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MCPDEVTOOLS · SERIES B5 DAYS

MCP server inside the product

Two engineers had been chipping at this in spare cycles for three months. We took the spec on a Monday and shipped a clean MCP server — with auth, audit logs, and tool tests — the next Friday.

Engagement
CustomerDevTools platform · Series B
StageSeries B · $32M ARR
Task typeProduction MCP server
TierScale ($12,000/mo)
Days to ship5 business days
Outcome
+22%
Weekly active users (60d)
<150ms
p95 tool call latency
47
MCP tools shipped
0
P0 incidents post-launch
MCP server inside the product

The customer

A Series B developer tools platform with ~32,000 active accounts. Their product surface is wide — projects, PRs, issues, deploys — and customers had started asking for an MCP integration so they could pipe the platform into Claude, Cursor, and internal agents.

What they tried first

An internal "20% time" project. Two engineers, three months, no shipped server. The MCP spec moved twice during that window and the in-house attempt fell behind each time.

The task they submitted

Ship an MCP server that exposes our top 40 product surfaces as tools, with OAuth-style auth and audit logging. Must run inside our existing Go monolith.

Our approach

Tuesday: schema-first design — extracted 47 tools from the public REST API, generated a typed MCP server stub in Go. Wednesday: auth flow piggy-backed on the existing PAT system; per-tool scopes; audit log table. Thursday: 47 tool tests in CI plus a soak test that runs the server through a 1,000-request loop. Friday: load-tested at 4× their projected peak, deployed behind a feature flag.

The outcome

Public launch the following Tuesday. By day 60: 22% week-over-week growth in WAU among the segment that adopted the MCP, and zero P0 incidents traced to the server. The PM team is now staffing a dedicated "agent integrations" pod.

QUOTE · HEAD OF PRODUCT, DEVTOOLS

Two engineers tried this in spare cycles for 3 months. Boundev did it in a week — and shipped it better.

L
L. Park
Head of Product, DevTools
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