MCP Server Quality Scores

Independent quality analysis of 50515 public MCP servers

50515
Discovered
29750
Scored
2112
Verified
16952
Complete

Last updated 55 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15901
equilibrium-team
TweekIT MCP Server Claim 1
Normalize and convert more than 400 file types via TweekIT's hosted MCP streama…
F 30 66 72 68 0 74 77 98
15902
1999AZZAR
Project Guardian MCP Claim 1 2
A focused project memory system that provides knowledge graph capabilities and …
F 30 54 100 30 N/A 50 87 92
15903
husniadil
ultrathink Claim 1
MCP server for sequential thinking and complex problem-solving. Built iterative…
F 30 55 84 53 N/A 58 80 91
15904
IgorKrupenja
Provides AI coding assistant rules and guidelines for Bürokratt modules, includ…
F 30 55 84 57 63 80 100
15905
honeyvig
AI Vision MCP Server Claim 1 2
Enables AI-powered image and video analysis using Google Gemini and Vertex AI m…
F 30 55 84 61 48 80 91
15906
trailofbits
mcp-context-protector Claim 1
A security wrapper for MCP servers that provides trust-on-first-use pinning, gu…
F 30 55 92 37 65 82 91
15907
Davont
my-design MCP Server Claim 1 2
An MCP server that enables AI to interact with the private 'my-design' React co…
F 30 55 39 58 39 80 97
15908
studio-mcp
Studio MCP Claim 1
Studio MCP transforms any CLI command into an AI tool by using a simple templat…
F 30 54 84 56 N/A 81 87 86
15909
vanushya
Enables management of retail e-commerce products with CRUD operations, AI-power…
F 30 55 74 63 42 80 99
15910
abhishekjairath
Sonic Pi MCP Claim 1 2
A Model Context Protocol server that allows AI assistants like Claude and Curso…
F 30 54 51 58 N/A 56 82 95
15911
praveencs87
Trello MCP Server Claim 1
Enables AI assistants and automation tools to interact with Trello boards, list…
F 30 55 76 66 23 80 86
15912
gogabrielordonez
mcp-ragchat Claim 1
Add RAG-powered AI chat to any website with one command. Local vector store, mu…
F 30 54 72 61 N/A 54 90 90
15913
CortexGuardAI
Enables integration with Cortex Context services through the Model Context Prot…
F 30 55 94 71 51 76 93
15914
vsiwach
Personal Resume Agent Claim 1
Enables Claude to intelligently query and analyze your resume using RAG technol…
F 30 54 86 36 N/A 46 87 100
15915
raghav-misra
MCPify Claim 1 2
Automatically generates and runs MCP servers by scraping API documentation and …
F 30 55 72 66 28 76 95
15916
gatahcha
DOCX Document Creator Claim 1
A FastMCP-powered microserver that allows users to programmatically generate we…
F 30 54 46 26 N/A 21 90 96
15917
dmmulroy
opensrc-mcp Claim 1
A codemode MCP server for fetching and querying dependency source code from npm…
F 30 55 76 61 57 78 77
15918
StanleyFishman
Allows deployment of a Model Context Protocol server on Cloudflare Workers with…
F 30 55 54 63 28 78 80
15919
UniVoucher
UniVoucher MCP Server Claim 1 2
Enables interaction with UniVoucher's decentralized crypto gift card protocol a…
F 30 55 78 71 33 74 94
15920
vurgunhajiyev
MCP Gateway Claim 1
A production-ready unified entry point for AI agents that implements the Model …
F 30 55 78 73 32 81 57
15921
kokushin
Generates 'Kotonoha Sisters Explainer' style scenarios for the exia novel game …
F 30 55 48 57 28 76 59
15922
lsemenenko
OpenHue MCP Server Claim 1 4
Enables control of Philips Hue lights through Claude and other LLM interfaces u…
