haris-musa/excel-mcp-server B MCP Server Stale
haris-musa/excel-mcp-server
An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
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Browse all Model Context Protocol servers with quality scores, stars, languages and maintenance activity.
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Finance & Fintech140Developer Tools99Knowledge & Memory94Search & Data Extraction70Security68Other Tools and Integrations57Databases57Cloud Platforms35Communication28Coding Agents24Art & Culture24Data Science Tools24Aggregators22Workplace & Productivity21Data Platforms21Biology, Medicine and Bioinformatics21Monitoring20Multimedia Process19Location Services18Research18Marketing17Travel & Transportation15Social Media15Sports15Results
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.
zilliztech/mcp-server-milvus B MCP Server Active
zilliztech/mcp-server-milvus
MCP Server for Milvus / Zilliz, making it possible to interact with your database.
WiseVision/mcp_server_ros_2 B MCP Server Active
wise-vision/mcp_server_ros_2
MCP server for ROS2 enabling AI-driven robotics applications and services.
keboola/keboola-mcp-server B MCP Server Active
keboola/keboola-mcp-server
interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API.
ferdousbhai/tasty-agent B MCP Server Active
ferdousbhai/tasty-agent
Tastyworks API integration to handle trading activities on Tastytrade
DareDev256/fcpxml-mcp-server B MCP Server Active
DareDev256/fcpxml-mcp-server
The first MCP server for Final Cut Pro. 53 tools that parse, edit, and generate FCPXML timelines — health checks, flash frame detection, chapter markers, rough cuts, NLE export. 912 tests, MIT licensed.
NameetP/pdfmux B MCP Server Active
NameetP/pdfmux
PDF extraction router with built-in MCP server. Classifies each page (digital, scanned, tables) and routes to the best backend (PyMuPDF, Docling, OCR, or optional LLM fallback). Per-page confidence scoring flags low-quality pages and auto-reextracts them — prevents silent RAG failures. Zero config: `pip install pdfmux`. MIT licensed.
cdeust/Cortex B MCP Server Active
cdeust/Cortex
Persistent memory for Claude Code grounded in computational neuroscience (41 cited papers). Thermodynamic decay, hippocampal-cortical consolidation, predictive-coding write gate, WRRF retrieval. PostgreSQL + pgvector, 33 MCP tools, 7 lifecycle hooks. Benchmarked 97.8% R@10 on LongMemEval. `claude plugin marketplace add cdeust/Cortex`
ukkit/memcord B MCP Server Active
ukkit/memcord
A MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control.
sunriseapps/imagesorcery-mcp B MCP Server Maintained
sunriseapps/imagesorcery-mcp
ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.
portainer/portainer-mcp B MCP Server Active
portainer/portainer-mcp
A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities.
mahdin75/gis-mcp B MCP Server Active
mahdin75/gis-mcp
A Model Context Protocol (MCP) server implementation that connects Large Language Models (LLMs) to GIS operations using GIS libraries, enabling AI assistants to perform accurate geospatial operations and transformations.
MarcellM01/TinySearch B MCP Server Active
MarcellM01/TinySearch
Self-hosted web research for MCP agents: search (SearXNG, with DuckDuckGo fallback), crawl, dense+BM25 rerank, and dedupe into a source-grounded, cited prompt. Local ONNX embeddings by default, or bring an OpenAI-compatible embedding API.
Kapeli/dash-mcp-server B MCP Server Active
Kapeli/dash-mcp-server
MCP server for [Dash](https://kapeli.com/dash), the macOS API documentation browser. Instant search over 200+ documentation sets.
zw008/VMware-AIops B MCP Server Active
zw008/VMware-AIops
VMware vSphere/vCenter management — VM lifecycle (create/clone/delete/migrate), deployment, Guest Operations, snapshots, and cluster operations. 41 tools with double-confirmation gates, dry-run mode, and SQLite-WAL audit logging for destructive operations.
gebalamariusz/cloud-audit B MCP Server Active
gebalamariusz/cloud-audit
Open-source AWS security scanner with attack chain detection, breach cost estimation, and copy-paste remediation (CLI + Terraform). 47 checks, 16 attack chain rules. First free standalone AWS security MCP server.
