this is pure f*cking treasure 20 GitHub projects to help it understand a real codebase, use real tools, catch bad changes, and show you what happened UNDERSTAND THE WORK 01 Beads ▸ 02 Repomix ▸ 03 Serena ▸ 04 ast-grep ▸ 05 claude-mem ▸ CONNECT TO REAL SYSTEMS 06... ToolHive ▸ 07 MCP Inspector ▸ 08 Steel Browser ▸ 09 Midscene ▸ 10 Bruno ▸ CHECK THE CHANGE 11 Trivy ▸ 12 Gitleaks ▸ 13 OpenSSF Scorecard practices ▸ 14 Checkov ▸ 15 SWE-bench ▸ SHIP AND LEARN 16 Dagger ▸ 17 GitButler ▸ 18 Git Town ▸ 19 OpenLLMetry ▸ 20 LangWatch ▸ the loop: capture the task → map the code → use the right tools → test the actual interface → scan the change → run the pipeline → inspect the trace → improve the next attempt save this, then build a second brain for your business⭣show more

@beamnxw love this list! i'd add: have a tight version control strategy. it's key to avoid a mess when dealing with multiple projects and changes.

the “understand the work” section is the real treasure. giving an agent tools to actually inspect, change, and verify a codebase is way more useful than just giving it more context.

Saved all the repos

Gitleaks and Trivy in the loop replace the security review nobody scheduled

I just use one and nost of above is available in one plugin

Repomix output gets huge on a real monorepo, scope it per folder first

how do you find all this?

the loop at the end is the actual gold. bookmarking that workflow

Nice collection. There’s a lot here to try in a real project.

this list is actually kinda insane for builders

does toolhive work with private repos too?

this set of repos makes me crazy

bro making it too

these are the most useful repos I've seen

Beads and Repomix are solid picks

这波开源干货含金量高到离谱

this will amaze every reader

I’ll be checking it tomorrow

So useful