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Browse all Model Context Protocol servers with quality scores, stars, languages and maintenance activity.

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204 results (<1ms) · data updated 2026-08-14

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co-browser/browser-use-mcp-server B MCP Server Maintained

co-browser/browser-use-mcp-server

browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.

★ 842 Python Updated 2mo ago Score 72 Browser Automation

zinja-coder/apktool-mcp-server B MCP Server Maintained

zinja-coder/apktool-mcp-server

APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs.

★ 629 Python Updated 1mo ago Score 71 Security

pydantic/logfire-mcp B MCP Server Official Maintained

pydantic/logfire-mcp

Provides access to OpenTelemetry traces and metrics through Logfire

★ 162 Python Updated 1mo ago Score 70 Monitoring

polygon-io/mcp_polygon) B MCP Server Maintained

polygon-io/mcp_polygon

An MCP server that provides access to [Polygon.io](https://polygon.io/) financial market data APIs for stocks, indices, forex, options, and more.

★ 379 Python Updated 2mo ago Score 69 Finance & Fintech

sunriseapps/imagesorcery-mcp B MCP Server Maintained

sunriseapps/imagesorcery-mcp

ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.

★ 325 Python Updated 2mo ago Score 68 Multimedia Process

zboralski/ida-headless-mcp B MCP Server Maintained

zboralski/ida-headless-mcp

Headless IDA Pro binary analysis via MCP. Multi-session concurrency with Go orchestration and Python workers. Supports Il2CppDumper and Blutter metadata import for Unity and Flutter reverse engineering.

★ 160 Python Updated 1mo ago Score 65 Security

BV-Venky/excalidraw-architect-mcp B MCP Server Maintained

BV-Venky/excalidraw-architect-mcp

Generate beautiful Excalidraw architecture diagrams with auto-layout, architecture-aware component styling, and stateful editing. 50+ technology mappings including databases, message queues, caches, and more. No API keys required.

★ 142 Python Updated 2mo ago Score 65 Architecture & Design

wso2/fhir-mcp-server C MCP Server Maintained

wso2/fhir-mcp-server

Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs. Provides seamless integration with FHIR servers, enabling AI assistants to search, retrieve, create, update, and analyze clinical healthcare data with SMART-on-FHIR authentication support.

★ 130 Python Updated 1mo ago Score 64 Biology, Medicine and Bioinformatics

ydb/ydb-mcp C MCP Server Official Maintained

ydb-platform/ydb-mcp

MCP server for interacting with [YDB](https://ydb.tech) databases

★ 28 Python Updated 1mo ago Score 63 Databases

lpigeon/unitree-go2-mcp-server C MCP Server Maintained

lpigeon/unitree-go2-mcp-server

The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.

★ 86 Python Updated 2mo ago Score 62 Developer Tools

traceloop/opentelemetry-mcp-server C MCP Server Maintained

traceloop/opentelemetry-mcp-server

An MCP server for connecting to any OpenTelemetry backend (Datadog, Grafana, Dynatrace, Traceloop, etc.).

★ 198 Python Updated 1mo ago Score 61 Finance & Fintech

handsomejustin/mijia-control C MCP Server Maintained

handsomejustin/mijia-control

Control Xiaomi/Mijia smart home devices (lights, AC, heaters, robots, cameras) through MCP. Includes web dashboard, REST API, CLI, SocketIO, energy monitoring, and automation rules.

★ 60 Python Updated 2mo ago Score 61 Home Automation

video-creator/ffmpeg-mcp C MCP Server Maintained

video-creator/ffmpeg-mcp

Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local video search, tailoring, stitching, playback and other functions

★ 142 Python Updated 2mo ago Score 60 Multimedia Process

rafsilva85/credit-optimizer-v5 C MCP Server Maintained

rafsilva85/credit-optimizer-v5

Save 30-75% on Manus AI credits through intelligent model routing, smart testing, and context hygiene. Audited across 53 scenarios with zero quality loss.

★ 48 Python Updated 2mo ago Score 60 Developer Tools

pragmar/mcp-server-webcrawl C MCP Server Maintained

pragmar/mcp-server-webcrawl

Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers.

★ 45 Python Updated 2mo ago Score 60 Search & Data Extraction

Touchpoint-Labs/touchpoint C MCP Server Maintained

Touchpoint-Labs/touchpoint

Playwright for the entire OS. Gives AI agents the ability to see, find, and interact with UI elements in any desktop application.

★ 44 Python Updated 2mo ago Score 60 Coding Agents

Hybirdss/smartest-tv C MCP Server Maintained

Hybirdss/smartest-tv

Control any smart TV with natural language. Play Netflix, YouTube, Spotify by name with deep linking, cast URLs, scene presets, multi-room audio, and multi-TV sync. Supports LG, Samsung, Android TV, Roku. 21 MCP tools, no cloud required.

