systems online · shipping weekly

Forged with AI,
built for real work.

An independent software studio that designs and ships with AI: focused products, the platform engineering behind them, and nothing that doesn't earn its keep. No hype, no bloat.

★ 91 on GitHub 20 forks MIT Win · macOS · Linux

Toolport

Every MCP server in one place. Three tools in context.

Manage all your MCP servers in one place: set up and authenticate each once, and every AI client shares them. Toolport also advertises 3 meta-tools instead of the full catalog, for measured ~90% fewer tokens at the same task success. Keys live in your OS keychain, every call is audited. Free and open source, with Toolport Teams for orgs.

// Toolport Teams — for orgs

Sync one set of MCP servers, policies, and agent instructions to every seat, with SSO/RBAC and a full audit log. Self-host free for up to 5.

$39/mo up to 5 seats, then $12/user see Teams
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Everything you see is in production.

No mockups, no waitlists-as-product. Nine products live or in beta, seven engineering case studies shipped, and the platform that runs them all maintained by one person.

> read the engineering work
tyler@southforge: ~/studio