MCP Server Quality Scores

Independent quality analysis of 59385 public MCP servers

59385
Discovered
29905
Scored
2112
Verified
16953
Complete

Last updated 11 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3501
roman0211
Provides comprehensive cryptocurrency analysis using the CoinCap API, offering …
B 76 55 94 100 54 81 37
3502
huegli
Capture Win MCP Claim 1
Enables AI assistants to interact with macOS windows through yabai, providing w…
B 76 55 78 100 N/A 42 95 51
3503
organicmoron
SP-MCP Claim
Bridge between Super Productivity app and MCP servers, allowing Claude Desktop …
B 76 54 90 52 N/A 39 95 96
3504
chrisribe
Provides AI assistants with persistent memory across sessions using local SQLit…
B 76 55 70 83 N/A 52 95 75
3505
n3s-online
Enables AI assistants to search YouTube videos using the official YouTube Data …
B 76 55 84 62 47 80 100
3506
Himanshu-Agg12
mcp-mysql-lens Claim
MCP server to connect MySQL DB for read-only queries. It offers accurate query …
B 76 55 90 56 47 81 98
3507
zzgael
Provides SQL access to the ANSES Ciqual French food composition database with n…
B 76 55 66 82 66 81 86
3508
Tairon-ai
Provides a comprehensive robotics information hub with details on frameworks li…
B 76 54 80 58 N/A 47 92 97
3509
henryxu21
STDF MCP Server Claim
Enables LLMs to access, analyze, and extract information from STDF-V4 semicondu…
B 76 55 84 76 N/A 21 95 89
3510
LAMENTIS1
Converts Markdown documents to PDF files with support for syntax highlighting, …
B 76 54 78 65 N/A 47 92 92
3511
MCPCat
webmcp-react Claim
React hooks for exposing your app's functionality as WebMCP tools - transport-a…
B 76 54 67 61 N/A 59 95 100
3512
ananddtyagi
gif-creator-mcp Claim 2
A MCP server for creating GIFs from your videos.
B 76 54 75 70 N/A 40 91 99
3513
trsdn
MarkItDown MCP Server Claim 1
A Model Context Protocol server that converts over 29 file formats, including P…
B 76 55 81 45 80 81 95
3514
AbdallahAHO
Connects AI assistants to Lokalise translation management platform with 59 tool…
B 76 55 82 51 78 81 92
3515
dnnyngyen
iron-manus-mcp Claim
Enables AI workflow orchestration with an 8-phase process, task delegation via …
B 76 54 84 37 N/A 86 92 85
3516
Developerayo
Concordium mcp-sever for interacting with the concordium chain
B 76 55 96 57 41 81 95
3517
jessefreitas
MCP Memory Server Claim 1
Provides persistent memory functionality for AI conversations by creating, mana…
B 76 54 72 72 N/A 47 92 93
3518
valado
pantheon-mcp Claim 1
MCP server providing task specific agentic instructions. No more outdated Markd…
B 76 55 86 60 N/A 46 83 98
3519
LyalinDotCom
Enables generating, editing, and manipulating images using Google Gemini Flash …
B 76 55 78 72 50 81 91
3520
SecretiveShell
MCP-searxng Claim 2
An MCP Server to connect to searXNG instances
B 76 54 79 57 N/A 45 92 100
3521
nickweedon
A template project for building Model Context Protocol servers with FastMCP fra…
B 76 55 80 82 27 81 95
3522
miraclebakelaser
Enables management of Porkbun domains, DNS records, SSL certificates, URL forwa…
B 76 54 72 75 28 95 99
3523
captjt
godoc-mcp Claim
Provides real-time access to Go package documentation, function signatures, and…
B 76 55 86 61 44 81 100
3524
Mazchoo
Enables semantic search across documents and code repositories using RAG (Retri…
B 76 54 96 52 N/A 25 95 96
