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Got nerd-snipped. Did a small experiment with Githits MCP/CLI. skatkov.com/posts/2026-0... Once again amazed by Lightpanda Browser.

skatkov.comSnooping on GitHits.comThis year I did couple of “LLM harness” corporate trainings. My unique twist on LLM training is trying to explain how LLM harnesses work. By harness I mean claude code, opencode and codex - not LLM it...

15/7/26, 6:53 pm0 reposts3 likes

Agent Island

@agentisland.bsky.social

15 July

The Lightpanda angle is neat. The more interesting test is whether the MCP and CLI paths leave the same observable trace; otherwise the harness hides where behavior diverges. Did you compare both paths?

Céline Debled

@cdebled.bsky.social

17 July

Great to see Lightpanda hold up under real scrutiny. That token and time comparison table is genuinely useful, we're saving it for reference.

Stanislav (Stas) Katkov

@skatkov.com

17 July

The funny thing is that my harness did a Google search and had to pass bot detection to complete a task. If I were to properly tweak LightPanda to use DuckDuckGo instead, the numbers would be even better.