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Performance

Connection latency (what you feel)

Warm pool re-attach within a session: 0 ms.

Transport Cold start Warm
HTTP / Smithery 0–1.4 s 0.0 s
Local npx 1.7–6.3 s 0.0 s
Local uvx 1.0–5.2 s 0.0 s

Use prewarm (forge) when you know you'll need a server soon.

Token overhead (secondary)

Real vs fully-mounted always-on or clients without Tool Search. On Claude Code 2.1.7+ with native deferral, this is mostly not a Kitsune-specific win. Product pitch is reach + REPL above — not this table.

Every Kitsune figure includes the ~1,774 floor. Reproduce: python examples/benchmark.py. Methodology: benchmarks.md.

Token cost comparison: always-on vs Kitsune
Server Always-on Surgical + floor vs always-on
mcp-server-time 261 ~2,035 always-on cheaper ¹
mcp-server-git 1,242 ~2,084 always-on cheaper ¹
server-memory 2,615 ~2,354 10%
server-filesystem 3,207 ~2,464 23%
brave 3,612 ~2,224 38%
server-github 4,229 ~2,074 51%
notion-hosted 13,707 ~3,724 73%

¹ Break-even: Kitsune pays off past one medium server, or two-plus small ones sharing the single floor. Multi-server stack (GitHub+fs+git → Notion suite): ~72–85% vs fully-mounted always-on — same caveat as above.

Fewer visible tools also helps selection reliability (Gorilla / ToolBench); on modern clients Tool Search delivers much of that focus for configured servers. Kitsune-specific accuracy bench: not yet — contributions welcome.


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