MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22251
ryannmperez
PyMOL-MCP-Vis Claim 2
Enables Claude to control PyMOL for molecular visualization and structural biol…
F 25 43 90 58 N/A 48 80
22252
ForLoopCodes
Context+ Claim 1
Context+ is a semantic intelligence server that transforms codebases into searc…
F 25 44 82 35 61 80
22253
manykarim
rf-mcp Claim 1
A Robot Framework MCP Server
F 25 43 86 32 N/A 80 90
22254
eKsiSLe
Bridges Ghidra's reverse engineering capabilities with AI tools through 179 spe…
F 25 43 80 43 N/A 71 87
22255
trailofbits
slither-mcp Claim 1 2
MCP server for Slither static analysis of Solidity smart contracts
F 25 43 63 58 N/A 79 94
22256
allvoicelab
All Voice Lab MCP Server
F 25 44 54 46 47 80
22257
codependentai
resonant Claim 1
Open-source relational AI framework with identity persistence, memory, and MCP …
F 25 43 60 0 N/A 78 87
22258
ag2-mcp-servers
An MCP server that enables natural language interaction with Google's Discovery…
F 25 44 45 50 21 78
22259
samuelcoc
mcp-ssh-toolkit Claim 1 2
A Model Context Protocol server for executing commands via SSH on remote server…
F 25 43 57 51 N/A 43 87
22260
prajwalshettydev
UnrealGenAISupport Claim 1
Unreal Engine plugin for LLM/GenAI models & MCP UE5 server. Includes OpenAI's G…
F 25 43 78 33 N/A 56 84 C
22261
Maxim2324
A server that connects to PostgreSQL databases and provides tools for safely ex…
F 25 43 44 38 N/A 33 88
22262
Leviathangk
Playwright MCP Server Claim 1 2
Enables browser automation and web scraping with multi-session management, supp…
F 25 43 80 71 N/A 30 84
22263
henrardo
LLM Graph Builder MCP Claim 1
Enables Claude to automatically extract entities and relationships from URLs, P…
F 25 44 60 42 43 76
22264
kamiwaza-drew
Enables AI models to perform comprehensive Git repository management including …
F 25 44 48 37 35 77
22265
webscraping-ai
Interact with [WebScraping.ai](https://webscraping.ai) for web data extraction …
F 25 44 78 72 41 80
22266 F 25 43 42 43 N/A 32 87
22267
Sowiedu
edict Claim 1
AI-agent programming language. JSON AST in, WASM out. Typed, effect-tracked, Z3…
F 25 43 72 33 N/A 98 90
22268
fadedchange0aran-netizen
A Python-based MCP server and React dashboard designed for system monitoring an…
F 25 44 38 31 27 80
22269
Jyothishkumarav
A server implementation that enables controlling web browsers programmatically …
F 25 43 66 55 N/A 33 87
22270
snowan
Notion MCP Server Claim 1
A server that connects to the Notion API and exposes functionality through Clau…
F 25 44 48 32 21 81
22271
mongodb-js
mongodb-mcp-server Claim 1 2
MongoDB Model Context Protocol Server
F 25 43 94 68 N/A 91 64
22272
kimtth
mcp-aoai-web-browsing Claim 2
A `minimal` server/client MCP implementation using Azure OpenAI and Playwright.
