中文
FreeDevelopment3 nodes
Score 67

AI Code Review Pipeline

Paste code or repo diff — LLM reviews for bugs, security issues, and style violations, generates a structured review with severity ratings, suggested fixes, and a summary DOCX for the team.

What does this workflow do?

Drop your code — the pipeline runs 3 automated steps: LLM Reasoning (code→json) → LLM Reasoning (json→markdown) → Python-DOCX (markdown→docx) — and delivers docx. Every node is visible, auditable, and replaceable.

System flow

1. LLM Reasoning — Large-language-model step that extracts, classifies, validates or writes structured output 2. LLM Reasoning — Large-language-model step that extracts, classifies, validates or writes structured output 3. Python-DOCX — Renders the final Word document with headings, tables and styling

Pipeline breakdown

LLM Reasoning code LLM Reasoning json Python-DOCX markdown
  1. LLM Reasoning llm — Large-language-model step that extracts, classifies, validates or writes structured output code → json
  2. LLM Reasoning llm — Large-language-model step that extracts, classifies, validates or writes structured output json → markdown
  3. Python-DOCX python-docx — Renders the final Word document with headings, tables and styling markdown → docx

Workflow Reputation Score

Based on executions, success rate, update frequency, component quality, and user rating.

67Overall
★★★★ 4
Executions
25
Success rate
93
Update frequency
65
Component quality
82
User rating
80

Based on executions, success rate, update frequency, component quality, and user rating.

Components used

LLM Reasoningllm

Large-language-model step that extracts, classifies, validates or writes structured output

FlowSync proprietary
Python-DOCXpython-docx

Renders the final Word document with headings, tables and styling

python-openxml/python-docx ↗

How is this different from n8n or Zapier?

Unlike generic workflow builders, FlowSync workflows ship pre-configured with AI skills baked into every node — OCR, LLM reasoning, transcription, super-resolution — not just webhook triggers. Each node is white-box auditable: you see input, output, and config. Deployment is instant — no self-hosting, no API-key per node.

Use cases

  • Pull request review
  • Code quality audit
  • Security vulnerability scan
  • Style guide compliance check

Author & Source

This workflow is maintained by the FlowSync team. All components are open-source or commercially licensed. Source code for each component is linked in the Components section above.

Pricing: Free tier available · FREE tier · Official

Data handling

Data is processed in-memory during pipeline execution only. No files are stored permanently unless you choose to save outputs to your account.

FlowSync Workflow Marketplace · 67 reputation score · 25% execution · 93% success · 3-node white-box pipeline · maintained by FlowSync Official

Ready to run?

Paste code or repo diff — LLM reviews for bugs, security issues, and style violations, generates a structured review with severity ratings, suggested fixes, and a summary DOCX for the team.