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

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1,099 results (<1ms) · data updated 2026-08-14

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microsoft/markitdown A MCP Server Official Active

microsoft/markitdown/packages/markitdown-mcp

MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption.

★ 173.6k Python Updated 15d ago Score 100 File Systems

awslabs/mcp A MCP Server Official Active

awslabs/mcp

AWS MCP servers for seamless integration with AWS services and resources.

★ 9.6k Python Updated today Score 100 Cloud Platforms

mckinsey/vizro-mcp A MCP Server Official Active

mckinsey/vizro/vizro-mcp

Tools and templates to create validated and maintainable data charts and dashboards.

★ 3.8k Python Updated today Score 96 Data Science Tools

topoteretes/cognee A MCP Server Active

topoteretes/cognee/cognee-mcp

Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources

★ 30k Python Updated today Score 90 Knowledge & Memory

oraios/serena A MCP Server Active

oraios/serena

A fully-featured coding agent that relies on symbolic code operations by using language servers.

★ 28k Python Updated today Score 90 Coding Agents

vectorize-io/hindsight A MCP Server Active

vectorize-io/hindsight

Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory

★ 19.9k Python Updated today Score 90 Knowledge & Memory

skill-seekers/Skill_Seekers A MCP Server Active

yusufkaraaslan/Skill_Seekers

Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35 MCP tools for scraping, packaging, enhancing, and exporting to vector databases (Weaviate, Chroma, FAISS, Qdrant). Supports 16+ target platforms.

★ 14.8k Python Updated 4d ago Score 90 Knowledge & Memory

mrexodia/ida-pro-mcp A MCP Server Active

mrexodia/ida-pro-mcp

MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically.

★ 11.3k Python Updated 4d ago Score 90 Security

DataEval/dingo A MCP Server Official Active

DataEval/dingo

MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation capabilities and rules&prompts listing.

★ 736 Python Updated yesterday Score 89 Data Science Tools

repowise-dev/repowise A MCP Server Active

repowise-dev/repowise

Codebase intelligence for AI coding agents. Indexes a repo into a dependency graph, git history, defect-risk code health, auto-generated docs, and architectural decisions, served as 9 task-shaped MCP tools across 15 languages. Runs 100% local; hosted option available.

★ 5.7k Python Updated today Score 88 Developer Tools

sooperset/mcp-atlassian A MCP Server Active

sooperset/mcp-atlassian

MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.

★ 5.7k Python Updated yesterday Score 88 Support & Service Management

dbt-labs/dbt-mcp A MCP Server Official Active

dbt-labs/dbt-mcp

Official MCP server for [dbt (data build tool)](https://www.getdbt.com/product/what-is-dbt) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.

★ 596 Python Updated 8d ago Score 88 Data Platforms

bram2w/baserow A MCP Server Active

bram2w/baserow

Baserow database integration with table search, list, and row create, read, update, and delete capabilities.

★ 5.6k Python Updated today Score 87 Databases

basicmachines-co/basic-memory A MCP Server Active

basicmachines-co/basic-memory

Persistent, local-first AI memory: a semantic knowledge graph of plain Markdown files that humans and LLMs both read and write. Works with any MCP client, with optional cloud sync and team workspaces.

★ 3.7k Python Updated today Score 86 Knowledge & Memory

taylorwilsdon/google_workspace_mcp A MCP Server Active

taylorwilsdon/google_workspace_mcp

Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio, Streamable HTTP and SSE transports.

★ 3k Python Updated today Score 85 Workplace & Productivity

samuelgursky/davinci-resolve-mcp A MCP Server Active

samuelgursky/davinci-resolve-mcp

MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control

★ 2.1k Python Updated today Score 83 Art & Culture

Comet-ML/Opik-MCP A MCP Server Official Active

comet-ml/opik-mcp

Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.

★ 217 Python Updated today Score 83 Developer Tools

can4hou6joeng4/boss-agent-cli A MCP Server Active

can4hou6joeng4/boss-agent-cli

BOSS Zhipin recruitment workflow for AI agents. 49 MCP tools for job search, welfare filtering, recruiter messaging, pipeline tracking, and resume optimization.

★ 1.6k Python Updated today Score 82 Workplace & Productivity

chigwell/telegram-mcp A MCP Server Active

chigwell/telegram-mcp

Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling read status.

★ 1.5k Python Updated today Score 82 Communication

shashankss1205/codegraphcontext A MCP Server Active

Shashankss1205/CodeGraphContext

An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for humans.

★ 4.1k Python Updated today Score 81 Coding Agents

mnemox-ai/tradememory-protocol A MCP Server Active

mnemox-ai/tradememory-protocol

Structured 3-layer memory system (trades → patterns → strategy) for AI trading agents. Supports MT5, Binance, and Alpaca.

★ 1.4k Python Updated 2d ago Score 81 Finance & Fintech

lpigeon/ros-mcp-server A MCP Server Active

lpigeon/ros-mcp-server

The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands.

