Claude Certification
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Tool Design & MCP · 18% of exam

OrbitalDevs: from bespoke connectors to MCP

A CI/CD platform replacing 12 hand-written wrappers with reusable MCP servers.

Company
OrbitalDevs (fictional)
Duration
11 weeks
Outcome
New-connector dev time 5 weeks → 4 days. Same MCP servers now serve their CLI, JetBrains plugin, and a customer-facing agent. Tool-call malformed-arg rate 14% → 2%.

Why bother

OrbitalDevs maintained 12 connectors (GitHub, GitLab, Sentry, Datadog, PagerDuty, Slack, Linear, Jira, Vercel, AWS, GCP, Azure). Each was a Python wrapper with its own auth, schema style, and error format. Same code, three times — once in their CLI, once in their hosted product, once in the customer SDK.

The plan

Move each connector to an MCP server:

  • Tools for the verbs (create_issue, open_pr, page_oncall)
  • Resources for the read-only data (github://repo/{owner}/{name}/issue/{number})
  • Prompts for the canonical workflows (/triage-this-issue)

stdio transport for local; HTTPS for hosted. One server, three clients.

What broke along the way

Auth was the hard part — each connector had a different secret-handoff story. We settled on a shared "secrets resolver" that the MCP server calls at startup. Caching strategy for resources also took a pass — we ended up with 60-second TTL on most read endpoints.

What stuck

MCP is what unlocked the "one implementation, many clients" story we'd been promising customers for years. Schemas + error contracts cleaned up the malformed-arg problem on the way through.

Principles applied