ypollak2/llm-router B MCP Server Active
ypollak2/llm-router
Subscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (OpenAI, Gemini, Groq, Ollama, Codex) based on complexity classification, Claude subscription pressure, and cost. Free tasks stay on Claude subscription; expensive tasks fall back to the cheapest capable model. Includes 30 MCP tools, 6 auto-routing hooks, semantic dedup cache, prompt caching, daily spend cap, and a live w
82ch/MCP-Dandan B MCP Server Active
82ch/MCP-Dandan
Real-time security framework for MCP servers that detects and blocks malicious AI agent behavior by analyzing tool call patterns and intent across multiple threat detection engines.
FROWNINGdev/django-orm-lens B MCP Server Active
FROWNINGdev/django-orm-lens
Django ORM static-analysis MCP server. Nine read-only tools (`list_apps`, `list_models`, `describe_model`, `find_relations`, `cascade_preview`, `er_diagram`, `describe_migration_dependency`, `suggest_indexes`, `signal_graph`) that expose Django schema, relationships (FK/M2M/O2O, on_delete, related_name), migration deps, missing indexes, and signal graphs — no DB, no Django boot, no credentials. Co
paulburgess1357/nvim-mcp B MCP Server Active
paulburgess1357/nvim-mcp
MCP server providing AI assistants with full control of Neovim instances via msgpack-RPC. Read/edit buffers, run commands, send keys, query LSP diagnostics, and annotate code with highlights. No plugin required.
isdaniel/mcp_weather_server B MCP Server Active
isdaniel/mcp_weather_server
Get weather information from https://api.open-meteo.com API.
the-momentum/apple-health-mcp-server B MCP Server Maintained
the-momentum/apple-health-mcp-server
An MCP server that provides access to exported data from Apple Health. Data analytics included.
lfnovo/content-core B MCP Server Active
lfnovo/content-core
Extract content from URLs, documents, videos, and audio files using intelligent auto-engine selection. Supports web pages, PDFs, Word docs, YouTube transcripts, and more with structured JSON responses.
serpapi/serpapi-mcp B MCP Server Active
serpapi/serpapi-mcp
SerpApi MCP Server for Google and other search engine results. Provides multi-engine search across Google, Bing, Yahoo, DuckDuckGo, YouTube, eBay, and more with real-time weather data, stock market information, and flexible JSON response modes.
githejie/mcp-server-calculator B MCP Server Active
githejie/mcp-server-calculator
This server enables LLMs to use calculator for precise numerical calculations
sitbon/magg B MCP Server Active
sitbon/magg
Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.
imdinu/apple-mail-mcp B MCP Server Active
imdinu/apple-mail-mcp
Fast MCP server for Apple Mail — 87x faster email fetching via batch JXA and FTS5 search index for ~2ms body search. 6 tools: list accounts/mailboxes, get emails with filters, full-text search across all scopes, and attachment extraction.
srclight/srclight B MCP Server Active
srclight/srclight
Deep code indexing MCP server with SQLite FTS5, tree-sitter, and embeddings. 29 tools for symbol search, call graphs, git intelligence, and hybrid semantic search.
bintocher/mcp-superset B MCP Server Active
bintocher/mcp-superset
Full-featured Apache Superset MCP server with 135+ tools for dashboards, charts, datasets, SQL Lab, security (users, roles, RLS, groups), permissions audit, and 30+ built-in safety validations. Supports HTTP, SSE, and stdio transports.
roampal-ai/roampal-core B MCP Server Active
roampal-ai/roampal-core
Outcome-based persistent memory for AI coding tools. Memories that help get promoted, memories that mislead get demoted. Works with Claude Code and OpenCode via hooks + MCP.
zenml-io/mcp-zenml B MCP Server Active
zenml-io/mcp-zenml
An MCP server to connect with your [ZenML](https://www.zenml.io) MLOps and LLMOps pipelines
WenyuChiou/research-hub B MCP Server Active
WenyuChiou/research-hub
Research workspace MCP integrating Zotero, Obsidian, and NotebookLM. Search papers (arXiv/Semantic Scholar/PubMed/CrossRef), ingest into Zotero, sync notes to Obsidian, verify NotebookLM briefs. All three external tools optional. `pip install research-hub-pipeline` then `research-hub serve`.
