MCP Server Quality Scores
Independent quality analysis of 69343 public MCP servers
Last updated 1 hour, 25 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 42251 |
Pandas-MCP Server
Claim
Enables LLMs to safely execute pandas code for data analysis and generate inter…
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| 42252 |
DLF Agency MCP Server
Claim
Enables AI agents to manage GoHighLevel workspaces through natural language, wi…
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| 42253 |
Linear Cache MCP
Claim
Cache-first MCP server for Linear that provides tools to search, read, create, …
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| 42254 |
ios-agent-driver
Claim
An MCP server that lets an AI agent drive the iOS Simulator in a loop, enabling…
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| 42255 |
eudi-wallet-mcp
Claim
EUDI Wallet MCP — EU Digital Identity Wallet under eIDAS 2.0 for AI agent authe…
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| 42256 |
hermes-gpt
Claim
Enables MCP-based interaction with a local Hermes Agent installation, providing…
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| 42257 |
drevo-mcp
Claim
A self-contained FastMCP server that exposes a running drevo graph database to …
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| 42258 |
An MCP server that transforms Claude-style skills and resources into callable t…
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| 42259 |
camt053-mcp
Claim
MCP server that enables AI agents to parse, validate, and reverse ISO 20022 ban…
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| 42260 |
mcp-arcgis-vilas
Claim
Enables querying and searching Vilas County, Wisconsin open geospatial datasets…
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| 42261 |
codex-vision-mcp
Claim
Exposes a tool for understanding images via Codex app-server, enabling analysis…
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| 42262 |
ai-devtool-mcp-server
Claim
MCP server for AI DevTool workflow, exposing tools and resources for code revie…
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| 42263 |
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
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| 42264 |
lt-eli-mcp
Claim
Searches Lithuanian legislation by title and fetches full text from the Registe…
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| 42265 |
mcp-opentym
Claim
A lightweight MCP HTTP server giving AI assistants real tools to interact with …
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| 42266 |
eanscan-mcp
Claim
MCP server for looking up EAN/UPC barcodes to get localized product details lik…
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| 42267 |
fusion-mcp
Claim
Local Fusion MCP: panel->judge->synthesis on the Claude CLI subscription, no Op…
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| 42268 |
Hosted MCP
Claim
Provide a hosted environment for Model Context Protocol applications.
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| 42269 |
roon-mcp
Claim
Controls music playback on a FiiO M23 device through Roon, allowing Claude to s…
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| 42270 |
bitmap-mcp
Claim
Provides real-time Bitcoin on-chain data including Bitmap districts, Ordinals i…
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| 42271 |
MCP Statistics Server
Claim
Provides LLMs access to Japanese and international statistical data (e-Stat, Wo…
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| 42272 |
MCP Server Ollama
Claim
Enables natural language management of blog posts and comments through a decoup…
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| 42273 |
Python Demo MCP Server
Claim
A demonstration server implementing the Model Context Protocol with Server-Sent…
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| 42274 |
mcp-locator
Claim
An MCP server that lets AI agents read and write locale JSON translation files …
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| 42275 |
FastMCP server that pages on-call via 100+ notification channels (Apprise wrapp…
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| 42276 |
mcp-screaming-frog
Claim
MCP server for controlling Screaming Frog SEO Spider through AI assistants, ena…
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| 42277 |
Skill Context Manager
Claim
Provides context-aware skill selection for AI agents, reducing token usage by 8…
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| 42278 |
grok-search-mcp
Claim
MCP server that enables coding agents to search X/Twitter and the web through t…
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| 42279 |
Screenplay, film and story toolkit over MCP: PDF formatting, stats, diagnosis, …
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| 42280 |
wheelfor-mcp
Claim
Create, spin, and manage shareable decision wheels on wheelfor.com. Supports cr…
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| 42281 |
pgmcp
Claim
Enables AI agents to perform PostgreSQL administration, web crawling, and knowl…
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| 42282 |
OmniWire-MCP
Claim
Enables AI models to fetch and aggregate news from RSS, Atom, JSON, and HTML fe…
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| 42283 |
ssh-mcp-pro
Claim
ssh-mcp-pro is a secure Model Context Protocol (MCP) server for SSH automation,…
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| 42284 |
MCP SDD Server
Claim
An MCP server implementing Spec-Driven Development workflows for AI-agent CLIs …
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| 42285 |
vimax-mcp
Claim
Enables AI video generation from ideas or screenplays via ViMax, with job manag…
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| 42286 |
AdKit MCP Server
Claim
A lightweight semantic ad-matching engine for LLMs that serves relevant adverti…
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| 42287 |
FinOpsGuard
Claim
MCP agent providing cost-aware guardrails for IaC in CI/CD with advanced policy…
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| 42288 |
mcp-gsa-perdiem
Claim
Enables querying GSA Per Diem rates for travel destinations, providing daily lo…
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| 42289 |
Provides a standardized interface for interacting with Tavily's tools and servi…
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| 42290 |
yuque-local-mcp
Claim
本地语雀 MCP 服务器,通过浏览器登录态访问语雀,支持读取、创建和编辑文档,具有知识库白名单和只读模式等安全特性。
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| 42291 |
Gemini API Server
Claim
Enable direct access to Google's Gemini API from Claude Desktop for advanced co…
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| 42292 |
LSPSteer
Claim
Compiler-in-the-loop steering for coding agents - Cursor and Claude Code. It ru…
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| 42293 |
DuckDB MCP Server
Claim
A local MCP server enabling AI assistants to query and analyze data via DuckDB …
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| 42294 |
PixelDojo
Claim
Generate images, video, audio and short films with 140+ AI models from any MCP …
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| 42295 |
An MCP server that scaffolds runnable Roku channels from a validated AppSpec, z…
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| 42296 |
Redis Graph MCP Server
Claim
Enables LLMs and AI agents to query a biomedical knowledge graph stored in Redi…
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| 42297 |
Docmost MCP Server
Claim
Enables AI agents to search, create, modify, and organize documentation pages a…
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| 42298 |
lynx-mcp
Claim
A 100% local MCP server for semantic and lexical search over your code, library…
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| 42299 |
claude_code_mastery
Claim
Monitors 7+ sources for Claude Code updates, analyzes curriculum gaps, and auto…
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| 42300 |
Enables natural language queries to a company database through the Model Contex…
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