playwright-mcp
★ 35.3k
vs
code-graph-mcp
★ 54
playwright-mcp vs code-graph-mcp
playwright-mcp: Playwright MCP is a server that leverages Playwright's browser automation capabilities to enable Large Language Models (LLMs) to interact with web pages. It utilizes structured accessibility snapshots, allowing LLMs to process web content without relying on visual input or traditional screenshots.; code-graph-mcp: code-graph-mcp is a high-performance server that builds a structured knowledge graph of your codebase for AI coding assistants. It offers multi-language AST parsing, semantic search, call graph traversal, and HTTP route tracing to provide deep code understanding and optimize LLM context usage.
01
TL;DR
Choose playwright-mcp if…Enabling LLM-powered web browsing and task completion
Choose code-graph-mcp if…Perform impact analysis to understand the consequences and blast radius of proposed code changes.
02
Side-by-Side Comparison
03
Features
playwright-mcp01Fast and lightweight web interaction (accessibility tree)
02LLM-friendly with structured data (no vision models needed)
03Deterministic tool application, avoiding ambiguity
04Browser automation capabilities using Playwright
05Model Context Protocol (MCP) server for seamless integration
code-graph-mcp01Multi-language AST parsing across various depths (calls, imports, inheritance, HTTP routes) for languages like TypeScript, Python, Go, Rust, and Java.
02Hybrid semantic code search combining BM25 full-text and vector similarity search with Reciprocal Rank Fusion (RRF).
03Advanced code graph analysis including recursive call graph traversal, HTTP route tracing, dead code detection, and impact analysis.
04Incremental indexing with real-time updates via Merkle tree change detection and LLM context optimization through token-aware snippet extraction.
04
Use Cases
playwright-mcp↳Enabling LLM-powered web browsing and task completion
↳Automated data extraction and interaction from complex web pages
↳Facilitating LLM-driven web UI testing and validation
code-graph-mcp↳Perform impact analysis to understand the consequences and blast radius of proposed code changes.
↳Trace transitive call chains to understand complex function flows and dependencies across your codebase.
↳Conduct semantic searches to find relevant code based on conceptual descriptions, even if exact keywords are not present.
↳Gain a comprehensive overview of project architecture, modules, dependencies, and entry points.
05
Best For
playwright-mcpMost PopularTrendingEssential
code-graph-mcp—
FAQ
FAQ
What is the difference between playwright-mcp and code-graph-mcp?
Both playwright-mcp and code-graph-mcp are in the Vision / Multimodal category. playwright-mcp has 35.3k stars, while code-graph-mcp has 54 stars.
Which is better, playwright-mcp or code-graph-mcp?
The best choice depends on your use case. Choose playwright-mcp if Enabling LLM-powered web browsing and task completion, and code-graph-mcp if Perform impact analysis to understand the consequences and blast radius of proposed code changes..
Is playwright-mcp free or open source?
Yes, playwright-mcp is open source on GitHub (Apache-2.0).
Is code-graph-mcp free or open source?
Yes, code-graph-mcp is open source on GitHub.
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