# Python

> Browse 118 items tagged with Python.

## Items

- [FastMCP Framework](https://mcpserver.ever.works/pl/items/fastmcp-framework) — The fast, Pythonic framework for building MCP servers, clients, and applications with decorator-based API, transforming Python functions into MCP-compatible tools, resources, and prompts.
- [FastMCP Python Framework](https://mcpserver.ever.works/pl/items/fastmcp-python-framework) — A rapid development framework for building MCP servers in Python with decorators instead of JSON schemas. Includes built-in MCP Server Inspector for browser-based testing and debugging, simplifying Python MCP server development.
- [mcp-use Framework](https://mcpserver.ever.works/pl/items/mcp-use-framework) — Full-stack Model Context Protocol framework for developing MCP Apps for ChatGPT/Claude and MCP Servers for AI Agents, supporting both Python and TypeScript with built-in agent capabilities and rich UI components.
- [PrefectHQ FastMCP](https://mcpserver.ever.works/pl/items/prefecthq-fastmcp) — High-level Python framework for building MCP servers.
- [Cognee](https://mcpserver.ever.works/pl/items/cognee) — Memory for AI Agents in 5 lines of code as a knowledge & memory MCP server in local Python environments.
- [markitdown](https://mcpserver.ever.works/pl/items/markitdown) — Official MCP server by Microsoft for file systems. Python tool for converting files and office documents to Markdown, enabling AI assistants to read and process documents.
- [MCP Atlassian](https://mcpserver.ever.works/pl/items/mcp-atlassian) — Connects AI assistant to Jira and Confluence accounts for support & service management in cloud Python environments.
- [MCP Obsidian](https://mcpserver.ever.works/pl/items/mcp-obsidian) — Connects AI assistant to personal Obsidian notebooks for knowledge & memory in local Python environments.
- [MindsDB](https://mcpserver.ever.works/pl/items/mindsdb) — AI's query engine and platform for building AI that answers questions over large-scale federated data. Described as the only MCP server you'll ever need, for aggregators.
- [Pydantic AI](https://mcpserver.ever.works/pl/items/pydantic-ai) — Agent Framework / shim to use Pydantic with LLMs as a browser automation MCP server in local Python environments.
- [FastMCP](https://mcpserver.ever.works/pl/items/fastmcp) — High-level framework for building MCP servers in Python.
- [Redshift MCP Server](https://mcpserver.ever.works/pl/items/redshift-mcp-server) — Facilitates AI assistant interactions with Amazon Redshift databases through a Python-based MCP server.
- [google-ads-mcp-server](https://mcpserver.ever.works/pl/items/google-ads-mcp-server) — MCP server for Google Ads API, programmatic access to data and management.
- [NBA MCP Server](https://mcpserver.ever.works/pl/items/nba-mcp-server) — A Python server utilizing MCP to provide comprehensive access to NBA statistics and live game data through the NBA API. It enables AI agents to query player stats, game schedules, and real-time updates.
- [OpenAPI-MCP](https://mcpserver.ever.works/pl/items/openapi-mcp) — Python package for converting OpenAPI specs to dynamic MCP proxy servers with OAuth2 support. Live proxy for fast-changing APIs without recompilation. Library/proxy, dynamic, OAuth2 auth.
- [tiktok-ads-mcp-server](https://mcpserver.ever.works/pl/items/tiktok-ads-mcp-server) — MCP server for TikTok Ads API, enabling AI to manage campaigns, analyze metrics, handle audiences and creatives with OAuth.
- [Chainlit](https://mcpserver.ever.works/pl/items/chainlit) — Chainlit MCP server facilitates AI/LLM tool calling in Python apps with SSE and stdio support for model switching and chaining. Ideal for building multi-agent chat UIs. Compared to LangChain, offers direct MCP for seamless OpenAI-compatible tool integration.
- [claude-node](https://mcpserver.ever.works/pl/items/claude-node) — Python subprocess bridge for Claude Code CLI, enabling Python code to access Claude Code's native capabilities via stream-json. Facilitates direct integration of Claude Code features into Python environments using MCP.
- [cryo-mcp](https://mcpserver.ever.works/pl/items/cryo-mcp) — A Python package for accessing Cryo datasets via Claude Code. Supports database and research data access for AI applications.
