MCP Server Quality Scores
Independent quality analysis of 67181 public MCP servers
Last updated 2 hours, 36 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 39551 |
Color Palette
Claim
Create harmonious color palettes based on theory and convert colors between for…
|
— | ||||||||
| 39552 |
central-mcp-server
Claim
Enables AI assistants to query HPE Aruba Networking Central data (sites, device…
|
— | ||||||||
| 39553 |
TDD-MCP
Claim
Guides developers through disciplined Test-Driven Development cycles with sessi…
|
— | ||||||||
| 39554 |
ClaudeSkills MCP Server
Claim
Exposes Anthropic Claude Agent Skills as MCP tools for discovery, search, and r…
|
— | ||||||||
| 39555 |
Mevzuat MCP
Claim
mevzuat.gov.tr (T.C. Mevzuat Bilgi Sistemi) için MCP sunucusu. Kanun, KHK, Cumh…
|
— | ||||||||
| 39556 |
youtube-mcp
Claim
A local-first MCP server for inspecting and managing a creator-owned YouTube ch…
|
— | ||||||||
| 39557 |
cisco-secure-access-mcp
Claim
A community MCP server for Cisco Secure Access that exposes the Secure Access R…
|
— | ||||||||
| 39558 |
umbryn-mcp
Claim
Redacts PII/PHI from text before it reaches an LLM. Fail-closed, self-hosted, n…
|
— | ||||||||
| 39559 |
MCP Walkthrough
Claim
Enables AI agents to present interactive code walkthroughs with voice narration…
|
— | ||||||||
| 39560 |
GitLab MCP Server
Claim
Enables AI agents to interact with GitLab via a restricted set of 9 tools using…
|
— | ||||||||
| 39561 |
jupitersignup
Claim
List, read, create, and edit JupiterSignup sign-up and payment forms. API key r…
|
— | ||||||||
| 39562 |
drug-pipeline-mcp
Claim
Pharmaceutical R\&D Pipeline Intelligence for AI Agents — Clinical trials, FDA …
|
— | ||||||||
| 39563 |
browserspendguard-mcp
Claim
Approval receipts for AI browser purchases.
|
— | ||||||||
| 39564 |
@wanadev/mcp-gitlab
Claim
Provides full control over GitLab epics, issues, merge requests, pipelines, and…
|
— | ||||||||
| 39565 |
Steel MCP Server
Claim
Exposes Steel Browser automation over HTTP, providing MCP clients with tools fo…
|
— | ||||||||
| 39566 |
largefile
Claim
Navigate, search, and edit large codebases, logs, and data files that exceed AI…
|
— | ||||||||
| 39567 |
qdrant-mcp-hybrid
Claim
Enables multi-tenant RAG with Qdrant, LM Studio embeddings and summaries, and a…
|
— | ||||||||
| 39568 |
ecoclaw-mcp
Claim
Manages local AI skills for Claude Desktop, enabling listing, running, tuning, …
|
— | ||||||||
| 39569 |
workflows-mcp
Claim
Run YAML workflows as MCP tools so agents can automate real tasks with one serv…
|
— | ||||||||
| 39570 |
thinchain
Claim
MCP server that sanitizes bad broker data and compresses options chains 95% for…
|
— | ||||||||
| 39571 |
APAC Compliance MCP
Claim
MCP server for AI agents selling into APAC. 7 tools: country briefs (Japan/Sing…
|
— | ||||||||
| 39572 |
mcp-opendata-swiss
Claim
Enables querying Switzerland's federal open-data portal (opendata.swiss) via a …
|
— | ||||||||
| 39573 |
OpenAIRE MCP Server
Claim
Enables AI assistants to explore the OpenAIRE Research Graph and ScholExplorer …
|
— | ||||||||
| 39574 |
aeo-cli
Claim
Audit URLs for AI crawler readiness — checks robots.txt, llms.txt, JSON-LD sche…
|
— | ||||||||
| 39575 |
orion
Claim
Build and operate declarative REST/Kafka services on Orion: 46 tools over the f…
|
— | ||||||||
| 39576 |
MCP Man Pages Server
Claim
Provides AI assistants with access to Linux man pages for searching, retrieving…
|
— | ||||||||
| 39577 |
LabelChop MCP Server
Claim
AI tools for MyPost A4 labels, 4x6 thermal printers and LabelChop resources.
