Tutorials, deep dives and product notes — built for developers.
Interactive MCP Atlas leaderboard: Muse Spark 1.1 leads published vendor scores at 88.1%, while Kimi K3 scores 84.2%. Updated July 17, 2026.
Interactive Terminal-Bench 2.1 leaderboard updated with Kimi K3 (88.3%) and Meta Muse Spark 1.1 (80.0%), plus an interactive score chart. Updated July 17, 2026.
Interactive SWE-bench Pro leaderboard updated with Muse Spark 1.1 at 61.5% and Kimi K3 listed transparently with no published Pro score. Updated July 17, 2026.
Interactive pricing calculator for 38 AI models, now including Kimi K3 at $3/$15 and Muse Spark 1.1 at $1.25/$4.25 per 1M tokens. Updated July 17, 2026.