AgentIndex icon
AgentIndex
mcp-tools-py logo
mcp-tools-py
★ 19
vs
semble logo
semble
★ 6.3k

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

mcp-tools-py logo
mcp-tools-pyCode Assistant · ★ 19

Integrate with AI assistants like Claude for code quality checks

Read mcp-tools-py full review →
semble logo
sembleCode Assistant · ★ 6.3k

Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities

Read semble full review →
02

Side-by-Side Comparison

Field
mcp-tools-py logomcp-tools-py
semble logosemble
Category
Code Assistant
Code Assistant
Stars
★ 19
★ 6.3k
License
MIT
MIT
Install Command
pip install git+https://github.com/MarcusJellinghaus/mcp-tools-py.git
pip install semble
Updated
1w ago
1w ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
mcp, mcp-server, mcp-servers
agents, code-search, embeddings
03

Features

mcp-tools-py logomcp-tools-py
01Run pylint check
02Run pytest check
03Run mypy check
semble logosemble
01Fast 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 logomcp-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 logosemble
↳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
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 19 stars, while semble has 6.3k 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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