Reported by sourceNew
Review pull requests automatically with Claude in GitHub Actions
Install the Claude Code GitHub Action so Claude reviews each pull request with inline comments and responds to @claude requests.
Open-source agent · Anthropic
Claude Code
Anthropic's agentic coding tool, which can also run in GitHub Actions to review PRs and answer issue requests.
Coding and Code Review
Reported by sourceNew
Trace a disk-filling production bug from core dumps with an agent
B12 CTO Adam Marcus used Claude Code to analyze gigabyte core dumps filling web server disks and traced them to an RSS endpoint reading an endless radio stream.
Planned, not doneNew
Build and debug a Godot game with an agent through godot-mcp
godot-mcp lets an MCP client launch the Godot editor, run a project, read its debug output and create scenes, so the agent can check whether its game code works.
Research and Analysis
Reported by sourceNew
Let a coding agent run overnight ML training experiments
Point a coding agent at autoresearch so it edits a small GPT training script, runs short timed experiments and keeps what improves.
Reported by sourceNew
Run unattended ML training experiments with autoresearch
Red Hat's Roy Belio containerized Karpathy's autoresearch on OpenShift AI with H100 GPUs and let Claude Code run 198 training experiments over 24 hours.
Reported by sourceNew
Answer technical questions by letting async agents run experiments
Simon Willison sends research questions to cloud coding agents such as Claude Code for web and Codex Cloud, which write and run experiments in a dedicated repo and open a PR.
Workflow Automation
Reported by sourceNew
Build an on-call investigation agent from your own alert history
Goutham Veeramachaneni connected Claude Code to Grafana's gcx CLI, his code and runbooks, then trained its skill on two weeks of past pages for his services.
Personal Productivity
Reported by sourceNew
Give Claude your Google Calendar and Gmail through a self-run MCP server
The open-source Google Workspace MCP server exposes Calendar, Gmail and other Workspace tools to Claude Desktop, Claude Code and other MCP clients, using your own OAuth client and optional read-only mode.
Documents and Data Extraction
Planned, not doneNew
Build a formula-driven Excel model with the Claude xlsx skill
Install Anthropic's xlsx skill in Claude Code so the agent writes live formulas, recalculates the workbook with LibreOffice and checks it for formula errors.
Security Research
Planned, not doneNew
Let an agent decompile and annotate a binary in Ghidra through GhidraMCP
GhidraMCP exposes Ghidra's decompiler and renaming tools over MCP, so an agent such as Claude Code can list functions, read decompiled code and propose clearer names.
Local and Self-Hosted AI
Reported by sourceNew
Get a new OCR model running on unfamiliar GPU hardware with Claude Code in a sandbox
Simon Willison gave Claude Code full permissions inside a Docker container on an NVIDIA Spark and had it get DeepSeek-OCR working; it took four prompts and under 40 minutes, with one nudge from him.