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

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1,068 results (<1ms) · data updated 2026-08-14

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InditexTech/mcp-teams-server B MCP Server Active

InditexTech/mcp-teams-server

MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)

★ 391 Python Updated 2d ago Score 76 Communication

cisco-open/network-sketcher B MCP Server Active

cisco-open/network-sketcher

Local-first MCP server for AI-driven network design. Creates Cisco-style network master files, L1/L2/L3 topology diagrams, combined HTML viewers, device tables, and AI Context files.

★ 383 Python Updated yesterday Score 76 Architecture & Design

CodeLogicIncEngineering/codelogic-mcp-server B MCP Server Official Active

CodeLogicIncEngineering/codelogic-mcp-server

Official MCP server for CodeLogic, providing access to code dependency analytics, architectural risk analysis, and impact assessment tools.

★ 38 Python Updated yesterday Score 76 Developer Tools

Mibayy/token-savior B MCP Server Active

Mibayy/token-savior

Structural code intelligence MCP server for AI-assisted development. Navigate and edit code by symbol names instead of raw text — symbol lookup, dependency graphs, call chains, dead code detection, and structural diff. Replaces grep/cat with semantic tools: 87% token reduction on large codebases.

★ 1.1k Python Updated 3d ago Score 75 Developer Tools

openaccountants/openaccountants B MCP Server Active

openaccountants/openaccountants

Open-source AI accounting skills, checked by licensed accountants jurisdiction by jurisdiction. 3 tools: list skills by country/category, get full skill content, and get individual sections. Skills teach AI agents tax computations (income tax, VAT, payroll) across 134 countries plus US states and Canadian provinces. Hosted at `https://www.openaccountants.com/api/mcp`.

★ 322 Python Updated today Score 75 Finance & Fintech

carterlasalle/mac_messages_mcp B MCP Server Active

carterlasalle/mac_messages_mcp

An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.

★ 312 Python Updated 24d ago Score 75 Communication

Couchbase-Ecosystem/mcp-server-couchbase B MCP Server Official Active

Couchbase-Ecosystem/mcp-server-couchbase

Couchbase MCP server provides unfied access to both Capella cloud and self-managed clusters for document operations, SQL++ queries and natural language data analysis.

★ 34 Python Updated today Score 75 Databases

ClickHouse/mcp-clickhouse B MCP Server Active

ClickHouse/mcp-clickhouse

ClickHouse database integration with schema inspection and query capabilities

★ 849 Python Updated 8d ago Score 74 Databases

sachitrafa/YourMemory B MCP Server Active

sachitrafa/YourMemory

Persistent memory for AI agents with Ebbinghaus forgetting-curve decay, hybrid BM25+vector retrieval, and entity graph for multi-hop reasoning. Memories auto-prune by importance and recall rate. Built-in browser dashboard, multi-agent support, and `yourmemory ask` for zero-API-call local queries. `pip install yourmemory`

★ 263 Python Updated 5d ago Score 74 Knowledge & Memory

lyonzin/knowledge-rag B MCP Server Active

lyonzin/knowledge-rag

Local RAG system for Claude Code with hybrid search (BM25 + semantic), cross-encoder reranking, markdown-aware chunking, query expansion, and 28 MCP tools. Runs entirely offline with zero external servers.

★ 250 Python Updated today Score 74 Knowledge & Memory

scarletkc/vexor B MCP Server Active

scarletkc/vexor

A semantic search engine for files and code — find files by describing what they do, not their names. Local reusable indexes, configurable embedding providers (OpenAI, Gemini, Voyage, any OpenAI-compatible API, or fully offline local models), AST-aware code chunking, optional reranking. `uvx vexor mcp` or `pip install vexor`.

★ 235 Python Updated 10d ago Score 74 Developer Tools

king-of-the-grackles/reddit-research-mcp B MCP Server Active

king-of-the-grackles/reddit-research-mcp

AI-powered Reddit intelligence for market research and competitive analysis. Discover subreddits via semantic search across 20k+ indexed communities, fetch posts/comments with full citations, and manage research feeds. No Reddit API credentials needed.

★ 226 Python Updated 20d ago Score 74 Social Media

appwrite/mcp B MCP Server Official Active

appwrite/mcp

Official Appwrite MCP server. Connect via hosted OAuth at `https://mcp.appwrite.io/` (no API keys) or self-host with a project API key to manage databases, auth, users, functions, storage, messaging, and more.