F 25 43 54 30 N/A 45 84
22273
beverm2391
An MCP server that uses Groq's API to expose raw chain-of-thought tokens from Q…
F 25 44 75 22 27 76
22274
vakharwalad23
google-mcp Claim 1
Collection of Google-native tools (Gmail, Calendar, Drive, Tasks) for MCP with …
F 25 44 96 61 64 80
22275
edwinbernadus
nocodb-mcp-server Claim 2
Nocodb database integration, read and write capabilities
F 25 44 60 66 35 76
22276
signal-found
sf-mcp Claim 1
Reddit outreach at scale — find prospects, send 1000s of DMs/day, and manage yo…
F 25 43 78 0 N/A 50 87
22277
itunified-io
Tailscale MCP Server Claim 1 2
Secure MCP access for private infrastructure over Tailscale — 48 tools across 9…
F 25 43 94 75 N/A 81 65
22278
GoPlausible
Vestige MCP Claim 1 2
An MCP server that provides comprehensive DeFi analytics and data access for th…
F 25 43 81 73 N/A 37 84
22279
liuchongchong1995
Enables interaction with the Unstructured API to manage data workflows, includi…
F 25 44 48 41 34 76
22280
skernelx
MySearch-Proxy Claim 1
Unified search MCP, proxy console, and skill for Tavily, Firecrawl, and Social …
F 25 43 70 0 N/A 29 84
22281
garc33
Facilitates interaction with Bitbucket Server for pull request management using…
F 25 44 84 68 60 80
22282
fredac100
elasticsearch-memory-mcp Claim 1 2
🧠 Elasticsearch-powered MCP server with hierarchical memory categorization, int…
F 25 43 94 28 N/A 38 90
22283
armorwallet
armor-crypto-mcp Claim 1
MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wall…
F 25 44 72 68 67 74
22284
bmorphism
Krep MCP Server Claim 1
A high-performance string search utility with Model Context Protocol integratio…
F 25 43 64 28 N/A 18 84
22285
mhajder
Zabbix MCP Claim 1 3
MCP server for Zabbix monitoring and automation
F 25 43 75 70 N/A 76 77
22286
kubeshop
testkube-mcp Claim 1 3
MCP server for Testkube - Manage test workflows, executions, and artifacts via …
F 25 43 41 45 N/A 74 84
22287
jeff-nasseri
mikrotik-mcp Claim 1 2
MCP server for Mikrotik
F 25 43 49 51 N/A 80 87
22288
tipdotmd
tip-md-x402-mcp-server Claim 1 2
MCP server for cryptocurrency tipping through AI interfaces using x402 payment …
F 25 44 39 66 24 76
22289
mifactory-bot
mifactory-contratos Claim 1
Freelance contracts via API for any country. AI-generated or PDF. Pay-per-use: …
F 25 43 24 36 N/A 25 70
22290
ashishdevthakur3-max
Firecrawl MCP Server Claim 2
Enables web scraping, crawling, and content extraction by integrating with the …
F 25 44 84 71 53 76
22291
drakonkat
wizzy-mcp-tmdb Claim 1 2
A MCP server for The Movie Database API that enables AI assistants to search an…
F 25 44 85 71 55 80
22292
jojo699
google-extractor Claim 1 2
F 25 43 42 28 N/A 20 82
22293
eliiik
Houdini MCP Server Claim 1
Enables natural language control of SideFX Houdini for tasks including node man…
F 25 43 82 30 N/A 47 87
22294
settlemint
SettleMint Claim 1
Leverage SettleMint's Model Context Protocol server to seamlessly interact with…
F 25 44 50 37 53 82
22295
KalyankumarKonduru
PR Reviewer Claim 1
A tool that integrates with GitHub and Notion to analyze and review pull reques…
F 25 44 48 62 21 76
22296
agenisea
CC Fig MCP Claim 1
Enables bidirectional control between Claude Code and Figma with real-time sync…
F 25 43 90 62 N/A 32 92
22297
Vizioz
Teamwork MCP Claim 1 2
An MCP server that connects to the Teamwork API, providing a simplified interfa…
F 25 44 81 68 75 76
22298
rachana-tf
Petstore MCP Server Claim 1
Enables interaction with a sample Pet Store API based on OpenAPI 3.1 specificat…
F 25 43 84 43 N/A 30 89
22299
Teamwork
Teamwork Claim 1
Official Teamwork.com MCP server.
F 25 44 74 43 89 80
22300
nickustinov
Better App Store Connect
F 25 43 60 0 N/A 86 89
Showing 22251–22300 of 30006 servers
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