3525
jem-computer
Provides seamless integration with Capacities knowledge management system, allo…
B 76 55 72 75 47 81 100
3526
ahonn
A server that provides access to Google Search Console data through the Model C…
B 76 55 88 70 35 81 94
3527
iExecBlockchainComputing
iExec MCP Server Claim 1
An MCP server that enables AI agents to interact with the iExec protocol for co…
B 76 54 75 68 N/A 55 87 92
3528
PhialsBasement
MCP NMAP Server Claim 1
Enables AI assistants to perform network scanning operations using NMAP, offeri…
B 76 54 78 65 N/A 46 92 91
3529
goldbergyoni
test-coverage-mcp Claim 1
Analyze test coverage from LCOV files - makes AI agents coverage-aware without …
B 76 55 78 100 N/A 45 92 51
3530
IzumiSy
MCP Memory Server with DuckDB backend
B 76 54 62 56 N/A 86 94 89
3531
skywinder
Enables AI assistants to search, validate, and edit OpenStreetMap data through …
B 76 55 66 68 66 81 100
3532
Ruddxxy
Real-time currency exchange rates and crypto prices via MCP. Convert between 60…
B 76 54 66 72 N/A 56 95 90
3533
treza-labs
treza Claim
Manage secure enclaves (TEEs) with attestation, payments, and signing for AI ag…
B 76 55 68 73 N/A 65 82 95
3534
aicoder2009
Enables AI assistants to search, browse, and read Khan Academy's educational co…
B 76 55 72 61 70 82 95
3535
nice-bills
dune-mcp Claim
Securely query Dune Analytics with LLMs. Features budget protection, query reus…
B 76 55 82 53 67 80 96
3536
nietus
anki-mcp Claim
MCP server for anki
B 76 55 84 82 N/A 30 95 74
3537
agents-registry-com
Enables AI agents to discover each other and communicate through cryptographica…
B 76 55 78 75 45 81 95
3538
brunoqgalvao
Enables text-to-image generation, image editing, and multi-image composition us…
B 76 55 94 71 26 81 91
3539
BV-Venky
Generate beautiful Excalidraw architecture diagrams with auto-layout and compon…
B 76 54 82 37 N/A 74 96 92
3540
mxn2020
Enables AI agents to fully control the Forge Engine (Godot fork) by manipulatin…
B 76 54 84 60 N/A 53 84 94
3541
JustinBeckwith
pylon-mcp Claim 1
MCP server for Pylon customer support platform
B 76 54 53 67 N/A 78 95 92
3542
profplum700
Etsy MCP Server Claim 1
Exposes a subset of the Etsy API through the Model Context Protocol to manage s…
B 76 55 84 61 50 80 99
3543
kevinlin
Enables AI-guided spec-driven development workflow that transforms ideas into i…
B 76 55 90 83 N/A 33 95 62
3544
Echoqili
SSH LICCO MCP Server Claim 1
SSH Model Context Protocol Server - Enable SSH functionality for AI models
B 76 54 86 46 N/A 70 89 91
3545
gurveeer
MCP Server Gemini Claim 1
A Model Context Protocol server that enables Claude Desktop and other MCP-compa…
B 76 55 81 72 46 81 92
3546
coti-io
coti-mcp Claim
B 76 54 78 62 N/A 46 95 92
3547
dkmaker
A TypeScript-based MCP server that enables interaction with Azure Table Storage…
B 76 55 90 100 49 81 46
3548
xARSENICx
A beginner-friendly MCP server demonstrating core concepts with calculator oper…
B 76 55 84 100 N/A 24 95 55
3549
LeeSinLiang
Provides a Model Context Protocol interface to the Gemini CLI, enabling AI agen…
B 76 54 72 72 N/A 42 95 94
3550
IncomeStreamSurfer
Enables AI assistants to maintain persistent project context across sessions by…
B 76 55 78 91 43 81 77
Showing 3501–3550 of 59385 servers
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