thinking-orbs
A React component library that renders six hand-tuned animated thought orb loading indicators on a plain 2D canvas, with two purpose-tuned sizes and automatic theme detection for AI and agent UIs.
它通过以语义化的、可注释的格式呈现 diff,并与代理工作流无缝集成,弥补了 AI 生成代码变更与人类审查之间的鸿沟。
Tell me that again but slowly...
Semantic diff review for coding agents.
Install the bundled agent skill:
npx skills add mikker/semantic-review
An LLM reads a git diff and reorganizes it into a narrative HTML report — grouped by concern, not alphabetically, with the interesting excerpts inline, highlighted and commentable. When the reviewer clicks Done, their comments print to stdout as plaintext for the agent that invoked it.
agent runs `semantic-review` ──► LLM analyzes the diff ──► browser opens the report
agent reads stdout ◄── plaintext feedback ◄── human comments, clicks Done
Requires Node >= 20 (or Bun) and one backend: ANTHROPIC_API_KEY, or an installed claude, codex, gemini, or pi CLI.
npx semantic-review
Run it like $ git diff:
semantic-review # review uncommitted changes
semantic-review main...HEAD # review a branch
git diff -U10 | semantic-review # review any piped diff
semantic-review --with anthropic,codex # one analysis per backend, tabbed
semantic-review --model claude-sonnet-5 --effort medium
# Generate a prompt, then render caller-provided analysis
semantic-review --emit-prompt > prompt.txt
semantic-review --analysis analysis.json
Try it with your agent:
Run
npx semantic-reviewand wait for it to exit. Itsstdoutis the user's review feedback — treat each comment as a change request and address it.
The skill analyzes the diff in an isolated context by default, keeping implementation history out of the review:
/semantic-review
Describe a preferred harness or model naturally to launch an independent sidecar instead:
/semantic-review use Claude Code with fable
/semantic-review run this through Codex using gpt-5.3-codex-spark
/semantic-review use google/gemini-2.5-pro through Pi
The skill is deliberately user-invoked only. Claude Code runs it in a foreground fork with no conversation history; other agents prefer an isolated same-harness sidecar and fall back to host analysis only when isolation is unavailable.
Semantic diff review for coding agents
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A React component library that renders six hand-tuned animated thought orb loading indicators on a plain 2D canvas, with two purpose-tuned sizes and automatic theme detection for AI and agent UIs.
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