- [fastmcp (PrefectHQ)](https://mcpserver.ever.works/pl/items/fastmcp-prefecthq) — A high-level framework for building MCP servers in Python.
- [MCP Builder (XD3an)](https://mcpserver.ever.works/pl/items/mcp-builder-xd3an) — A Python-based MCP server that installs other MCP servers, acting as a meta-server for discovering and deploying MCP tools programmatically.
- [Owlex](https://mcpserver.ever.works/pl/items/owlex) — AI council server that queries CLI agents (Claude Code, Codex, Gemini, OpenCode) in parallel with deliberation rounds for collaborative coding.
- [mc-server-wrapper](https://mcpserver.ever.works/pl/items/mc-server-wrapper) — A Python-based server lifecycle manager ideal for scripting numerous training runs or injecting commands into MCP servers without using a GUI.
- [Smartest TV](https://mcpserver.ever.works/pl/items/smartest-tv) — Control smart TVs with natural language: Netflix, YouTube, Spotify, casting, presets. Supports LG, Samsung, Android TV, Roku. 21 MCP tools, local.
- [WeMo MCP Server](https://mcpserver.ever.works/pl/items/wemo-mcp-server) — Control WeMo smart home devices via AI using natural language. Local control with pywemo, supports dimmer, rename, HomeKit.
- [MCP_OA](https://mcpserver.ever.works/pl/items/mcp_oa) — MCP server that facilitates AI assistants in analyzing code by identifying function usage within Python and TypeScript/TSX files.
- [Translationx-mcp-server](https://mcpserver.ever.works/pl/items/translationx-mcp-server) — Facilitates translation tasks by integrating with TranslationX through a Python-based MCP server. Useful for multilingual healthcare content.
- [MCP OA](https://mcpserver.ever.works/pl/items/mcp-oa) — Facilitates AI assistants in analyzing code by identifying function usage within Python and TypeScript/TSX files.
- [adhikasp/mcp-git-ingest](https://mcpserver.ever.works/pl/items/adhikasp-mcp-git-ingest) — Read and analyze GitHub repositories with LLMs using this MCP server.
- [agent-scraper-mcp](https://mcpserver.ever.works/pl/items/agent-scraper-mcp) — Web scraping MCP server with tools for clean content extraction, structured scraping, screenshots, link and metadata extraction, and Google search.
- [AgentHotspot](https://mcpserver.ever.works/pl/items/agenthotspot) — MCP marketplace for searching, integrating, and monetizing MCP connectors. Supports cloud and local deployment on macOS, Windows, and Linux.
- [aikts/yandex-tracker-mcp](https://mcpserver.ever.works/pl/items/aikts-yandex-tracker-mcp) — MCP Server for Yandex Tracker providing tools for searching and retrieving issues, queues, users.
- [aiwen-mcp-server-geoip](https://mcpserver.ever.works/pl/items/aiwen-mcp-server-geoip) — MCP server for Aiwen IP Location service, providing user network IP location and details like country, province, city, lat/lon, ISP, owner.
- [AlexanderLawson17/revettr-python](https://mcpserver.ever.works/pl/items/alexanderlawson17revettr-python) — Counterparty risk scoring for agentic commerce. Scores wallets, domains, IPs, and companies 0-100 via x402 micropayments ($0.01 USDC per request on Base).
- [anjor/coinmarket-mcp-server](https://mcpserver.ever.works/pl/items/anjorcoinmarket-mcp-server) — Coinmarket API integration to fetch cryptocurrency listings and quotes.
- [apple-health-mcp-server](https://mcpserver.ever.works/pl/items/apple-health-mcp-server) — MCP server for accessing exported data from Apple Health with data analytics.
- [araa47/jupiter-mcp](https://mcpserver.ever.works/pl/items/araa47jupiter-mcp) — Jupiter API access allowing AI to trade tokens on Solana, access balances, search tokens, and create limit orders.
- [biothings-mcp](https://mcpserver.ever.works/pl/items/biothings-mcp) — MCP server to interact with the BioThings API for genes, genetic variants, drugs, and taxonomic information.
- [ChatSpatial](https://mcpserver.ever.works/pl/items/chatspatial) — MCP server for spatial transcriptomics analysis with 60+ integrated methods covering cell annotation, deconvolution, spatial statistics, and visualization.
