Python MCP servers

MCP servers written in Python, ranked by how many people use them: stars, downloads and growth.

115 servers, page 1 of 4.

POPULARITY RANK 01

Browser Use

OFFICIAL SERVER

Local MCP server that drives a Chrome or Chromium browser step by step, with an agent fallback

LocalCan change things
120kGitHub stars
8.1M/moPyPI downloads
119popularity score
POPULARITY RANK 02

Scrapling MCP Server

Lets an assistant scrape pages over HTTP or a real browser, pick elements by CSS selector and take screenshots

LocalCan change things
99kGitHub stars
920k/moPyPI downloads
113popularity score
POPULARITY RANK 03

MCP for Blender

Build and edit 3D scenes in a running Blender by running Python, viewing results and importing assets.

LocalCan change things
34kGitHub stars
1.3M/moPyPI downloads
108popularity score
POPULARITY RANK 04

code-review-graph

Local code graph that gives a coding assistant review context, blast radius and change risk.

LocalCan change things
33kGitHub stars
302k/moPyPI downloads
103popularity score
POPULARITY RANK 05

Serena

Gives a coding assistant IDE-like tools: find symbols and references, edit and refactor code by symbol.

LocalCan change things
31kGitHub stars
148k/moPyPI downloads
101popularity score
POPULARITY RANK 06

Home Assistant MCP Server (ha-mcp)

Control, configure and debug a Home Assistant smart home from any MCP client

LocalCan change things
5.5kGitHub stars
230k/moPyPI downloads
93popularity score
POPULARITY RANK 07

Google Workspace MCP Server

Gmail, Drive, Calendar, Docs, Sheets and nine more Google Workspace services from one MCP server

LocalCan change things
3.5kGitHub stars
290k/moPyPI downloads
91popularity score
POPULARITY RANK 08

Ouroboros

Lets an assistant turn a goal into a fixed spec, run coding agents against it and verify the result

LocalCan change things
6.3kGitHub stars
92k/moPyPI downloads
91popularity score
POPULARITY RANK 09

Excel MCP Server

Create, read and edit Excel workbooks, charts, PivotTables and formulas without Microsoft Excel

LocalCan change things
4.3kGitHub stars
136k/moPyPI downloads
88popularity score
POPULARITY RANK 10

HOL Guard

OFFICIAL SERVER

Query local HOL Guard security receipts and inventory, and stage policy changes for human approval

LocalCan change things
1.1kGitHub stars
77k/moPyPI downloads
87popularity score
POPULARITY RANK 11

Finance Toolkit MCP Server

Calculates financial ratios, valuation models, risk metrics and macro series from raw statements

RemoteLocalReads only
5.5kGitHub stars
34k/moPyPI downloads
86popularity score
POPULARITY RANK 12

Repowise

Query an index of a repository's dependency graph, git history, docs and code health from a coding agent

LocalCan change things
8.1kGitHub stars
17k/moPyPI downloads
86popularity score
POPULARITY RANK 13

ffmpeg-skill

Local video and audio editing through 42 FFmpeg-backed tools, as an Agent Skill and a stdio MCP server

LocalCan change things
4.7kGitHub stars
9.1k/wknpm downloads
86popularity score
POPULARITY RANK 14

Finance Database MCP Server

OFFICIAL SERVER

Screen and look up 300,000+ equities, ETFs, indices, currency pairs and crypto by classification

RemoteLocalReads only
9.6kGitHub stars
20k/moPyPI downloads
85popularity score
POPULARITY RANK 15

Alpaca MCP Server

OFFICIAL SERVER

Trade and pull market data through an Alpaca brokerage account: stocks, ETFs, options and crypto

LocalCan change things
1.1kGitHub stars
42k/moPyPI downloads
85popularity score
POPULARITY RANK 16

Zotero MCP

Search, read, annotate and add to a Zotero research library from an MCP client, locally or via the web API

LocalCan change things
5.8kGitHub stars
20k/moPyPI downloads
85popularity score
POPULARITY RANK 17

EdgarTools

Query SEC EDGAR filings, financials, insider trades and fund holdings from an MCP client

LocalReads only
2.8kGitHub stars
842k/moPyPI downloads
84popularity score
POPULARITY RANK 18

ClickHouse MCP Server

OFFICIAL SERVER

Query and explore ClickHouse databases, or the embedded chDB engine, with SQL from an MCP client

LocalCan change things
903GitHub stars
241k/moPyPI downloads
82popularity score
POPULARITY RANK 19

dbt MCP Server

OFFICIAL SERVER

dbt Labs' server for running dbt commands, querying metrics and reading project metadata

LocalCan change things
617GitHub stars
76k/moPyPI downloads
81popularity score
POPULARITY RANK 20

Loki Mode

MCP interface to the Loki Mode coding agent: start runs, read their state and check signed receipts

LocalCan change things
1.1kGitHub stars
21k/wknpm downloads
79popularity score
POPULARITY RANK 21

PraisonAI MCP

OFFICIAL SERVER

Exposes the PraisonAI agent framework's agents, memory, knowledge and model tools over MCP

LocalCan change things
9.3kGitHub stars
3.1k/moPyPI downloads
79popularity score
POPULARITY RANK 22

MarkItDown-MCP

OFFICIAL SERVER

Microsoft's MCP wrapper for MarkItDown: turn files, web pages and data URIs into Markdown

LocalReads only
194kGitHub stars
90k/moPyPI downloads
78popularity score
POPULARITY RANK 23

PaperBanana

Turns paper text and data into academic methodology diagrams and statistical plots via image models

LocalCan change things
2.5kGitHub stars
10k/moPyPI downloads
78popularity score
POPULARITY RANK 24

Crawl4AI

OFFICIAL SERVER

Lets an assistant scrape pages to Markdown, search the web and extract structured data through Crawl4AI Cloud

RemoteCan change things
87kGitHub stars
77popularity score
POPULARITY RANK 25

Jupyter MCP Server

Read, edit and run Jupyter notebooks and their kernels from an MCP client

RemoteLocalCan change things
1.3kGitHub stars
56k/moPyPI downloads
77popularity score
POPULARITY RANK 26

MotherDuck / DuckDB Local MCP Server

OFFICIAL SERVER

Runs DuckDB SQL from an assistant against local files, S3-hosted databases or MotherDuck

LocalCan change things
540GitHub stars
19k/moPyPI downloads
76popularity score
POPULARITY RANK 27

mcp-google-sheets

Read, write, format and share Google Sheets spreadsheets and browse Google Drive folders from an MCP client

LocalCan change things
1.0kGitHub stars
111k/moPyPI downloads
76popularity score
POPULARITY RANK 28

CrowdStrike Falcon MCP Server

OFFICIAL SERVER

Investigate and manage a CrowdStrike Falcon tenant: detections, hosts, intel, SIEM and policies

LocalCan change things
277GitHub stars
47k/moPyPI downloads
75popularity score
POPULARITY RANK 29

Redis MCP Server

OFFICIAL SERVER

Read, write and vector-search data in a Redis database from an MCP client

LocalCan change things
641GitHub stars
16k/moPyPI downloads
75popularity score
POPULARITY RANK 30

MySQL MCP Server

Connects an MCP client to a MySQL database to browse schemas, sample tables and run SQL

LocalCan change things
1.4kGitHub stars
30k/moPyPI downloads
74popularity score

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