|
— | ||||||||
| 39578 |
ableton-mcp-loopback
Claim
A loopback-bound MCP server that enables MCP clients to control Ableton Live (s…
|
— | ||||||||
| 39579 |
CellTypist MCP
Claim
Enables automated cell type annotation in scRNA-seq analysis using CellTypist m…
|
— | ||||||||
| 39580 |
document-converter-mcp
Claim
Converts documents between Markdown, PDF, DOCX, and HTML locally with AI-friend…
|
— | ||||||||
| 39581 |
mcp-gemini-assistant
Claim
Enables Claude Code to consult Gemini for complex coding problems with session …
|
— | ||||||||
| 39582 |
Zoho Projects MCP Server
Claim
An enhanced MCP server for Zoho Projects API integration, enabling AI assistant…
|
— | ||||||||
| 39583 |
serial-mcp
Claim
MCP server that lets LLMs talk to serial devices: microcontrollers, routers, mo…
|
— | ||||||||
| 39584 |
Gemini MCP
Claim
Remote MCP server that exposes Google Gemini's text, image, video (Veo), and au…
|
— | ||||||||
| 39585 |
Epicure MCP Server
Claim
Public, anonymous, read-only MCP server for the Epicure ingredient-embedding mo…
|
— | ||||||||
| 39586 |
Controls a running KiCad 9+ instance via the official IPC API, enabling board e…
|
— | ||||||||
| 39587 |
Midpoint Card Prices
Claim
Trading card prices and grading ROI for 1.5M+ Pokémon, Magic, Yu-Gi-Oh! and spo…
|
— | ||||||||
| 39588 |
mcp-n8n
Claim
MCP server for n8n workflow automation, enabling management of workflows, execu…
|
— | ||||||||
| 39589 |
mcp-beaker
Claim
MCP server for Beaker lab automation, enabling system provisioning, job managem…
|
— | ||||||||
| 39590 |
Subway Info NYC
Claim
A comprehensive New York City subway information portal providing riders with r…
|
— | ||||||||
| 39591 |
Hedera MCP Server
Claim
Provides tools for AI assistants to interact with the Hedera blockchain, enabli…
|
— | ||||||||
| 39592 |
conductor-figma
Claim
A design-intelligent MCP server for Figma with 201 tools and built-in design ru…
|
— | ||||||||
| 39593 |
snowflake-mcp-server
Claim
|
— | ||||||||
| 39594 |
Mi MCP Server
Claim
A TypeScript-based MCP server that connects with MCP clients like Claude, VS Co…
|
— | ||||||||
| 39595 |
japan-utils-mcp
Claim
Japan-specific utilities for AI agents: era ↔ Western year conversion (令和8年 ↔ 2…
|
— | ||||||||
| 39596 |
smplkit MCP Server
Claim
Operate smplkit from your agent: feature flags, config, logging, audit, and sch…
|
— | ||||||||
| 39597 |
Delmain GA4 MCP
Claim
Enables querying Google Analytics 4 properties using natural language through M…
|
— | ||||||||
| 39598 |
hyperliquid-mcp
Claim
Enables AI assistants to securely trade on Hyperliquid perpetual exchange, incl…
|
— | ||||||||
| 39599 |
arca-mcp
Claim
Enables LLMs to interact with Arca workspaces, tasks, lists, folders, comments,…
|
— | ||||||||
| 39600 |
Domain-expert SMB sales playbooks for AI agents. Discovery questions, objection…
|
— | ||||||||