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Research and development (R&D) is crucial for the enhancement of industrial productivity, especially in the AI era, where the core aspects of R&D are mainly focused on data and models. We are committed to automating these high-value generic R&D processes through R&D-Agent, which lets AI drive data-driven AI. 🔗https://aka.ms/RD-Agent-Tech-Report
Ephemeral Workspaces, durable shared history. LayerFS gives every agent a complete, writable filesystem Workspace over shared committed history, without copying the base. Agents work in parallel, commit what changed as deduplicated checkpoints, then branch, rewind or merge. Try it with LayerFS × DSH.
Open source AI code review for coding agents. A separate reviewer checks every change your agent writes before you push, in Claude Code, Codex, Cursor and Cline. No account or key of its own.
TranslatedAutomagically generate conventional git commit messages with AI.
Lightweight, agent-native sandboxing with diff, commit and abort
TranslatedMcDonald's personality commit generator: find out your McDonald's personality (麦门人格, "Mai Men personality") and generate a custom git commit message (entry for the McDonald's MCP competition)
git checkout for releases that span many repos. Version tags that restore your whole product. No server, no database, any language.
MCP server for Git with local Ollama — zero tokens for git operations
Real-time secret-leak guardrails for AI coding agents (Claude Code, Codex), Git hooks, and CI.
A repo-native coding-agent loop harness for Claude, Codex, Copilot, and other CLI agents. Agents can edit. Gates decide what lands. You set the plan in motion. The agents take a prompt, and each iteration must update specs and commit through guardrails.
PostgreSQL migration linter. Blocks unsafe migrations before merge: 112 rules, the real Postgres parser, lock analysis, auto-fix. CLI, GitHub Action, MCP.
An AI-assisted commit message generator following common commit conventions. 🤝