MCP Server Quality Scores

Independent quality analysis of 69313 public MCP servers

69313
Discovered
→
33947
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 13 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
25401
skernelx
MySearch-Proxy Claim 1
Unified search MCP, proxy console, and skill for Tavily, Firecrawl, and Social …
F 25 4⁄3 ◐ ⏳ 70 0 N/A 29 84 —
25402
alfarom256
Aragorn Claim 1
A direct kernel debugger MCP server for Windows security research that connects…
F 25 4⁄3 ◐ ⏳ 76 0 N/A 39 85 —
25403
Abhinav-pyth
Implements a secure message communication protocol for handling exchanges betwe…
F 25 4⁄4 ◐ ⏳ 56 30 — 16 77 —
25404
KalyankumarKonduru
PR Reviewer ⚡ Claim 1
A tool that integrates with GitHub and Notion to analyze and review pull reques…
F 25 4⁄4 ◐ ⏳ 48 62 — 21 76 —
25405
outscraper
Outscraper MCP Server ⚡ Claim 1
Provides access to Outscraper's data extraction services for business intellige…
F 25 4⁄4 ◐ ⏳ 60 37 — 56 80 —
25406
eagurin
A high-performance FastAPI server supporting Model Context Protocol (MCP) for s…
F 25 4⁄4 ◐ ⏳ 82 58 — 41 76 —
25407
sahiloj
MCPScan Claim 2
Offensive MCP server auditor — detects tool poisoning, credential leaks, RCE ve…
F 25 4⁄3 ◐ ⏳ 78 40 N/A 69 90 —
25408
ashishdevthakur3-max
Firecrawl MCP Server ⚡ Claim 2
Enables web scraping, crawling, and content extraction by integrating with the …
F 25 4⁄4 ◐ ⏳ 84 71 — 53 76 —
25409
anotherik
ThreatByte-MCP Claim 2
An intentionally vulnerable case management system designed for security traini…
F 25 4⁄4 ◐ ⏳ 94 58 — 43 64 —
25410
ruchiayeon
A comprehensive MCP server providing 35 tools for managing Telegram messages, m…
F 25 4⁄4 ◐ ⏳ 42 37 — 53 76 —
25411
eKsiSLe
Bridges Ghidra's reverse engineering capabilities with AI tools through 179 spe…
F 25 4⁄3 ◐ ⏳ 80 43 N/A 71 87 —
25412 F 25 4⁄3 ◐ ⏳ 60 48 N/A 51 94 —
25413
provnai
McpVanguard ⚡ Claim 1 2
A security proxy and active firewall for the Model Context Protocol that protec…
F 25 4⁄3 ◐ ⏳ 54 41 — 76 89 —
25414
cswkim
discogs-mcp-server ⚡ Claim 1
MCP server to interact with the Discogs API
F 25 4⁄4 ◐ ⏳ 92 72 — 88 76 —
25415
AndersHsueh
A comprehensive MCP server that enables AI models to perform local file operati…
F 25 4⁄3 ◐ ⏳ 68 56 N/A 62 87 —
25416
vakharwalad23
google-mcp ⚡ Claim 1
Collection of Google-native tools (Gmail, Calendar, Drive, Tasks) for MCP with …
F 25 4⁄4 ◐ ⏳ 96 61 — 64 80 —
25417
Mousten
MCP BigQuery Server ⚡ Claim 1
Enables secure access to BigQuery datasets with intelligent query result cachin…
F 25 4⁄4 ◐ ⏳ 48 42 — 27 77 —
25418
ujisati
anki-mcp ⚡ Claim 1
Manage your Anki collection with AnkiConnect & MCP
F 25 4⁄3 ◐ ⏳ 48 55 N/A 41 87 —
25419
SecurityRonin
alaya-mcp ⚡ Claim 1
Local memory engine for AI agents with knowledge graphs, forgetting, and semant…
F 25 4⁄3 ◐ ⏳ 60 68 N/A 78 81 —
25420
schimmmi
n8n Workflow Builder ⚡ Claim 1
Enables AI-powered building, optimization, debugging, and management of n8n wor…
F 25 4⁄4 ◐ ⏳ 90 22 — 74 81 —
25421
AuraFriday
Control Fusion 360 with any AI through Model Context Protocol (MCP)
F 25 4⁄3 ◐ ⏳ 84 36 N/A 45 78 —
25422
uproc-io
UProc MCP ⚡ Claim 1
Official UProc Model Context Protocol server that enables AI assistants to refe…
F 25 4⁄4 ◐ ⏳ 68 70 — 28 78 —
25423
SiroSuzume
Provides TypeScript and JavaScript code refactoring operations using ts-morph, …
F 25 4⁄3 ◐ ⏳ 62 65 N/A 55 92 —
25424
liqcui
Enables comprehensive benchmarking and performance monitoring of OpenShift clus…
F 25 4⁄4 ◐ ⏳ 78 36 — 32 74 —
25425
ShreyasTembhare
A portable, Dockerized Python tool that implements Model Context Protocol for a…
F 25 4⁄3 ◐ ⏳ 48 35 N/A 34 92 —
25426
mongodb-js
mongodb-mcp-server ⚡ Claim 1 2
