The review shelf
We run the workflow the README promises, then a detour the README did not plan for. Good tools get credit. Rough edges get daylight.
ccusage/ccusageccusage is a local Claude Code usage tracker and multi-agent reporting CLI for tokens, estimated API costs, and terminal status. Use Anthropic's own tools for plan limits and billing.
Verdict: A useful local Claude Code usage tracker and multi-agent reporting CLI whose controlled totals matched and whose real Claude Code statusline worked; use provider tools for authoritative billing and limits.
jackwener/OpenCLIOpenCLI is an open-source browser CLI that lets agents query and operate websites through a logged-in Chrome session. The reach is broad; the permission boundary is yours to enforce.
Verdict: A capable browser CLI for supervised local research and custom read-only adapters, provided the operator owns the permission and maintenance boundaries.
unclecode/crawl4aiCrawl4AI is an open-source Python scraper that renders a page in a real browser and returns it as Markdown for RAG pipelines and agents. The rendering is solid; deciding what to keep is a setting you have to find.
Verdict: A capable way to get web pages into text a language model can read, but turn on a content filter and check the output rather than the status code, because the defaults return the whole page and the server reports success for settings it ignored.
Panniantong/Agent-ReachAgent-Reach routes coding agents' web and social research across 15 platforms, choosing the specialized CLI, API, or browser session each job needs.
Verdict: A useful maintained routing layer for technically capable local-agent users, but not a uniform API or a maintenance-free service.
zohaibbashir/Google-Maps-ScrapperThis open-source Google Maps scraper drives a browser and exports local listings to CSV. The code is compact; keeping the dataset trustworthy is your job.
Verdict: Use this revision for supervised, overwrite-only small batches that you inspect immediately; do not trust append, the default one-result path, or a success log as proof of a valid dataset.
every-app/open-seoOpenSEO is a self-hosted, open-source SEO suite for keyword research, audits, rank tracking, and agents. The app is free; live DataForSEO data is not.
Verdict: Try it for intermittent research if you accept DataForSEO pricing and want a self-hosted human and agent workspace; adopt recurring or critical operations with care.
crawlseo/crawlseoCrawlSEO puts Search Console data and a site crawl in one self-hosted dashboard. The convenience is real; so are the operator chores.
Verdict: A credible small-site SEO workbench for technical operators, but own the database and OAuth setup, set crawl limits outside the visible control when needed, and inspect critical findings before acting on them.