★ 40 Python Updated 2mo ago Score 59 Home Automation

Cifero74/mcp-apple-music C MCP Server Maintained

Cifero74/mcp-apple-music

Full Apple Music integration: search catalog, browse personal library, manage playlists, and get personalised recommendations.- [codex-curator/studiomcphub](https://github.com/codex-curator/studiomcphub) [![studio-mcp-hub MCP server](https://glama.ai/mcp/servers/@codex-curator/studio-mcp-hub/badges/score.svg)](https://glama.ai/mcp/servers/@codex-curator/studio-mcp-hub) 🐍 ☁️ - 32 creative AI tools

★ 38 Python Updated 2mo ago Score 59 Art & Culture

kao273183/mk-qa-master C MCP Server Maintained

kao273183/mk-qa-master

AI 測試大師 — end-to-end QA loop over MCP. Drives pytest / Jest / Cypress / Go / Maestro from one surface; analyzes URLs (Web DOM) or live mobile screens (`maestro hierarchy`) to extract testable modules, generates runnable pytest or Maestro YAML with real selectors (not `# TODO` stubs), runs with auto-retry, then writes a prioritized `optimization-plan.md` ranked by evidence (flaky vs broken vs cover

★ 38 Python Updated 2mo ago Score 59 Developer Tools

ChristianHinge/dicom-mcp C MCP Server Maintained

ChristianHinge/dicom-mcp

DICOM integration to query, read, and move medical images and reports from PACS and other DICOM compliant systems.

★ 99 Python Updated 2mo ago Score 58 Databases

aywengo/kafka-schema-reg-mcp C MCP Server Maintained

aywengo/kafka-schema-reg-mcp

Comprehensive Kafka Schema Registry MCP server with 48 tools for multi-registry management, schema migration, and enterprise features.

★ 32 Python Updated 1mo ago Score 58 Data Platforms

pallaprolus/mendeley-mcp C MCP Server Maintained

pallaprolus/mendeley-mcp

MCP server for Mendeley reference manager. Search your library, browse folders, get document metadata, search the global catalog, and add papers to your collection.

★ 32 Python Updated 1mo ago Score 58 Knowledge & Memory

TT-Wang/cortex-plugin C MCP Server Maintained

TT-Wang/cortex-plugin

Persistent, self-evolving memory plugin for Claude Code. Background miner extracts durable lessons (decisions, conventions, bug fixes) from completed sessions via Claude Haiku, stores them as human-readable markdown in an Obsidian vault, and assembles query-tailored context briefings at session start. Local-first, no cloud, no API keys. Self-healing install via uv bootstrap shim, `/cortex-doctor`

★ 31 Python Updated 1mo ago Score 58 Knowledge & Memory

makeev/alphai-mcp C MCP Server Official Maintained

makeev/alphai-mcp

Real-time, AI-enriched financial news for trading agents: full-text & ticker search, trending and "actionable-now" feeds, SEC Form 4 insider transactions, and two-ticker read-across. Each story carries per-ticker analysis and a 1-10 relevance score. Hosted at mcp.alphai.io, OAuth, free 100 calls/hour.

★ 2 Python Updated 1mo ago Score 58 Finance & Fintech

pab1ito/chess-mcp C MCP Server Maintained

pab1it0/chess-mcp

Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.

★ 83 Python Updated 1mo ago Score 57 Gaming

automateyournetwork/pyATS_MCP C MCP Server Maintained

automateyournetwork/pyATS_MCP

Cisco pyATS server enabling structured, model-driven interaction with network devices.

★ 78 Python Updated 1mo ago Score 57 Coding Agents

nicholasglazer/gnosis-mcp C MCP Server Maintained

nicholasglazer/gnosis-mcp

Zero-config MCP server for searchable documentation. Loads markdown into SQLite (default) or PostgreSQL with FTS5/tsvector keyword search and optional pgvector hybrid semantic search.

★ 27 Python Updated 2mo ago Score 57 Knowledge & Memory

telly6/searchpin C MCP Server Maintained

telly6/searchpin

Free web search for AI agents with smart re-ranking. Multi-engine parallel search, zero API keys. Works natively within China's network, no proxy/VPN needed. Install via `pip install searchpin && searchpin-setup`.

★ 27 Python Updated 1mo ago Score 57 Search & Data Extraction

pgtuner_mcp C MCP Server Maintained

isdaniel/pgtuner_mcp

provides AI-powered PostgreSQL performance tuning capabilities.