- [dicom-hl7-mcp-server](https://mcpserver.ever.works/pl/items/dicom-hl7-mcp-server) — MCP server bridging DICOM, HL7v2, and FHIR with cross-standard mapping, Mirth Connect channel generation, vendor private tag decoding, and integration patterns.
- [dohyung1/x402-fpl-api](https://mcpserver.ever.works/pl/items/dohyung1-x402-fpl-api) — Personalized Fantasy Premier League intelligence MCP server. Provides scored captain picks, transfer suggestions, differentials, fixture outlook, price predictions, live points, and a full manager hub that auto-detects bank balance, free transfers, and chips.
- [effytech/freshdesk-mcp](https://mcpserver.ever.works/pl/items/effytech-freshdesk-mcp) — MCP server integrating with Freshdesk for AI models to interact with support modules and perform operations.
- [facebook-ads-mcp-server](https://mcpserver.ever.works/pl/items/facebook-ads-mcp-server) — MCP server for Facebook Ads API, programmatic access to data and management.
- [fhir-mcp-server](https://mcpserver.ever.works/pl/items/fhir-mcp-server) — MCP server connecting AI agents to FHIR servers for natural language querying of patient history.
- [fulcra-context-mcp](https://mcpserver.ever.works/pl/items/fulcra-context-mcp) — MCP server for accessing personal health and biometric data including sleep stages, heart rate, HRV, glucose, workouts, calendar, and location via the Fulcra Life API with OAuth2 consent.
- [gget-mcp](https://mcpserver.ever.works/pl/items/gget-mcp) — MCP server providing bioinformatics toolkit for genomics queries and analysis using the gget library.
- [guillochon/mlb-api-mcp](https://mcpserver.ever.works/pl/items/guillochon-mlb-api-mcp) — MCP server acting as a proxy to the freely available MLB API. Provides player info, stats, and game information for Major League Baseball.
- [incentivai/quickchat-ai-mcp](https://mcpserver.ever.works/pl/items/incentivai-quickchat-ai-mcp) — Launch conversational Quickchat AI agent as MCP for real-time access to Knowledge Base and conversational capabilities.
- [ipfind-mcp-server](https://mcpserver.ever.works/pl/items/ipfind-mcp-server) — IP address location service using the IP Find API, accessible via MCP for geolocation queries.
- [JamsusMaximus/trainingpeaks-mcp](https://mcpserver.ever.works/pl/items/jamsusmaximus-trainingpeaks-mcp) — MCP server to query TrainingPeaks workouts, analyze CTL/ATL/TSB fitness metrics, and compare power/pace PRs, integrated with Claude Desktop.
- [JaviMaligno/mcp-server-bitbucket](https://mcpserver.ever.works/pl/items/javimaligno-mcp-server-bitbucket) — Bitbucket MCP server with 58 tools for repository management, PRs, pipelines, branches, commits, deployments, webhooks, tags.
- [labeveryday/nba_mcp_server](https://mcpserver.ever.works/pl/items/labeveryday-nba_mcp_server) — Access live and historical NBA statistics including player stats, game scores, team data, and advanced analytics via Model Context Protocol.
- [lodordev/mcp-teslamate-fleet](https://mcpserver.ever.works/pl/items/lodordev-mcp-teslamate-fleet) — TeslaMate analytics + Fleet API: 29 tools for telemetry, driving history, energy, remote control.
- [mailchimp-mcp-server](https://mcpserver.ever.works/pl/items/mailchimp-mcp-server) — Mailchimp Marketing API with 53 tools for campaigns, audiences, reports, automations, landing pages.
- [MarceauSolutions/rideshare-comparison-mcp](https://mcpserver.ever.works/pl/items/marceausolutions-rideshare-comparison-mcp) — Compare Uber and Lyft prices in real-time with fare estimates, surge info, cheapest recommendations.
- [MATLAB MCP Server Python](https://mcpserver.ever.works/pl/items/matlab-mcp-server-python) — Connects AI agents to MATLAB for code execution, async jobs with progress, interactive Plotly plots, custom functions, and live dashboard monitoring.
- [mbailey/voice-mcp](https://mcpserver.ever.works/pl/items/mbailey-voice-mcp) — Complete voice interaction MCP server supporting speech-to-text, text-to-speech, and real-time voice conversations using local microphone, OpenAI APIs, LiveKit.