★ 71 Python Updated today Score 74 Databases

healthchainai/HealthChain B MCP Server Active

healthchainai/HealthChain

Typed, validated FHIR tools for healthcare AI agents — build, read, validate, and code FHIR resources from a patient bundle, with terminology lookup and machine-readable validation reports built for fix-and-retry. `pip install healthchain[mcp]`

★ 221 Python Updated 3d ago Score 73 Biology, Medicine and Bioinformatics

flox-foundation/flox-mcp B MCP Server Active

FLOX-Foundation/flox/mcp

MCP server for the FLOX trading systems framework. ~30 tools to run backtests, scaffold strategies, validate for lookahead bias, place orders, query PnL via Claude/Cursor. C++23 core with Python/Node/Codon/QuickJS strategy bindings. Same code from backtest to live (CcxtBroker or native connectors). Install: `pip install flox-mcp`.

★ 221 C++ Updated today Score 73 Finance & Fintech

ohad6k/emulo B MCP Server Active

ohad6k/emulo

Loads your personal profile, mined from your local Claude Code/Codex/OpenCode logs, so your agent works like you instead of a cold start. One tool, `load_emulo_profile`. Run with `uvx emulo mcp`.

★ 219 Python Updated 9d ago Score 73 Knowledge & Memory

omega-memory/omega-memory B MCP Server Active

omega-memory/omega-memory

Persistent memory for AI coding agents with semantic search, auto-capture, cross-session learning, and intelligent forgetting. 28 MCP tools, local-first.

★ 202 Python Updated 2d ago Score 73 Knowledge & Memory

bx33661/Wireshark-MCP B MCP Server Active

bx33661/Wireshark-MCP

Wireshark network packet analysis MCP Server with capture, protocol stats, field extraction, and security analysis capabilities.

★ 198 Python Updated 10d ago Score 73 Security

tarunlnmiit/autopilot-jobhunt B MCP Server Active

tarunlnmiit/autopilot-jobhunt

AI job-hunting agent that scans 130+ company careers pages nightly, scores every role 0–100 against your resume with an LLM, sends top matches to Telegram, and drafts tailored cover letters + resume bullets on command. Pluggable free LLM backends (OpenRouter free tier, Claude Code CLI, or Anthropic API). Exposes `scan_jobs`, `draft_application`, and `export_jobs`. Runs locally; does not auto-submi

★ 195 Python Updated 4d ago Score 73 Workplace & Productivity

alibaizhanov/mengram B MCP Server Active

alibaizhanov/mengram

Human-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recall, cognitive profile). 29 MCP tools, knowledge graph, smart triggers, multi-user isolation. Python & JS SDKs.

★ 188 Python Updated 7d ago Score 73 Knowledge & Memory

tumf/mcp-shell-server B MCP Server Active

tumf/mcp-shell-server

A secure shell command execution server implementing the Model Context Protocol (MCP)

★ 185 Python Updated 5d ago Score 73 Coding Agents

narumiruna/yfinance-mcp B MCP Server Active

narumiruna/yfinance-mcp

An MCP server that uses yfinance to obtain information from Yahoo Finance.

★ 178 Python Updated 3d ago Score 73 Finance & Fintech

Patdolitse/piia-engram B MCP Server Active

Patdolitse/piia-engram

Persistent user identity across AI tools. Stores preferences, lessons, and decisions as local JSON; 13 core MCP tools share them with Claude Code, Cursor, Codex, and any MCP client. Knowledge governance (staging→verified), AES-256-GCM encryption, cross-tool sync. `pip install piia-engram`

★ 164 Python Updated 7d ago Score 72 Knowledge & Memory

ihuzaifashoukat/x-use B MCP Server Active

ihuzaifashoukat/x-use

Multi-account X (Twitter) automation with no X API key: it drives a real Chrome session using your own cookies. 33 tools for posting, replies, keyword search, engagement, single-tweet reads that return images as MCP content, per-account personas, proxy pools, and a persistent scheduled-action queue. Draft-approval mode is on by default, so write tools return a draft and nothing goes live until you

★ 154 Python Updated 19d ago Score 72 Social Media

yusong652/pfc-mcp B MCP Server Active

yusong652/pfc-mcp

MCP server for [ITASCA PFC](https://www.itascacg.com/software/pfc) discrete element simulation — browse documentation, execute scripts, capture plots, and manage long-running tasks via a WebSocket bridge to the PFC GUI.

