mcp-tools-py
★ 17
vs
semble
★ 4.5k
mcp-tools-py vs semble
mcp-tools-py: This MCP server enables AI assistants to run code quality checks on Python projects using pylint, pytest, and mypy. It ensures security and context management by scoping operations and formatting results.; semble: Semble is a high-performance code search library designed for AI agents, providing instant access to precise code snippets. It offers significantly faster indexing and querying compared to transformer models, achieving 99% of their retrieval quality while running entirely on CPU without external dependencies.
01
TL;DR
Choose mcp-tools-py if…Integrate with AI assistants like Claude for code quality checks
Choose semble if…Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities
02
Side-by-Side Comparison
03
Features
mcp-tools-py01Run pylint check
02Run pytest check
03Run mypy check
semble01Fast performance on CPU (indexes in ~250ms, queries in ~1.5ms)
02High accuracy (NDCG@10 of 0.854), comparable to transformer models
03Supports indexing local paths and remote Git repositories
04Functions as an MCP server for various AI agents
05Zero setup, no API keys, GPU, or external services required
04
Use Cases
mcp-tools-py↳Integrate with AI assistants like Claude for code quality checks
↳Automatically run tests and type checking during development
↳Integrate into CI/CD pipelines as code quality gates
semble↳Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities
↳Searching local or remote codebases for specific code snippets based on natural language or code queries
↳Finding semantically similar code sections related to a given file path and line number
05
Best For
mcp-tools-pyTrendingPrompt Engineering
sembleCode AssistantRAG / Knowledge Base
FAQ
FAQ
What is the difference between mcp-tools-py and semble?
Both mcp-tools-py and semble are in the Code Assistant category. mcp-tools-py has 17 stars, while semble has 4.5k stars.
Which is better, mcp-tools-py or semble?
The best choice depends on your use case. Choose mcp-tools-py if Integrate with AI assistants like Claude for code quality checks, and semble if Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities.
Is mcp-tools-py free or open source?
Yes, mcp-tools-py is open source on GitHub (MIT).
Is semble free or open source?
Yes, semble is open source on GitHub (MIT).
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