- [MCP Binance Futures](https://mcpserver.ever.works/pl/items/mcp-binance-futures) — Binance USDT-M Futures trading MCP server with tools for market data, account state, order management, position and margin control, Python cloud-hosted.
- [MCP Chess](https://mcpserver.ever.works/pl/items/mcp-chess) — MCP server for playing chess against LLMs, enabling AI chess gameplay.
- [MCP-Geo](https://mcpserver.ever.works/pl/items/mcp-geo) — Geocoding MCP server for Nominatim, ArcGIS, Bing Maps.
- [mcp-ip2location-io](https://mcpserver.ever.works/pl/items/mcp-ip2location-io) — Official IP2Location.io MCP server for obtaining geolocation, proxy, and network information of IP addresses using IP2Location.io API.
- [MCP Romm](https://mcpserver.ever.works/pl/items/mcp-romm) — MCP server for RomM retro game library manager with 19 read-only tools for browsing, searching ROMs, metadata, collections, saves, and more. Supports OAuth2.
- [mcp-server-ipinfo](https://mcpserver.ever.works/pl/items/mcp-server-ipinfo) — MCP server for IP address geolocation and network information using the IPInfo API. Enables AI agents to retrieve location data, ASN details, and network insights from IP addresses.
- [MCP Server Ledger](https://mcpserver.ever.works/pl/items/mcp-server-ledger) — Ledger-cli MCP server for financial transaction management and report generation, self-hosted Python implementation.
- [MCP-timeserver](https://mcpserver.ever.works/pl/items/mcp-timeserver) — Access time in any timezone and current local time via MCP.
- [mcp_weather_server](https://mcpserver.ever.works/pl/items/mcp_weather_server) — MCP server providing weather information from Open-Meteo API for global locations.
- [modelcontextprotocol/server-git](https://mcpserver.ever.works/pl/items/modelcontextprotocol-server-git) — Direct Git repository operations: reading, searching, analyzing local repositories.
- [nearby-search-mcp](https://mcpserver.ever.works/pl/items/nearby-search-mcp) — MCP server for nearby place searches with IP-based location detection.
- [Netops MCP](https://mcpserver.ever.works/pl/items/netops-mcp) — Comprehensive DevOps and networking MCP server for infrastructure tools, network monitoring, system diagnostics, and AI-powered insights.
- [Oathscore](https://mcpserver.ever.works/pl/items/oathscore) — Trust layer for AI trading agents with real-time world state (exchange status, VIX/VVIX/SKEW, economic events) in one call and quality ratings for financial data APIs. 8 MCP tools, Python cloud-hosted.
- [omop_mcp](https://mcpserver.ever.works/pl/items/omop_mcp) — MCP server to map clinical terminology to OMOP concepts using LLMs for healthcare data standardization.
- [opengenes-mcp](https://mcpserver.ever.works/pl/items/opengenes-mcp) — MCP server for queryable database for aging and longevity research from the OpenGenes project.
- [Outsource MCP](https://mcpserver.ever.works/pl/items/outsource-mcp) — MCP server enabling AI assistants to delegate tasks to other AI assistants, such as generating images via OpenAI.
- [pab1it0/tripadvisor-mcp](https://mcpserver.ever.works/pl/items/pab1it0-tripadvisor-mcp) — MCP server for Tripadvisor API: location data, reviews, photos.
- [Piston MCP](https://mcpserver.ever.works/pl/items/piston-mcp) — MCP server that lets LLMs execute code through the Piston remote code execution engine. Features zero-config uv setup and ready-to-use Claude Desktop config example for multi-platform support.
- [PRIMS](https://mcpserver.ever.works/pl/items/prims) — Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment for secure execution.
- [Pydantic AI MCP Run Python](https://mcpserver.ever.works/pl/items/pydantic-ai-mcp-run-python) — Runs Python code in a secure sandbox via MCP tool calls using Pydantic validation.
- [Pyxel MCP](https://mcpserver.ever.works/pl/items/pyxel-mcp) — MCP server for Pyxel retro game engine, allowing AI to run games, capture screenshots, inspect sprites, and analyze audio.
- [QuentinCody/github-graphql-mcp-server](https://mcpserver.ever.works/pl/items/quentincody-github-graphql-mcp-server) — Unofficial GitHub MCP server using GraphQL API for powerful queries on repos, issues, PRs.
