By job / AI models & media

๐Ÿค– Best MCP servers for ai models & media

The 50 most used MCP servers for ai models & media, ranked daily from downloads and GitHub data. Snapshot 2026-10-14.

#ServerWeekly downloadsStars
1GitDiagram activeremote
Architecture diagrams, explanations and Mermaid source for public GitHub repositories.
โ€”18.2k
2mcp-server-chart active
A Model Context Protocol server for generating charts using AntV.
4,6064,397
3comfyui-mcp active
MCP server + Claude Code plugin for ComfyUI: run workflows, generate images, manage models & VRAM.
25.2k821
4sem active
Entity-level code intelligence: semantic diff, impact analysis, blame, and context for AI agents
5,7243,411
5Codeman active
Start, prompt and read AI coding agent sessions (Claude Code, Codex, Gemini CLI and more) in Codeman
7,651794
6loki-mode active
Autonomous spec-to-product coding-agent CLI with an MCP server exposing 39 tools over stdio.
4,6351,094
7Octocode MCP - AI Context Platform active
AI code research platform. Search, analyze, and extract insights from any GitHub repository.
2,118950
8Apollo MCP Server active
MCP server that exposes GraphQL operations as tools for AI models.
โ€”314
9tw-legal-rag activeremote
Citation-guarded retrieval over 22M Taiwan court judgments and administrative interpretations
โ€”328
10ServiceNow MCP Server (NowAIKit) active
ServiceNow MCP server: 450+ tools for Claude, ChatGPT, Copilot & any AI. Read-only by default.
3,625267
11anytype-mcp active
Official MCP server for Anytype API - your encrypted, local and collaborative wiki.
2,138532
12Memorix active
Local-first project memory with legacy MCP and 2026 discovery compatibility.
1,035841
13safari-mcp active
Native Safari browser automation for AI agents โ€” 98 tools, zero Chrome overhead.
3,177217
14clawdcursor active
Safe cross-OS desktop control for any AI agent - the fallback execution layer.
1,223405
15spotifyscraper active
Public Spotify metadata, lyrics and podcasts for LLM agents. No API key, read-only.
1,557319
16AISIX AI Gateway active
Self-hosted AI gateway that governs MCP servers, LLM traffic, and A2A agents behind one endpoint
โ€”189
17mcp-arr active
MCP server for *arr media suite - Sonarr, Radarr, Lidarr, Readarr, Prowlarr
1,461226
18Audio active
Edit, analyze and convert audio: loudness, spec checks, denoise, EQ, cuts, BPM, key. No ffmpeg.
1,536327
19Google Workspace active
Give AI agents access to Gmail, Calendar, Drive, and more โ€” multi-account, manifest-driven
1,073191
20BeatDesign active
Local-first open-source AI media workbench with Canvas, video editor, Assets, and MCP tools.
โ€”157
21Lunch Money active
MCP server for managing LunchMoney personal finances: transactions, budgets, categories, and more.
1,994109
22Acquisition.gov active
SAM.gov readiness, entities, exclusions, opportunities, awards, hierarchy, and subawards. 20 tools.
10.7k24
23mcptoon active
MCP tools + agent skills in one zero-dependency CLI: 71,929 -> 581 tokens (-99.2%, measured).
1,146219
24Agent360 Browser MCP active
Drive your real, logged-in Chrome from any AI agent - 40 tools. Needs our Chrome extension too.
2,13354
25Lumen at-risk
Self-hostable agentic-AI LMS: catalog, RAG tutor, FSRS reviews, AI authoring, ingest.
โ€”88
26gmail-mcp-server active
Lean Gmail MCP server with auto authentication support
296250
27Hexis activeremote
Git-backed platform for skills, tools, and context for AI agents
โ€”114
28AkTools MCP Server at-risk
MCP Server for stock and crypto
164391
29sunomcp activeremote
MCP server for Suno AI music generation, lyrics, and covers
1,40567
30AKShare active
Let a model explore AKShare's 1000+ China market data functions on its own โ€” search, inspect, call
85584
31Sheets MCP activenew
Google Sheets for agent workflows in Claude Code and Claude Desktop: APIs, files, schedules, undo.
1,51435
32Nutrition MCP activeremote
Nutrition tracking: log meals and macros, USDA and Open Food Facts lookups, history, app import.
โ€”79
33mongodb-mcp-server
MongoDB Model Context Protocol Server
126.2kโ€”
34paper-preflight activenew
Checks every LaTeX reference against Crossref, dblp, arXiv, DataCite, PubMed and OpenAlex. No LLM.
94661
35mcp-for-api active
MCP (Model Context Protocol) server for Appwrite
โ€”72
36freellmpool active
OpenAI-compatible MCP gateway cataloging 22 LLM providers, with routing, failover, and tools.
265125
37cap-js/mcp-server
Model Context Protocol (MCP) server for AI-assisted development of CAP applications.
72.1kโ€”
38figma-mcp-rust active
Figma MCP server in Rust: plugin bridge, no API token, no rate limits, 73 tools.
40766
39nx-console
A Model Context Protocol server implementation for Nx
69.1kโ€”
40Sipcode active
Context hygiene for Claude Code: drift detection, re-read dedup, and token analytics.
87646
41GoldenAnalysis activeremote
Find duplicate records in 30 seconds. Zero-config entity resolution, 97.2% F1 out of the box.
200133
42PostgreSQL active
MCP server for PostgreSQL: local, Docker, RDS, Neon, Supabase, or behind an SSH bastion.
1,14723
43Open Library active
Search books and authors on the Internet Archive's Open Library
19595
44ZulipChat MCP Server active
ZulipChat MCP: Connect AI to Zulip with 60+ tools for messaging, streams, events, and analytics
63132
45deepseek-mcp-server active
MCP server for DeepSeek AI with chat, reasoning, sessions, function calling, and cost tracking
80525
46MikroMCP active
MCP server for MikroTik RouterOS: typed tools, dry-run, RBAC, audit logs, and rollback.
31475
47Doc Bridge active
Resolve documentation ownership, edit roots, checks, and human handoffs before an agent edits code.
3,2489
48airflow-mcp-server at-risk
An MCP server for Apache Airflow
52533
49veritasgraph active
Zero-trust, air-gapped Enterprise GraphRAG MCP server with offline, citation-grounded answers.
34324
50ai-memory-mcp active
Persistent memory for any AI โ€” zero token cost until recall
โ€”54