Qarinah 0.1.6 gives Codex, Claude Code, Cursor, CLI tools, and compatible MCP clients one local, cited project memory. Published six-fixture estimate: 442,113 full-history tokens vs 5,682 Qarinah tokens—98.71% less repeated context and a 77.81:1 ratio, with every required target top-five. At a flat $3/M uncached input rate, the compared slice is $1.326339 vs $0.017046, an estimated $1.309293 saving per repeat. Apache-2.0, local-first; not a provider bill or universal guarantee.
Give AI agents the web without handing them unrestricted network access. Cockroach Crawler is an open-source Node.js toolkit for static and rendered crawling, adaptive traversal, screenshots, PDFs, structured extraction, public GitHub and YouTube reads, MCP, Docker, and Cloudflare Workers. It returns Markdown, JSON, and evidence records through explicit origins, budgets, and runtime controls.
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