- [RobSpectre/mvf1](https://mcpserver.ever.works/pl/items/robspectre-mvf1) — MCP server controlling MultiViewer app for watching motorsports like Formula 1, World Endurance Championship, IndyCar.
- [srinath1510/alltrails-mcp-server](https://mcpserver.ever.works/pl/items/srinath1510-alltrails-mcp-server) — MCP server for AllTrails data: search hiking trails, get detailed trail information.
- [Swarmia MCP](https://mcpserver.ever.works/pl/items/swarmia-mcp) — Read-only MCP server for gathering metrics from Swarmia for quick reporting. Supports Python on macOS and Linux.
- [synergy-age-mcp](https://mcpserver.ever.works/pl/items/synergy-age-mcp) — MCP server for the SynergyAge database of synergistic and antagonistic genetic interactions in longevity.
- [ucsc-genome-mcp](https://mcpserver.ever.works/pl/items/ucsc-genome-mcp) — MCP server to interact with the UCSC Genome Browser API for finding genomes, chromosomes, and more.
- [Weather-MCP-ClaudeDesktop](https://mcpserver.ever.works/pl/items/weather-mcp-claudedesktop) — MCP tool for real-time weather, forecasts, historical data using OpenWeatherMap API.
- [weekly-weather-mcp](https://mcpserver.ever.works/pl/items/weekly-weather-mcp) — Weekly Weather MCP server returning 7 days of detailed forecasts worldwide.
- [wso2 fhir-mcp-server](https://mcpserver.ever.works/pl/items/wso2-fhir-mcp-server) — Model Context Protocol server for FHIR APIs with SMART-on-FHIR authentication for clinical data management.
- [Yepcode MCP Server JS](https://mcpserver.ever.works/pl/items/yepcode-mcp-server-js) — Execute LLM-generated code in secure scalable sandbox; create MCP tools with JavaScript or Python supporting NPM and PyPI packages.
- [condamcp](https://mcpserver.ever.works/pl/items/condamcp) — A Model Context Protocol Server for working with Conda environments, enabling LLMs to manage and interact with Conda package environments through MCP.
- [Create Python MCP Server](https://mcpserver.ever.works/pl/items/create-python-mcp-server) — CLI tool to scaffold and create a new Python MCP server, providing a quick starting point for developers building Model Context Protocol servers in Python.
- [Depyler](https://mcpserver.ever.works/pl/items/depyler) — Energy-efficient Python-to-Rust transpiler with progressive verification, enabling AI assistants to convert Python code to safe, performant Rust while reducing energy consumption by 75-85%.
- [Editor MCP](https://mcpserver.ever.works/pl/items/editor-mcp) — Python-based text editor server built with FastMCP that provides tools for file operations including reading, editing, and managing text files through a standardized API.
- [ipybox](https://mcpserver.ever.works/pl/items/ipybox) — Python code execution sandbox based on IPython and Docker, providing stateful code execution, file transfer between host and container, and configurable network access.
- [Local File Organizer MCP](https://mcpserver.ever.works/pl/items/local-file-organizer-mcp) — Python-based file organization system that leverages the Model Context Protocol to safely organize and manage files across directories.
- [MCP Image Generator](https://mcpserver.ever.works/pl/items/mcp-image-gen) — MCP server enabling image generation for LLMs, built in Python and integrated with Together AI's image generation models.
- [mcp-python](https://mcpserver.ever.works/pl/items/mcp-python) — A Python REPL for MCP, providing an interactive Python environment through the Model Context Protocol for LLM-driven code execution.
- [mcp-python-ks6088ts](https://mcpserver.ever.works/pl/items/mcp-python-ks6088ts) — Playground for MCP in Python, providing experimental and educational MCP implementations in Python for learning and development.
- [MCP Server Memos (Py)](https://mcpserver.ever.works/pl/items/mcp-server-memos-py) — A Python package enabling LLM models to interact with the Memos server via MCP for searching, creating, retrieving, and managing memos and knowledge entries.
- [mcp_code_executor](https://mcpserver.ever.works/pl/items/mcp_code_executor) — An MCP server that allows LLMs to execute Python code within a specified Conda environment, providing controlled code execution through MCP.
