POPULARITY RANK 61
projectmem
Local per-repo memory for coding agents that flags files where earlier fixes failed
877GitHub stars
1.3k/moPyPI downloads
62popularity score
Python MCP servers
MCP servers written in Python, ranked by how many people use them: stars, downloads and growth.
115 servers, page 3 of 4.
Search capabilities in this directory
POPULARITY RANK 62
MCP Alchemy
Explore schemas and run SQL on any SQLAlchemy-supported relational database
422GitHub stars
13k/moPyPI downloads
62popularity score
POPULARITY RANK 63
Douyin_TikTok_Download_API MCP
Lets an assistant read Douyin and TikTok posts, profiles, comments and metric history from your own instance.
21kGitHub stars
62popularity score
POPULARITY RANK 64
polymarket-paper-trader
Simulated Polymarket and Kalshi trading with $10k of paper money against live order books and real fees
502GitHub stars
2.2k/moPyPI downloads
62popularity score
POPULARITY RANK 65
Elasticsearch MCP Server
Search, inspect and manage Elasticsearch or OpenSearch clusters from an MCP client
316GitHub stars
10k/moPyPI downloads
61popularity score
POPULARITY RANK 66
SuperLocalMemory
Local, governed long-term memory shared by coding agents, with recall that says when it has no answer
274GitHub stars
838/wknpm downloads
61popularity score
POPULARITY RANK 67
Docker-Android MCP Server
Lets an assistant control an Android emulator in Docker over adb: open apps, visit URLs, press buttons.
16kGitHub stars
61popularity score
POPULARITY RANK 68
MCP for Unity
Lets an assistant control the Unity Editor: build scenes, edit C# scripts, manage assets, run tests.
16kGitHub stars
60popularity score
POPULARITY RANK 69
Skyvern
OFFICIAL SERVERBrowser automation over MCP: drive cloud browsers, fill forms, extract data and run saved Skyvern agents
23kGitHub stars
60popularity score
POPULARITY RANK 70
itasca-mcp
Connects MCP clients to ITASCA PFC, FLAC, 3DEC, MPoint and MassFlow for docs lookup and live simulation runs
227GitHub stars
6.1k/moPyPI downloads
60popularity score
POPULARITY RANK 71
SEC EDGAR MCP
Pulls US company filings, XBRL financial statements and insider trades from SEC EDGAR
386GitHub stars
2.5k/moPyPI downloads
60popularity score
POPULARITY RANK 72
SpotifyScraper
Read public Spotify catalogue data, charts, lyrics and podcast transcripts without an API key
324GitHub stars
4.8k/moPyPI downloads
60popularity score
POPULARITY RANK 73
Odoo MCP
Self-hosted Python MCP server for Odoo 16-19 with schema tools, diagnostics and gated writes
427GitHub stars
3.2k/moPyPI downloads
59popularity score
POPULARITY RANK 74
AdLoop
Google Ads, Reddit Ads, GA4, Tag Manager and Search Console reports and edits from an AI client
296GitHub stars
2.5k/moPyPI downloads
59popularity score
POPULARITY RANK 75
MCP Server 12306
Looks up China Railway 12306 train schedules, seat availability, fares, stops and transfers
421GitHub stars
1.3k/moPyPI downloads
58popularity score
POPULARITY RANK 76
MikroTik MCP
Manage MikroTik RouterOS routers over SSH: firewall, NAT, DHCP, DNS, routes, VLANs, WireGuard and more
325GitHub stars
11k/moPyPI downloads
58popularity score
POPULARITY RANK 77
FileCodeBox
Self-hosted passcode file and text sharing app with a built-in MCP endpoint for creating shares
8.8kGitHub stars
57popularity score
POPULARITY RANK 78
UniFi Access MCP Server
Query and manage UniFi Access doors, credentials, visitors, policies and events from an MCP client
1.0kGitHub stars
3.6k/moPyPI downloads
57popularity score
POPULARITY RANK 79
Google Analytics 4 (GA4) MCP Server
Runs Google Analytics 4 reports and schema lookups for one GA4 property from an AI client
244GitHub stars
6.9k/moPyPI downloads
57popularity score
POPULARITY RANK 80
ClaudeR
Runs code from an AI assistant inside your live R or Python session in RStudio or Positron
365GitHub stars
5.8k/moPyPI downloads
57popularity score
POPULARITY RANK 81
MCP-for-Stata (Stata-MCP)
Runs Stata do-files on your own machine and hands the logs and data summaries back to an AI agent
275GitHub stars
9.6k/moPyPI downloads
56popularity score
POPULARITY RANK 82
Yahoo Finance MCP Server
Read-only Yahoo Finance market data, screeners, options and price charts for MCP clients
208GitHub stars
3.7k/moPyPI downloads
56popularity score
POPULARITY RANK 83
jDocMunch MCP
Indexes documentation by heading so a coding agent can fetch one section instead of a whole file
206GitHub stars
5.5k/moPyPI downloads
56popularity score
POPULARITY RANK 84
Avrotize
Converts data schemas between formats and generates typed code from them over MCP
132GitHub stars
21k/moPyPI downloads
55popularity score
POPULARITY RANK 85
nautilus-compass
Local long-term memory and prompt drift checks for coding agents, with an optional hosted gateway
1.3kGitHub stars
704/moPyPI downloads
55popularity score
POPULARITY RANK 86
marm-memory
Local SQLite memory for coding agents, with recall, a code graph and a concept graph
434GitHub stars
4.1k/moPyPI downloads
54popularity score
POPULARITY RANK 87
Compartment
Encrypted, offline long-term memory vault shared by every MCP client on one computer
570GitHub stars
1.6k/moPyPI downloads
54popularity score
POPULARITY RANK 88
Flyto2 Core
Python workflow engine whose browser, file, HTTP and data modules run as traced, replayable steps
483GitHub stars
1.6k/moPyPI downloads
53popularity score
POPULARITY RANK 89
SEOMonster
SEO analysis from your own Search Console, GA4, PageSpeed and Cloudflare accounts
501GitHub stars
826/moPyPI downloads
51popularity score
POPULARITY RANK 90
Vizro-MCP
OFFICIAL SERVERPlans, checks and generates Python code for Vizro dashboards and charts from your data
3.8kGitHub stars
38kDocker pulls
49popularity score