★ 1.4k Python Updated today Score 81 Developer Tools

designcomputer/mysql_mcp_server A MCP Server Active

designcomputer/mysql_mcp_server

MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines

★ 1.4k Python Updated 11d ago Score 81 Databases

mbailey/voice-mcp A MCP Server Active

mbailey/voice-mcp

Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through local microphone, OpenAI-compatible APIs, and LiveKit integration

★ 1.3k Python Updated 4d ago Score 81 Text-to-Speech

pipeboard-co/meta-ads-mcp A MCP Server Active

pipeboard-co/meta-ads-mcp

Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results — simply and reliably.

★ 1.2k Python Updated 3d ago Score 81 Marketing

sipyourdrink-ltd/bernstein B MCP Server Active

sipyourdrink-ltd/bernstein

Deterministic multi-agent orchestrator for 37 CLI coding agents (Claude Code, Codex, Cursor, Aider, Gemini CLI, GitHub Copilot CLI, OpenHands, OpenCode, Goose, Qwen, Ollama, and more). MCP server mode (stdio + HTTP/SSE) exposes the orchestrator to any MCP client. Git worktree isolation per agent, HMAC-chained audit trail, cost-aware model routing via contextual bandit. Apache 2.0.

★ 867 Python Updated today Score 79 Coding Agents

utensils/mcp-nixos B MCP Server Active

utensils/mcp-nixos

MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.

★ 793 Python Updated yesterday Score 79 Developer Tools

mnemox-ai/idea-reality-mcp B MCP Server Active

mnemox-ai/idea-reality-mcp

Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI, and Product Hunt to detect existing competition before building, returning a reality signal score (0-100), duplicate likelihood, similar projects, and pivot hints.

★ 776 Python Updated 2d ago Score 79 Research

LvcidPsyche/auto-browser B MCP Server Active

LvcidPsyche/auto-browser

Open-source MCP-native browser agent with human takeover via noVNC, reusable auth profiles, and approval/audit rails. Playwright + FastAPI, Docker-based isolated sessions, stdio bridge for Claude Desktop and Cursor.

★ 761 Python Updated 3d ago Score 79 Browser Automation

optuna/optuna-mcp B MCP Server Official Active

optuna/optuna-mcp

Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with [Optuna](https://optuna.org/).

★ 84 Python Updated 8d ago Score 79 Data Science Tools

agentic-mcp-tools/memora B MCP Server Active

agentic-mcp-tools/memora

Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management.

★ 657 Python Updated today Score 78 Knowledge & Memory

riponcm/projectmem B MCP Server Active

riponcm/projectmem

Local-first memory and judgment layer for AI coding agents. Captures issues, failed attempts, fixes, and decisions in readable Markdown + JSONL, re-injects them into future sessions, and warns at git commit before you repeat a mistake. 14 tools, works with Claude, Cursor, Antigravity, and Codex.

★ 657 Python Updated 8d ago Score 78 Knowledge & Memory

vivekvells/mcp-pandoc B MCP Server Active

vivekVells/mcp-pandoc

MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.

★ 575 Python Updated 3d ago Score 78 Developer Tools

redis/mcp-redis B MCP Server Active

redis/mcp-redis

The Redis official MCP Server offers an interface to manage and search data in Redis.

★ 566 Python Updated 8d ago Score 78 Databases

duriantaco/skylos B MCP Server Active

duriantaco/skylos

Dead code detection, security scanning, and code quality analysis for Python, TypeScript, and Go. 98% recall with fewer false positives than Vulture. Includes AI-powered remediation.

★ 536 Python Updated today Score 77 Security

pab1it0/prometheus-mcp-server B MCP Server Active

pab1it0/prometheus-mcp-server

Query and analyze Prometheus, open-source monitoring system.

★ 511 Python Updated 8d ago Score 77 Databases

CodeAbra/iai-personal-memory-engine B MCP Server Active

CodeAbra/iai-personal-memory-engine

Local memory daemon for any MCP-over-stdio client with three-tier storage (episodic/semantic/procedural). Own SQLite + hnswlib store (Hippo) with bge-small-en-v1.5, MIT-licensed community-detection reranking (MOSAIC), and sleep-cycle consolidation. AES-256-GCM encrypted at rest, no telemetry. Verbatim recall >=99% and post-contradiction Rescue@10 1.000 at honest scale. Ambient capture via shell ho

★ 500 Python Updated yesterday Score 77 Knowledge & Memory

flytohub/flyto-core B MCP Server Active

flytohub/flyto-core

Deterministic execution engine for AI agents with 412 modules across 78 categories (browser, file, Docker, data, crypto, scheduling). Features execution trace, evidence snapshots, replay from any step, and supports both STDIO and Streamable HTTP transport.

★ 479 Python Updated today Score 77 Developer Tools