A Model Context Protocol server to connect to MongoDB databases and MongoDB Atl…
F 25 4⁄3 ◐ ⏳ 94 68 N/A 91 64 —
25427
zereight
gitlab-mcp ⚡ Claim 1
GitLab MCP server for projects, merge requests, issues, pipelines, wiki, releas…
F 25 4⁄4 ◐ ⏳ 92 67 N/A 88 78 —
25428
winedarksea
AutoTS ⚡ Claim 1 2
Automated time series forecasting with model search, anomaly detection, and eve…
F 25 4⁄3 ◐ ⏳ 92 47 N/A 81 92 —
25429
proofmath-owner
AI FileSystem MCP ⚡ Claim 1 2
Provides intelligent file system operations with advanced features including co…
F 25 4⁄4 ◐ ⏳ 96 50 — 65 75 —
25430
sirkirby
unifi-network-mcp ⚡ Claim 1
MCP server implementation for the UniFi network application
F 25 4⁄3 ◐ ⏳ 96 68 N/A 89 88 —
25431
Scofieldfree
Excalidraw MCP Server ⚡ Claim 1
Enables AI agents to programmatically generate, edit, and view Excalidraw diagr…
F 25 4⁄4 ◐ ⏳ 66 65 — 77 82 —
25432
nathangtg
agent-hub Claim 1
Agent Hub is an AI orchestration platform that transforms how developers and De…
F 25 4⁄3 ◐ ⏳ 90 41 N/A 21 87 —
25433
einreke
A Modular Command-line Program for fetching and filtering NFL transaction data,…
F 25 4⁄3 ◐ ⏳ 48 31 N/A 34 92 —
25434
webscraping-ai
Interact with [WebScraping.ai](https://webscraping.ai) for web data extraction …
F 25 4⁄4 ◐ ⏳ 78 72 — 41 80 —
25435
ukkz
A collection of Model Context Protocol servers that enable Claude Desktop to pr…
F 25 4⁄4 ◐ ⏳ 72 71 — 50 78 —
25436
Skobyn
SEO Tools MCP Server ⚡ Claim 1
Enables LLMs to interact with DataForSEO and other SEO APIs through natural lan…
F 25 4⁄4 ◐ ⏳ 96 68 — 67 84 —
25437
cisco-ai-defense
mcp-scanner ⚡ Claim 1
Scan MCP servers for potential threats & security findings.
F 25 4⁄3 ◐ ⏳ 72 15 N/A 87 74 —
25438
willer
MCP Operator ⚡ Claim 1
A web browser automation server that allows AI assistants to control Chrome wit…
F 25 4⁄3 ◐ ⏳ 78 33 N/A 23 84 —
25439
tbreeding
Jira MCP Toolset ⚡ Claim 1
A collection of tools for interacting with Jira via the Model Context Protocol,…
F 25 4⁄4 ◐ ⏳ 48 48 — 56 80 —
25440
darrinm
Gmail MCP Server ⚡ Claim 1 2
A comprehensive MCP server providing 24 tools for full Gmail management, includ…
F 25 4⁄4 ◐ ⏳ 82 77 — 27 80 —
25441
seejux
WAHA MCP Server ⚡ Claim 1
Enables AI assistants to interact with WhatsApp through the WAHA (WhatsApp HTTP…
F 25 4⁄4 ◐ ⏳ 78 57 — 36 80 —
25442
ag2-mcp-servers
An auto-generated MCP server that interfaces with Google's Playable Locations A…
F 25 4⁄4 ◐ ⏳ 60 52 — 21 76 —
25443
Destrayon
Connapse Claim 1
Self-hosted knowledge backend for AI agents with hybrid search and MCP tools
F 25 4⁄3 ◐ ⏳ 58 37 N/A 73 89 —
25444
raine
Consult LLM MCP ⚡ Claim 1 2
An MCP server that lets Claude Code consult stronger AI models (o3, Gemini 2.5 …
F 25 4⁄4 ◐ ⏳ 45 65 — 84 80 —
25445
genkit-ai
Genkit MCP Claim 1
Provides integration between Genkit and the Model Context Protocol (MCP).
F 25 4⁄4 ◐ ⏳ 90 0 — 78 78 —
25446
abhaybabbar
RetellAI MCP Server ⚡ Claim 2 3
A Model Context Protocol server implementation that enables AI assistants to in…
F 25 4⁄4 ◐ ⏳ 65 71 — 28 78 —
25447
handaas
Provides comprehensive access to Chinese bidding and tendering data, enabling u…
F 25 4⁄4 ◐ ⏳ 60 37 — 18 76 —
25448
yctimlin
Excalidraw MCP Server ⚡ Claim 2 3
A Model Context Protocol server that enables LLMs to create, modify, and manipu…
F 25 4⁄4 ◐ ⏳ 85 63 — 59 74 —
25449
xpaysh
awesome-x402 Claim 1
Curated directory of x402 payment protocol resources, MCP servers, and tools fo…
F 25 4⁄4 ◐ ⏳ 50 28 — 48 80 —
25450
dasein108
Cyberlink MCP Server ⚡ Claim 1 2
A Model Context Protocol server for creating, updating, and querying semantic r…
F 25 4⁄4 ◐ ⏳ 51 71 — 33 76 —
Showing 25401–25450 of 69313 servers
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