★ 151 Python Updated today Score 72 Research

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

runekaagaard/mcp-alchemy B MCP Server Active

runekaagaard/mcp-alchemy

Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities.

★ 414 Python Updated 13d ago Score 71 Databases

diivi/aseprite-mcp B MCP Server Active

diivi/aseprite-mcp

MCP server using the Aseprite API to create pixel art

★ 408 Python Updated 15d ago Score 71 Art & Culture

K-Dense-AI/claude-skills-mcp B MCP Server Active

K-Dense-AI/claude-skills-mcp

Intelligent search capabilities to let every model and client use [Claude Agent Skills](https://www.anthropic.com/news/skills) like native.

★ 396 Python Updated 24d ago Score 71 Aggregators

JamsusMaximus/trainingpeaks-mcp B MCP Server Active

JamsusMaximus/trainingpeaks-mcp

Query TrainingPeaks workouts, analyze CTL/ATL/TSB fitness metrics, and compare power/pace PRs through Claude Desktop.

★ 134 Python Updated 11d ago Score 71 Sports

nkapila6/mcp-local-rag B MCP Server Active

nkapila6/mcp-local-rag

"primitive" RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed.

★ 133 Python Updated 4d ago Score 71 Search & Data Extraction

cobanov/teslamate-mcp B MCP Server Active

cobanov/teslamate-mcp

A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.

★ 133 Python Updated 10d ago Score 71 Travel & Transportation

hidai25/eval-view B MCP Server Active

hidai25/eval-view

Regression testing framework for AI agents. Save golden baselines, detect behavioral drift, and block regressions in CI. Works with LangGraph, CrewAI, OpenAI, Claude, and any HTTP API.

★ 128 Python Updated 18d ago Score 71 Developer Tools

aresyn/codex-control-plane-mcp B MCP Server Active

aresyn/codex-control-plane-mcp

Durable control plane for long-running Codex Desktop tasks. Submit tasks asynchronously, poll operation/workflow state, approve Plan Mode, recover retries, and use hook-backed SQLite history for search and diagnostics.

★ 122 Python Updated 29d ago Score 71 Coding Agents

gomarble-ai/facebook-ads-mcp-server B MCP Server Active

gomarble-ai/facebook-ads-mcp-server

MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.

★ 351 Python Updated 8d ago Score 70 Marketing

cr7258/elasticsearch-mcp-server B MCP Server Active

cr7258/elasticsearch-mcp-server

MCP Server implementation that provides Elasticsearch interaction

★ 303 Python Updated 11d ago Score 70 Databases

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

KyaniteLabs/kinocut B MCP Server Active

KyaniteLabs/kinocut

Guardrailed video editing for AI agents with 135 MCP tools for FFmpeg editing, captions, audio, effects, Hyperframes, repurposing, resumable workflows, quality gates, and provenance receipts. Includes a Python client and `kino` CLI; runs locally with no required API keys.

★ 110 Python Updated today Score 70 Multimedia Process

Scottcjn/rustchain-mcp B MCP Server Active

Scottcjn/rustchain-mcp

MCP server for RustChain blockchain, BoTTube video platform, and Beacon agent messaging. Wallet management, mining queries, bounties, video search/upload, and agent messaging tools. Install via `pip install rustchain-mcp`.

★ 105 Python Updated 3d ago Score 70 Finance & Fintech

cameronrye/openzim-mcp B MCP Server Active

cameronrye/openzim-mcp

Modern, secure MCP server for accessing ZIM format knowledge bases offline. Enables AI models to search and navigate Wikipedia, educational content, and other compressed knowledge archives with smart retrieval, caching, and comprehensive API.

★ 105 Python Updated today Score 70 Knowledge & Memory

avivsinai/langfuse-mcp B MCP Server Active

avivsinai/langfuse-mcp

Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications.

★ 104 Python Updated 4d ago Score 70 Monitoring

arthurpanhku/DocSentinel B MCP Server Active

arthurpanhku/DocSentinel

MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks, compliance gaps, remediations.

★ 90 Python Updated yesterday Score 70 Security