merterbak/Grok-MCP B MCP Server Active
merterbak/Grok-MCP
MCP server for xAI's [Grok API](https://docs.x.ai/docs/overview) with agentic tool calling, image generation, vision, and file support.
codeofaxel/Kiln B MCP Server Active
codeofaxel/Kiln
MCP server that lets AI agents drive real 3D printers end to end — design, slice, queue, monitor via camera, and recover from failures — across Bambu Lab, Creality, Prusa, Elegoo, and more over OctoPrint, Moonraker/Klipper, PrusaLink, and USB. AGPL-3.0, `pip install kiln3d`.
Rootly-AI-Labs/Rootly-MCP-server B MCP Server Official Active
Rootly-AI-Labs/Rootly-MCP-server
MCP server for the incident management platform [Rootly](https://rootly.com/).
xDarkzx/Reaper-MCP B MCP Server Active
xDarkzx/Reaper-MCP
AI-powered music production in REAPER through natural conversation - 173 tools across 26 modules covering transport, tracks, MIDI (insert/edit/quantize/humanize), mixing and FX (EQ, compression, sidechain, sends), tempo maps, markers/regions, ReaScript discovery/execution, and more.
pzfreo/build123d-mcp B MCP Server Active
pzfreo/build123d-mcp
MCP server that exposes build123d parametric CAD operations as tools, enabling AI assistants to create, inspect, and iterate on 3D geometry interactively. Renders PNG/SVG views, measures geometry, and exports STEP/STL.
tobocop2/lilbee B MCP Server Active
tobocop2/lilbee
Runs and manages its own local models, or uses your existing Ollama or LM Studio if you prefer. Indexes your files and code, crawls the websites you point it at, and answers with citations to the source.
chroma-core/chroma-mcp B MCP Server Official Stale
chroma-core/chroma-mcp
Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities
gomarble-ai/google-ads-mcp-server B MCP Server Active
gomarble-ai/google-ads-mcp-server
MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.
cafferychen777/ChatSpatial B MCP Server Active
cafferychen777/ChatSpatial
MCP server for spatial transcriptomics analysis with 60+ integrated methods covering cell annotation, deconvolution, spatial statistics, and visualization.
SecurityRonin/docx-mcp B MCP Server Active
SecurityRonin/docx-mcp
Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only MCP server combining w:ins/w:del tracked changes, threaded comments, and footnotes with OOXML-level paraId validation and document auditing. 18 tools, Python 3.10+.
wende/cicada B MCP Server Active
wende/cicada
Code Intelligence for Elixir: module search, function tracking, and PR attribution through tree-sitter AST parsing
AceDataCloud/MCPSuno B MCP Server Active
AceDataCloud/SunoMCP
Suno AI music generation, lyrics, covers, and vocal extraction via Ace Data Cloud API.
logly/mureo B MCP Server Active
logly/mureo
Framework for AI agents (Claude Code, Cursor, Codex, Gemini) to operate Google Ads, Meta Ads, and Search Console. Grounded in a local STRATEGY.md — not metric-chasing. Defense-in-depth security, local-first. Apache 2.0.
religa/multi-mcp B MCP Server Active
religa/multi_mcp
Parallel multi-model code review, security analysis, and AI debate with ChatGPT, Claude, and Gemini. Orchestrates multiple LLMs for compare, consensus, and OWASP Top 10 security checks.
Abhigyan-Shekhar/Waggle-mcp B MCP Server Active
Abhigyan-Shekhar/Waggle-mcp
Persistent graph memory for AI agents. Drop a conversation turn in via `observe_conversation()` and facts are auto-extracted, stored as typed graph nodes with local semantic embeddings (no API key). Supports temporal queries ("what did we decide last week?"), conflict detection, and context priming. One-command setup with `waggle-mcp init`. SQLite locally, Neo4j in production.