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

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1,064 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

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

juyterman1000/entroly B MCP Server Active

juyterman1000/entroly

Auditable context control plane and MCP server for AI coding agents. Compresses context 70–95% (BM25 + entropy + dep-graph knapsack), stabilizes prompt prefixes for provider cache discounts, routes easy tasks to cheaper models (RAVS Bayesian router), and verifies answers locally with WITNESS hallucination guard (0.844 AUROC, $0, ~3 ms). MemoryOS adds local budget-aware working/episodic/semantic me

★ 436 Python Updated today Score 76 Knowledge & Memory

Ikalus1988/MisakaNet B MCP Server Active

Ikalus1988/MisakaNet

Agent failure memory network. Search 235+ verified debugging lessons from real engineering sessions. BM25 + SAG-Lite search, 3 tools (search, get_lesson, submit_usage), 5 resources, 3 guided prompts. Works with Claude Code, Cursor, and any MCP client. `python3 scripts/mcp_server.py`

★ 396 Python Updated today Score 76 Knowledge & Memory