Connect AI to Every Tool in Your Stack
We build MCP servers and orchestration layers that let AI systems read from your CRM, send email, update records, create invoices, and operate across your internal APIs without brittle one-off glue code.
Toronto-based · Fixed-scope integration work · Source code includedWhy MCP matters
AI is only operationally useful when it can act on live systems. MCP gives your models a consistent interface for reading data, taking actions, and coordinating work across the tools your team already depends on.
That means less vendor lock-in, cleaner architecture, and a path to connecting Claude, GPT, Gemini, or any MCP-compatible agent to the same underlying business capabilities.
Custom MCP servers
We build servers for proprietary systems, internal APIs, and industry-specific tools that do not already have MCP support.
Multi-tool orchestration
We design workflows where an agent can read from one system, decide what to do, and take action across several others in one run.
Operational safeguards
Authentication, logging, rate limiting, and fallback behavior are part of the implementation, not an afterthought.
Common integrations we build
| Integration | What it enables | Example use case |
|---|---|---|
| CRM | Read and update contacts, deals, and activities | Auto-log notes, update stages, and create follow-ups |
| ERP / Inventory | Query stock, create purchase orders, and sync records | Trigger reorders before stockouts happen |
| Accounting | Create invoices and reconcile transactions | Generate invoices as soon as work is completed |
| E-commerce | Read orders, listings, and inventory | Coordinate catalog, fulfillment, and support workflows |
| Communication | Send messages and manage threads | Post reports, triage inboxes, and notify teams |
| Internal APIs | Expose proprietary systems to AI agents | Operate custom workflows without manual middleware |
Our process
Integration Mapping
3-5 daysWe map your tools, data flows, and required actions. This determines which systems can use existing MCP servers and which need custom work.
Server Development
1-3 weeks per serverWe build and test MCP servers with authentication, error handling, rate limiting, and logging in place from the start.
Workflow Orchestration
1-2 weeksWe connect the servers to your AI agents and validate the end-to-end workflow against real operational scenarios.
Monitoring and Handoff
1 weekWe document the system, add operational monitoring, and hand over source code plus runbooks to your team.
Security and compliance
- OAuth 2.0 or equivalent authentication for every integration
- Least-privilege access for each agent and tool connection
- Audit logging for actions, timestamps, and execution context
- Rate limiting and circuit breakers to contain failures
- Encryption in transit and at rest for sensitive data
Investment
| Scope | Typical investment | Timeline |
|---|---|---|
| Single MCP server (standard API) | $3,000-$5,000 | 1-2 weeks |
| Single MCP server (complex or custom API) | $5,000-$10,000 | 2-3 weeks |
| Multi-tool integration (3-5 servers + orchestration) | $12,000-$25,000 | 4-8 weeks |
Need help deciding what to connect first?
Start with the workflow that already costs your team time every week. We can scope the MCP servers and orchestration required, or begin with an AI strategy audit if you need the roadmap first.