★ 25 Python Updated 2mo ago Score 57 Databases

rosasynthesiz/flstudio-mcp C MCP Server Maintained

rosasynthesiz/flstudio-mcp

Control FL Studio with AI: in-DAW mixing (Mix Doctor, gain staging, EQ/comp/reverb, reference matching), routing, and composition. 67 tools.

★ 23 Python Updated 1mo ago Score 57 Art & Culture

ByteAsk/ByteAsk-Embedded-MCP C MCP Server Maintained

ByteAsk/ByteAsk-Embedded-MCP

Page-cited retrieval of embedded/firmware reference docs (datasheets, MCU registers, Modbus/CAN, SCPI, IEEE 1547/SunSpec) for coding agents — returns verbatim source snippets with page citations, or "no confident match" instead of a fabricated value. No signup or API key.

★ 23 Python Updated 1mo ago Score 57 Embedded System

Neverlow512/agent-droid-bridge C MCP Server Maintained

Neverlow512/agent-droid-bridge

MCP server giving AI agents programmatic control over Android devices and emulators via ADB. 11 tools covering UI inspection, screen interaction, ADB commands, and change detection.

★ 21 Python Updated 1mo ago Score 56 Developer Tools

grahammccain/chart-library-mcp C MCP Server Maintained

grahammccain/chart-library-mcp

Historical stock chart pattern intelligence for AI agents. 24M pre-computed embeddings across 15K stocks and 10 years of data. Search by ticker+date or screenshot to find the most similar historical patterns and see what happened next. 19 tools including pattern search, forward returns, regime analysis, and trade simulation. Install: `pip install chartlibrary-mcp`. Free tier: 200 calls/day.

★ 20 Python Updated 2mo ago Score 56 Finance & Fintech

mohitbadwal/ringback C MCP Server Maintained

mohitbadwal/ringback

Lets the LLM reach you on your phone: live, interruptible voice calls and tiered alerts, using free self-hosted pieces (SIP via pjsua2/Linphone + whisper.cpp STT + macOS say TTS). No paid telephony, no extra API key for the conversation.

★ 17 Python Updated 1mo ago Score 56 Communication

MatiousCorp/google-ad-manager-mcp C MCP Server Maintained

MatiousCorp/google-ad-manager-mcp

Google Ad Manager API integration for managing campaigns, orders, line items, creatives, and advertisers with bulk upload support.

★ 17 Python Updated 2mo ago Score 56 Marketing

sifter-ai/sifter C MCP Server Maintained

sifter-ai/sifter

Structure any document, query it like a database. Open-source extraction engine that turns any document into typed, schema-defined records, queryable in natural language from Claude, ChatGPT, Gemini, or any MCP client.

★ 55 Python Updated 1mo ago Score 55 Search & Data Extraction

AdsMCP/tiktok-ads-mcp-server C MCP Server Maintained

AdsMCP/tiktok-ads-mcp-server

A Model Context Protocol server for TikTok Ads API integration, enabling AI assistants to manage campaigns, analyze performance metrics, handle audiences and creatives with OAuth authentication flow.

★ 48 Python Updated 1mo ago Score 55 Marketing

Chimera-Protocol/csl-core C MCP Server Maintained

Chimera-Protocol/csl-core

Deterministic AI safety policy engine with Z3 formal verification. Write, verify, and enforce machine-verifiable constraints for AI agents via MCP.

★ 16 Python Updated 2mo ago Score 55 Security

atomno-labs/mcp-fns-check C MCP Server Maintained

atomno-labs/mcp-fns-check

Russian counterparty due diligence — INN/OGRN lookup against EGRUL/EGRIP, bankruptcy registry (EFRSB), tax debts (Transparent Business), FSSP enforcement proceedings, and arbitration courts (KAD). Aggregated verdict with risk flags and recommendations. No API key required (public Federal Tax Service data).

★ 15 Python Updated 1mo ago Score 55 Finance & Fintech

SebastianGilPinzon/colab-mcp C MCP Server Maintained

SebastianGilPinzon/colab-mcp

Control Google Colab notebooks and assign GPUs (T4/L4/A100) from any AI agent. Enhanced fork of Google's colab-mcp with all tools visible at startup, OAuth GPU control, and Windows support.

★ 14 Python Updated 1mo ago Score 55 Code Execution

ip2location/mcp-ip2location-io C MCP Server Maintained

ip2location/mcp-ip2location-io

Official IP2Location.io MCP server to obtain the geolocation, proxy and network information of an IP address utilizing IP2Location.io API.

★ 14 Python Updated 2mo ago Score 55 Location Services

amidabuddha/unichat-mcp-server C MCP Server Maintained

amidabuddha/unichat-mcp-server

Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required

★ 40 Python Updated 1mo ago Score 54 Other Tools and Integrations