- [mcp_gradio_client](https://mcpserver.ever.works/pl/items/mcp_gradio_client) — Proof of concept repo demonstrating how to create a Gradio UI using the Model Context Protocol Client Python SDK, enabling interactive AI application interfaces.
- [mcp_safe_local_python_executor](https://mcpserver.ever.works/pl/items/mcp_safe_local_python_executor) — Stdio MCP Server wrapping custom Python runtime from Hugging Face's smolagents framework, combining easy setup (compared to Docker/VM/cloud) with safeguards limiting allowed operations and imports.
- [Memalot](https://mcpserver.ever.works/pl/items/memalot) — MCP server that finds memory leaks in Python programs, enabling AI agents to detect and diagnose memory management issues.
- [Notion API MCP](https://mcpserver.ever.works/pl/items/notion-api-mcp) — A Python-based MCP for exposing Notion functionality to LLMs such as Claude, enabling AI agents to interact with Notion content, databases, and workspace data.
- [OpenPyXl MCP Server](https://mcpserver.ever.works/pl/items/openpyxl-mcp-server) — Thin wrapper around the OpenPyXl Python library exposing Excel features as Model Context Protocol tools, allowing Claude to fetch data from Excel files.
- [py-mcp-mssql](https://mcpserver.ever.works/pl/items/py-mcp-mssql) — Python-based MCP server for Microsoft SQL Server database interactions through Model Context Protocol.
- [Python Doc Assist MCP](https://mcpserver.ever.works/pl/items/python-doc-assist-mcp) — A search-first MCP for Python library documentation and compatibility assistance.
- [Python Docker MCP (misanthropic-ai)](https://mcpserver.ever.works/pl/items/python-docker-mcp-misanthropic-ai) — A Docker-themed MCP server that provides Docker management capabilities to AI assistants, enabling container operations through natural language.
- [Python Local Executor MCP Server](https://mcpserver.ever.works/pl/items/python-local-executor-mcp) — MCP Server to run Python code locally. Enables AI assistants to safely execute Python scripts in local environments through the Model Context Protocol for prototyping and testing workflows.
- [python-mcp](https://mcpserver.ever.works/pl/items/python-mcp) — A Python MCP mainly used to load relevant Python context efficiently with minimum tool calls, optimizing context loading for AI assistants through MCP.
- [python_mcp](https://mcpserver.ever.works/pl/items/python_mcp) — MCP Server to run Python code locally, enabling LLMs to execute Python scripts directly on the local machine through the Model Context Protocol.
- [Supabase MCP (coleam00)](https://mcpserver.ever.works/pl/items/supabase-mcp-coleam00) — Supabase MCP server created in Python for AI assistant integration.
- [Unifai SDK Python](https://mcpserver.ever.works/pl/items/unifai-sdk-python) — Python SDK for Unifai, an AI-native platform for dynamic tools and agent-to-agent communication, supporting real-time communication and TypeScript.
- [Venv MCP Server](https://mcpserver.ever.works/pl/items/venv-mcp-server) — Stable virtual environment management MCP server with no hallucinations, providing reliable Python environment setup and management tools for AI assistants.
- [Weather MCP Server (Python)](https://mcpserver.ever.works/pl/items/weather-mcp-server-python) — An example weather MCP server implemented in Python, demonstrating how to provide weather information via the Model Context Protocol.
- [Puppeteer Python MCP Server](https://mcpserver.ever.works/pl/items/puppeteer-python-mcp-server) — Python-based Model Context Protocol server providing browser automation via Playwright, enabling LLMs to interact with web pages, capture screenshots, execute JavaScript, and monitor console logs in real browser environments.
- [Builder](https://mcpserver.ever.works/pl/items/builder) — A Python-based server that assists users in easily installing and configuring other MCP servers across various platforms. Useful for managing and deploying MCP Servers.
- [ConechoAI/openai-websearch-mcp](https://mcpserver.ever.works/pl/items/conechoaiopenai-websearch-mcp) — A Python-based MCP server that exposes OpenAI's built-in web_search tool as an MCP-compliant service.
- [blackwhite084/playwright-plus-python-mcp](https://mcpserver.ever.works/pl/items/blackwhite084playwright-plus-python-mcp) — A Python-based MCP server using Playwright for browser automation, suitable for LLM integration.

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_Canonical page: https://mcpserver.ever.works/pl/tags/python_