MCP Server Quality Scores

Independent quality analysis of 33692 public MCP servers

33692
Discovered
28840
Scored
2087
Verified
16951
Complete

Last updated 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11251
kelnixsolutions
Turn any receipt into structured, accounting-ready JSON or clean Markdown with …
C 63 66 72 70 0 63 81 98
11252
Moenamatics
Opus MCP Server Claim
Enables programmatic interaction with Opus workflow automation platform, allowi…
C 63 66 94 60 0 42 81 98
11253
Jongryong
Connects to Jira instances to generate weekly reports based on issue activity, …
C 63 54 62 67 N/A 20 95 59
11254
System-R-AI
Pre-trade risk validation and position sizing for AI trading agents via G-formu…
C 63 66 90 60 0 55 83 91
11255
jesse-merhi
An MCP server that provides comprehensive multimodal Retrieval-Augmented Genera…
C 63 54 57 30 N/A 41 95 90
11256
askbudi
roundtable Claim
Meta-MCP server that unifies multiple AI coding assistants (Codex, Claude Code,…
C 63 55 72 31 32 80 95
11257
ninad7007
A Model Context Protocol server that enables AI tools to interact with Supabase…
C 63 55 45 68 34 81 85
11258
dh1789
My First MCP Claim
A tutorial MCP server that provides basic utility tools including time queries,…
C 63 55 54 100 48 81 22
11259
GrahamMcBain
MCPizza Claim 2
An MCP server that allows AI assistants to order Domino's Pizza through an unof…
C 63 55 71 33 26 80 99
11260
DevEnterpriseSoftware
ScrAPI MCP Server Claim
A server that enables web scraping of difficult-to-access websites affected by …
C 63 66 86 72 0 49 81 91
11261
Rana-X
Enables booking cleaning services in San Francisco by collecting customer detai…
C 63 66 90 77 0 31 81 91
11262
888Greys
MCP-Mem0 Claim
A template implementation of the Model Context Protocol server that integrates …
C 63 55 70 30 37 81 96
11263
54yyyu
PyApple MCP Tools Claim 1
Provides seamless integration with macOS native applications including Messages…
C 63 54 60 33 N/A 46 90 88
11264
Linkingooo
renderdoc-mcp Claim
Enables AI assistants to analyze RenderDoc GPU frame captures for graphics debu…
C 63 54 72 28 N/A 30 87 92
11265
rftsngl
Provides job search functionality using Careerjet API with features for keyword…
C 63 55 60 58 16 81 92
11266
joaquinsoza
A Model Context Protocol server that runs on Cloudflare Workers with OAuth logi…
C 63 55 45 70 23 81 88
11267
gevans3000
Implements the Model Context Protocol to provide LLMs with tools for interactin…
C 63 55 60 56 16 81 90
11268
Zeyneptncr
A system that manages person records through natural Turkish language commands …
C 63 54 44 57 N/A 23 95 92
11269
lennart-finke
baba_is_eval Claim
Claude et al. play the brilliant puzzle title "Baba is You"
C 63 54 66 31 N/A 18 95 95
11270
brienhackney
Enables AI agents to create and manage Kibana dashboards, Lens visualizations, …
C 63 66 78 46 47 25 78 93
11271
evo-hydra
morpheus-mcp Claim 1
Provides plan state management and phase gate enforcement for AI development lo…
C 63 55 76 31 27 82 94
11272
amornpan
Enables semantic search and retrieval-augmented generation (RAG) using Qdrant v…
C 63 55 78 33 21 80 94
11273
chinmay4382
Email MCP Server Claim 2
An MCP server that enables AI models to read, search, and send emails via IMAP …
C 63 54 45 58 27 87 97
11274
weibaohui
kom Claim 1
Provides MCP multi-cluster Kubernetes management and operations. It can be inte…
C 63 55 66 37 87 81 50
11275
nikhil-ganage
A Model Context Protocol server that wraps Apache Airflow's REST API with Beare…
C 63 54 69 30 N/A 26 95 87
11276
xiaoshi7915
Enables intelligent form data collection for mediation/dispute resolution servi…
C 63 55 86 32 16 76 91
11277
ryoooo
NijiVoice-MCP Claim 2
An MCP server that enables LLMs to access the NijiVoice API for text-to-speech …
C 63 55 45 71 41 81 75
11278
professordnyc
Integrates Square sandbox catalog and orders management with voice commands (vi…
C 63 54 60 28 N/A 41 95 91
11279
Tencent
A server based on MCP protocol that allows large language models to directly ac…
C 63 55 66 100 33 81 20
11280
craigsdennis
A template for deploying MCP servers on Cloudflare Workers without authenticati…
C 63 55 48 70 24 83 83
11281
cmc12138
Analyzes frontend project code (React, Vue, Angular) and converts it into AI-un…
C 63 54 78 31 N/A 32 95 71
11282
Avi-141
weft Claim
Local-first knowledge graph for browser tabs. Louvain clustering, PageRank, MCP…
C 63 54 66 28 N/A 27 95 92
11283
bonninr
FreeCAD MCP Claim
A FreeCAD addon that implements the Model Context Protocol (MCP) to enable comm…
C 63 54 76 28 N/A 44 77 88
11284
lars20070
mathematica-mcp Claim 1
MCP server for WolframScript
C 63 54 41 32 N/A 59 95 99
11285
HolleIvan
Enables AI models to access user geolocation data through EdgeOne Pages Functio…
C 63 55 66 27 39 81 100
11286
0xGval
A lightweight toolkit that enables Claude to search Twitter with natural langua…
C 63 55 88 82 19 81 23
11287
tisDDM
A Model Context Protocol server that enables AI assistants to perform web searc…
C 63 66 85 66 0 51 81 96
11288
ReGenNow
regennexus-uap Claim
Universal Adapter Protocol for controlling robots, IoT devices, and hardware fr…
C 63 64 96 55 0 43 89 94
11289
ltcevil
mcp-use Claim
C 63 66 90 55 0 54 80 100
11290
drewautomates
Connects your Noverload saved content library to AI assistants, enabling search…
C 63 66 92 72 0 35 81 92
11291
ZiQiangWang
mcp-weather Claim
get weather
C 63 54 36 61 N/A 19 94 100
11292
AndrewMusser
Enables AI assistants to interact with B\&R Automation Studio projects by build…
C 63 54 72 30 N/A 40 84 86
11293
devkotab
A deployable MCP server on Cloudflare Workers that provides tools without requi…
C 63 55 48 67 26 84 84
11294
yums-gao
Enables users to take screenshots, extract text using OCR, and automatically ge…
C 63 54 54 55 N/A 16 95 87
11295
vinaykp
A server implementation of the Model Context Protocol (MCP) that provides REST …
C 63 54 54 37 N/A 23 95 100
11296
fgasparetto
MCP server for Italian electronic invoicing (SDI) via Invoicetronic API
C 63 54 51 40 N/A 47 80 98
11297
zzuse
An MCP server that enables users to compile C++ code and retrieve assembly outp…
C 63 55 57 57 25 82 89
11298
nylas-samples
Experimental server that implements the Model Context Protocol (MCP) for Nylas …
C 63 55 84 82 21 81 23
11299
leopold16
Enables users to search, browse, and retrieve AI prompts from the Tripleshot pu…
C 63 54 62 37 N/A 26 95 90
11300
anbeime
A tool that deploys an authentication-free Model Context Protocol server on Clo…
C 63 55 48 68 26 84 85
Showing 11251–11300 of 33692 servers
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