit trail. And AI features (search, an assistant, an agent workflow) inside your product, on your data, with a test set so you know when it answers wrong.

30 minutes, free. Bring the one workflow you'd automate first.

How it works

One working slice at a time.

  1. Pick one workflow worth automating and agree what "working" means before I start.
  2. Build the slice end to end: the MCP tools or AI feature, sign-in and permissions, and the guardrails that stop an agent doing damage.
  3. Measure it on your data with a test set, so you see where it's right and where it's wrong.
  4. A demo every week. The first working slice is live in 2 to 3 weeks.

Fixed price per slice, quoted after a 30-minute call.

Proof

Where I've built this.

Pipeline

2026 · own tool · in production

A sales CRM that AI agents fill in through my own MCP server: nine tools, OAuth 2.1 with dynamic client registration, PKCE and token rotation, so it plugs into Claude as a connector. Agents can't create duplicates or delete anything, and every write is attributed and held for human review. End-to-end tests cover every MCP tool and the full OAuth flow.

FirstGlance

2025–present · CTO · sole engineer

Claude in production: a pipeline that extracts 30+ validated fields from messy PDFs, with schema checks and retries so a wrong answer never reaches the database. 100+ B2B companies onboarded; TechCrunch Startup Battlefield 200.

firstglance.io ↗

ShipMatch

2026 · product build · public repo

An evaluation harness with a labelled dataset and planted errors measures extraction on every change: 6 of 6 planted errors caught, zero false alarms. That's the test set idea in practice.

Public repo on GitHub ↗

HippoHub

Lead / architect · Code UpScale

A multi-agent platform on OpenAI and Gemini that drafts press releases and earnings-call scripts and answers questions from an encrypted document vault, with tenant isolation.

Pipeline's code is private. I'll walk you through it, MCP tools and review queue included, on a call.

Next step

What would you let Claude do in your systems?

Book 30 minutes and bring one workflow. You'll leave with how I'd build the first slice and what it would take.

Also: Invoices into QuickBooks or Xero Lovable or Cursor app to production About me