MCP Server Quality Scores

Independent quality analysis of 57357 public MCP servers

57357
Discovered
29814
Scored
2112
Verified
16953
Complete

Last updated 51 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
55051
asaotomo
FofaMap Claim
A MCP-enabled asset mapping and vulnerability scanning agent with AI self-refle…
N/A N/A
55052
tjcrowley
Swarmtrade Claim
a2a escrow and trading
55053
scottie-will
Enables AI assistants to manage Google Tasks, including listing, creating, upda…
N/A N/A
55054
Enables browsing and preparing study materials from local documents (PDF, Markd…
N/A N/A
55055
clawmem-ai
An MCP server that leverages a GitHub-compatible API as a durable memory store …
N/A N/A
55056
scavio-ai
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
가시오 툴즈의 14종 이미지/미디어 처리 기능을 로컬 오프라인에서 AI 에이전트가 사용할 수 있게 해주는 MCP 서버입니다. 배경 제거, 화질…
N/A N/A
55059
@jusik.lee.233
js_smithery-mcp Claim
N/A N/A 95
55060
beomsu317
notion Claim
N/A N/A 95
55061
Lohithry
divlens Claim
Real-time system diagnostics for AI agents — CPU, RAM, disk, network, hardware …
N/A N/A
55062
Abhijeet103
Provides MCP tools to create and retrieve notes stored in memory.
55063
patrickoleary
vtkapi-mcp Claim
An MCP server that validates VTK Python code by checking class and method exist…
N/A N/A
55064
Abhinav-ranish
Canvas MCP Claim
Enables interaction with Canvas LMS to access courses, modules, files, pages, a…
55065
theluckystrike
L1-aware grammar, style, translation & tone tools with 70 local rules. Zero API…
N/A N/A
55066
TheMrGU
passoff Claim
Enables handoff of context between AI coding agents like Claude Code, Cursor, C…
N/A N/A
55067
Cyberdyne-OS
Engagement marketplace for the Bankr agent economy: agents fund quests, humans …
N/A N/A
55068
Exposes the catalog of Supermercados Kawakami (Paraguaçu Paulista/SP) as tools …
55069
FVEFWFE
attiomcp Claim
N/A N/A 95
55070
neco001
Executes Python code snippets safely without shell interpretation, supports par…
N/A N/A
55071 N/A N/A 95
55072
scopus-mcp Claim
Enables AI agents to search and retrieve academic papers, author profiles, and …
55073
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
YokiiDesu
A marketplace of 13 specialist AI agents for coding assistants, offering tools …
N/A N/A
55075
aminfara
MATRIX Claim
A local, project-scoped requirement management MCP server that enables AI agent…
N/A N/A
55076
danielostrow
Enables AI assistants to search, cite, and manage research references directly …
55077
gustafsilva
MCP server for querying the Star Wars universe via the SWAPI API, providing acc…
55078
cmdaltctr
A Model Context Protocol server that exposes the NiftyPM project management API…
55079
nalyDzzz
Read-only MCP server for reconciling SimpleFIN bank data against Firefly III le…
N/A N/A
55080
ghl-master Claim 1
The GoHighLevel MCP for Claude — 214 tools, programmatic workflow builder, mult…
N/A N/A 81
55081
niklasmeixner-langdock
Enables creating and editing draw.io diagrams from structured descriptions, ren…
N/A N/A
55082
comma-compliance
MCP server for Pipedrive CRM providing 88 tools for full CRUD on deals, persons…
55083
Stoneip
Lets AI agents search and buy travel eSIMs from ALT eSIM for 200+ destinations,…
N/A N/A
55084
pipeworx-io
mcp-mychem Claim
Provides access to dataset statistics and metadata for MyChem.info, a chemical …
55085
pipeworx-io
Provides access to music metadata from TheAudioDB community database through MC…
55086
axel-belfort
Markdown rendering API for AI agents. Convert Markdown to fully styled HTML wit…
81
55087
AlbertHuangKSFO
A Model Context Protocol (MCP) server for Chinese traditional calendar function…
55088
mqfarooqi1
Enables to search and retrieve chunks from a fictional library's documentation …
N/A N/A
55089
leonardorhojas
caseware-kb Claim
Enables querying procurement documents (invoices, purchase orders, shipping ord…
N/A N/A
55090
therobertmack
A Node/Express + PostgreSQL MCP server that exposes database-backed tools (list…
55091
CSOAI-ORG
Vehicle handover compliance — NAMA Vehicle Grading, BVRLA Fair Wear & Tear, pho…
N/A N/A 95
55092
choice-hub
Provides Claude with a knowledge base about the Choice restaurant platform, ena…
N/A N/A
55093
qFlav
MCP server for AgentDrop - encrypted file transfer between AI agents across any…
N/A N/A
55094
CSOAI-ORG
dockerfile-generator-ai-mcp MCP server by MEOK AI Labs
N/A N/A
55095
saewoohan
Enables AI assistants to execute GraphQL queries and retrieve schema informatio…
55096
jongko54
webEmbedding Claim
Source-first URL clone, capture, rebuild, and fidelity verification tools.
55097
Perufitlife
postwire-mcp Claim
Smart Distribute: one prompt → the best native post per platform, then publish …
N/A N/A
55098
fugle-dev
A Fugle MCP server for stock market data and trading, supporting real-time quot…
N/A N/A
55099
Adventurous-Systems
Enables LLMs to perform architectural spatial modeling through natural language…
N/A N/A
55100
agentpatternscatalog
Exposes the Agentic Patterns Catalog as MCP resources and tools for AI coding a…
Showing 55051–55100 of 57357 servers