MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 18 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47201
whybelab
testyb2 Claim
N/A N/A 95
47202
Hng2725
A simple MCP server that provides a tool for adding two numbers, designed for t…
N/A N/A
47203
jieyefriic
code-context Claim
Enables AI coding assistants to automatically scan, store, and query API endpoi…
N/A N/A
47204
TopEase-AI
提供全球238个国家/地区的进出口贸易数据查询,支持按企业名称、产品关键字、HS编码等多维度联合搜索。
47205
jaykim81
Enables reading and sending Naver Works emails (Korean business email service) …
N/A N/A
47206
fastmcp-me
Enables building, running unit tests, and instrumented tests for Android projec…
N/A N/A
47207
xeonvs
Caches and serves DDR/DRAM weekly price series from memorys.com and historical …
47208
Lincyaw
vault-mcp Claim
Markdown + SQLite knowledge store with bidirectional wikilinks, exposed as an M…
N/A N/A
47209
Hemant-Agrawal
whoami-mcp Claim
Exposes a person's structured professional profile as MCP tools, enabling Claud…
47210
mightbesaad
Hash-chained audit log for AI agents — MCP-native, Cloudflare Durable Objects +…
47211
ashishpatill
An MCP server that captures rendered UI, diagnoses design tells and consistency…
N/A N/A
47212
GraditiPro
MCP server for the StandShare API, enabling Claude and other MCP clients to man…
N/A N/A
47213
AnirudhB-6001
A local-first personal RAG memory system that turns AI conversation history int…
N/A N/A
47214
mdwells
Search current remote / work-from-home jobs by category, region, perk, or compa…
47215
Halpph
Enables LLMs to access and analyze Italian statistical data from ISTAT via natu…
47216
NeelContractor
A beginner-friendly MCP server that provides basic arithmetic operations like a…
47217
pmarmaroli
vocametrix Claim
Official MCP server for the Vocametrix voice analysis API. Gives AI assistants …
81
47218
eaglebooth
Enables local npm supply-chain inspection through tools for repository scanning…
47219
Kjopstad-IT
rqwstr Claim
AI-native HTTP security testing MCP server — 17 tools with raw HTTP/1.1 + HTTP/…
N/A N/A
47220
misternay
MCP server that drives chat.sakana.ai via headless Chrome with persistent sessi…
N/A N/A
47221
saezbaldo
Audit agent-distribution surfaces and create an evidence-based distribution pla…
47222
fireblocks
Enables AI assistants to securely interact with Fireblocks services through the…
47223
garoon
Official local MCP server for Garoon, enabling AI assistants to interact with t…
47224
gabrielmahia
afya-mcp Claim
MCP server for Kenya health system — NHIF/SHA coverage, facility finder, commun…
N/A N/A
47225
ShunL12324
AI-powered image editing and generation server using Model Context Protocol, en…
N/A N/A
47226
ClaudioGodoyB
server Claim
Family calendar, tasks, meals, lists & rewards hub for AI assistants.
N/A N/A 83
47227
pipeworx-io
Enables browsing and reading curated design and photography feeds, as well as f…
47228
Adriapt
Allows you to search for hiking routes on Wikiloc using geographic and textual …
47229
greatquestion
Great Question is the Agentic UX research platform for product builders. Run in…
81
47230
MitchellGulledge3
Enables querying Rubrik Security Cloud protection and threat data in Microsoft …
47231
VamsiSudhakaran1
release-gate Claim
Pre-deploy security auditor for AI agent code — the risks generic SAST misses.
N/A N/A
47232
ostinatocc
Bridges Aionis execution memory to MCP clients, enabling governed memory contex…
N/A N/A
47233
Caryyon
mcp-monodraw Claim
Enables creation, editing, and export of ASCII art diagrams using Monodraw on m…
N/A N/A
47234
uyuni-project
Bridges LLMs with Uyuni infrastructure management, enabling natural language sy…
47235
eesb99
Provides 45 tools for managing Office 365 via Microsoft Graph API, enabling ema…
47236
oregpt
Enables AI agents to interact with GitLab repositories, monitor documentation c…
81
47237
MCP-Mirror
An MCP server that enables LLMs to interact with Ashby's Applicant Tracking Sys…
81
47238
bigbag
LLMDoc Claim
MCP server for semantic search across llms.txt documentation sources, with hybr…
47239
1250750
Provides full-text search and context retrieval from university course material…
N/A N/A
47240
BrianDeacon
MCP server for Azure Service Bus that enables sending messages, inspecting queu…
47241
yifanyifan897645
git-summary Claim
Git repo intelligence: summaries, blame, changelogs, branch health, and history…
N/A N/A 95
47242
emiliaprotocol
Human sign-off + trust receipts for AI agents: requires a named human's approva…
N/A N/A
47243
holiday-forever
Show holiday photos from Vercel Blob inline in Claude chats.
47244
Expert-Integrado
Image MCP Claim
Connects Claude Code to image generation models (OpenAI GPT Image 2, Google Nan…
N/A N/A
47245
ryankr
Enables Claude Code to use Google Gemini AI capabilities for analyzing PDFs and…
81
47246
junter1989k-ai
Mexico payments for AI agents — OXXO cash via Mercado Pago. Never holds funds.
47247
rjpruitt16
Aquifer Claim
A MCP Runtime for dealing with spiky agentic traffic in golang
47248
abdulhusainahk
KubeWhisper Claim
An AI-DevOps MCP server that gives LLMs read-only-by-default access to Kubernet…
47249
opendatalab
Enables AI agents to search, deep-read, and build knowledge bases from Markdown…
N/A N/A
47250
immersive-commons
Members-run AI builder space on Floor 10, Frontier Tower SF. 138 tools: events,…
Showing 47201–47250 of 67226 servers
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