MCP Server Quality Scores
Independent quality analysis of 57357 public MCP servers
Last updated 51 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 55051 |
FofaMap
Claim
A MCP-enabled asset mapping and vulnerability scanning agent with AI self-refle…
|
— | ||||||||
| 55052 |
Swarmtrade
Claim
a2a escrow and trading
|
— | ||||||||
| 55053 |
google-tasks-mcp
Claim
Enables AI assistants to manage Google Tasks, including listing, creating, upda…
|
— | ||||||||
| 55054 |
Study Prep MCP Server
Claim
Enables browsing and preparing study materials from local documents (PDF, Markd…
|
— | ||||||||
| 55055 |
clawmem-mcp-server
Claim
An MCP server that leverages a GitHub-compatible API as a durable memory store …
|
— | ||||||||
| 55056 |
scavio-mcp
Claim
Unified real-time search API for AI agents. Google, YouTube, Amazon, Walmart, R…
|
— | ||||||||
| 55057 |
Sibyl
Claim
MCP server for Google's Gemini API, enabling text, image, video, speech, embedd…
|
— | ||||||||
| 55058 |
Gasio MCP Server
Claim
가시오 툴즈의 14종 이미지/미디어 처리 기능을 로컬 오프라인에서 AI 에이전트가 사용할 수 있게 해주는 MCP 서버입니다. 배경 제거, 화질…
|
— | ||||||||
| 55059 |
|
— | ||||||||
| 55060 |
notion
Claim
|
— | ||||||||
| 55061 |
divlens
Claim
Real-time system diagnostics for AI agents — CPU, RAM, disk, network, hardware …
|
— | ||||||||
| 55062 |
notes-mcp-server
Claim
Provides MCP tools to create and retrieve notes stored in memory.
|
— | ||||||||
| 55063 |
vtkapi-mcp
Claim
An MCP server that validates VTK Python code by checking class and method exist…
|
— | ||||||||
| 55064 |
Canvas MCP
Claim
Enables interaction with Canvas LMS to access courses, modules, files, pages, a…
|
— | ||||||||
| 55065 |
L1-aware grammar, style, translation & tone tools with 70 local rules. Zero API…
|
— | ||||||||
| 55066 |
passoff
Claim
Enables handoff of context between AI coding agents like Claude Code, Cursor, C…
|
— | ||||||||
| 55067 |
cyberdyne-mcp
Claim
Engagement marketplace for the Bankr agent economy: agents fund quests, humans …
|
— | ||||||||
| 55068 |
Kawakami MCP Server
Claim
Exposes the catalog of Supermercados Kawakami (Paraguaçu Paulista/SP) as tools …
|
— | ||||||||
| 55069 |
attiomcp
Claim
|
— | ||||||||
| 55070 |
Executes Python code snippets safely without shell interpretation, supports par…
|
— | ||||||||
| 55071 |
big-potential-330016
Claim
|
— | ||||||||
| 55072 |
scopus-mcp
Claim
Enables AI agents to search and retrieve academic papers, author profiles, and …
|
— | ||||||||
| 55073 |
company-reconcile
Claim
模糊匹配两份表格中的公司名称和日期,输出已匹配、待复核和未匹配三种结果,便于数据对账。
|
— | ||||||||
| 55074 |
vending-machine-mcp
Claim
A marketplace of 13 specialist AI agents for coding assistants, offering tools …
|
— | ||||||||
| 55075 |
MATRIX
Claim
A local, project-scoped requirement management MCP server that enables AI agent…
|
— | ||||||||
| 55076 |
Zotero MCP Server
Claim
Enables AI assistants to search, cite, and manage research references directly …
|
— | ||||||||
| 55077 |
mcp-server-swapy
Claim
MCP server for querying the Star Wars universe via the SWAPI API, providing acc…
|
— | ||||||||
| 55078 |
NiftyPM MCP Server
Claim
A Model Context Protocol server that exposes the NiftyPM project management API…
|
— | ||||||||
| 55079 |
finance-reconcile-mcp
Claim
Read-only MCP server for reconciling SimpleFIN bank data against Firefly III le…
|
— | ||||||||
| 55080 |
The GoHighLevel MCP for Claude — 214 tools, programmatic workflow builder, mult…
|
— | ||||||||
| 55081 |
drawio-mcp-server
Claim
Enables creating and editing draw.io diagrams from structured descriptions, ren…
|
— | ||||||||
| 55082 |
pipedrive-mcp
Claim
MCP server for Pipedrive CRM providing 88 tools for full CRUD on deals, persons…
|
— | ||||||||
| 55083 |
esim-mcp-server
Claim
Lets AI agents search and buy travel eSIMs from ALT eSIM for 200+ destinations,…
|
— | ||||||||
| 55084 |
mcp-mychem
Claim
Provides access to dataset statistics and metadata for MyChem.info, a chemical …
|
— | ||||||||
| 55085 |
mcp-theaudiodb
Claim
Provides access to music metadata from TheAudioDB community database through MC…
|
— | ||||||||
| 55086 |
Markdown rendering API for AI agents. Convert Markdown to fully styled HTML wit…
|
— | ||||||||
| 55087 |
A Model Context Protocol (MCP) server for Chinese traditional calendar function…
|
— | ||||||||
| 55088 |
Enables to search and retrieve chunks from a fictional library's documentation …
|
— | ||||||||
| 55089 |
caseware-kb
Claim
Enables querying procurement documents (invoices, purchase orders, shipping ord…
|
— | ||||||||
| 55090 |
mcp-server-demo
Claim
A Node/Express + PostgreSQL MCP server that exposes database-backed tools (list…
|
— | ||||||||
| 55091 |
Vehicle handover compliance — NAMA Vehicle Grading, BVRLA Fair Wear & Tear, pho…
|
— | ||||||||
| 55092 |
Choice Wiki MCP
Claim
Provides Claude with a knowledge base about the Choice restaurant platform, ena…
|
— | ||||||||
| 55093 |
agentdrop-mcp-server
Claim
MCP server for AgentDrop - encrypted file transfer between AI agents across any…
|
— | ||||||||
| 55094 |
dockerfile-generator-ai-mcp MCP server by MEOK AI Labs
|
— | ||||||||
| 55095 |
mcp-graphql-tools
Claim
Enables AI assistants to execute GraphQL queries and retrieve schema informatio…
|
— | ||||||||
| 55096 |
webEmbedding
Claim
Source-first URL clone, capture, rebuild, and fidelity verification tools.
|
— | ||||||||
| 55097 |
postwire-mcp
Claim
Smart Distribute: one prompt → the best native post per platform, then publish …
|
— | ||||||||
| 55098 |
@fugle/mcp-server
Claim
A Fugle MCP server for stock market data and trading, supporting real-time quot…
|
— | ||||||||
| 55099 |
TopologicPy MCP Server
Claim
Enables LLMs to perform architectural spatial modeling through natural language…
|
— | ||||||||
| 55100 |
agentic-patterns
Claim
Exposes the Agentic Patterns Catalog as MCP resources and tools for AI coding a…
|
— | ||||||||