F 30 55 78 100 32 71 36
15923
isaacphi
mcp-gdrive Claim 1 2
Model Context Protocol (MCP) Server for reading from Google Drive and editing G…
F 30 55 96 60 49 76 92
15924
bhpark1013
Helps users discover and install MCP servers from PlayMCP using hybrid search (…
F 30 55 80 58 30 80 85
15925
JesseHenson
Spec Iterator Claim 1
# Stop Building Features Based on Assumptions **Spec Iterator** conducts stru…
F 30 54 90 70 N/A 22 87 94
15926
mparth14
Document MCP Server Claim 1
Provides tools and resources for managing in-memory documents, allowing users t…
F 30 54 68 50 N/A 30 82 96
15927
esaio
pplog MCP Server Claim 1
Enables AI assistants to read, search, and post poems on pplog via the Model Co…
F 30 54 72 70 66 81 97
15928
RedHatInsights
Model Context Protocol server for Red Hat Lightspeed - advisor, image builder, …
F 30 55 94 74 N/A 75 85 92
15929
MarkAndersonIX
A base setup for creating MCP servers that integrate with Google's Gemini CLI, …
F 30 55 66 31 16 80 89
15930
zq940222
OssHub Claim 1
Provides unified access to multiple cloud object storage services (Huawei OBS, …
F 30 66 78 71 0 29 80 100
15931
ameeralns
DeepResearch MCP Claim 1 3
A powerful research assistant that conducts intelligent, iterative research thr…
F 30 55 70 62 21 80 68
15932
VenkatGGG
ThinMCP Claim 1
A local MCP gateway that compresses multiple upstream servers into two tools, s…
F 30 54 66 71 N/A 37 87 67
15933
sowmya-rapid
Salesforce MCP Server Claim 1
Enables AI agents to perform secure Salesforce Lead management operations inclu…
F 30 55 60 28 35 76 90
15934
kimtaeyoon83
Fetch YouTube subtitles and transcripts for AI analysis
F 30 55 90 65 60 82 94
15935
openpharma-org
WHO MCP Server Claim 1
Provides access to the World Health Organization's Global Health Observatory da…
F 30 55 96 60 52 78 90
15936
stevenzxs
Crawl4AI MCP Server Claim 1
A locally-hosted MCP server that provides AI assistants with advanced web crawl…
F 30 54 62 41 N/A 35 87 82
15937
phil65
LLMling Claim 1
A declarative framework that manages LLM resources, prompts, and tools through …
F 30 55 90 56 69 71 92
15938
leomessi2140
Enables menu browsing, recommendation requests, and shopping cart management th…
F 30 55 54 25 25 80 88
15939
mrexodia
zeromcp Claim 1
Zero-dependency MCP server implementation.
F 30 54 92 62 N/A 84 90 96
15940
berrydev-ai
BerryRAG Claim 1 2
A local vector database RAG system that integrates with Playwright MCP for web …
F 30 54 84 53 N/A 24 87 92
15941
jjdelorme
SQL Analysis MCP Server Claim 1 2
An MCP server designed for SQL analysis that demonstrates sampling capabilities…
F 30 54 45 25 N/A 21 90 93
15942
ageborn-dev
architect-mcp-server Claim 1
A powerful, self-extending MCP server for dynamic AI tool orchestration. Featur…
F 30 54 88 26 N/A 58 87 86
15943
RioTheGreat-ai
AgentFund MCP Server Claim 1 2
Enables AI agents to fundraise for projects on the Base chain using milestone-b…
F 30 55 90 50 31 77 98
15944
r3-yamauchi
Enables secure interaction with kintone through OAuth authentication, supportin…
F 30 55 66 70 41 80 92
15945
OwlTing
Enables LLMs to search and retrieve PayNow Component documentation directly, ac…
F 30 66 92 80 57 55 80 93
15946
uzusio
faster-whisper-mcp Claim 1 2
Enables high-quality transcription and subtitle generation from local media fil…
F 30 54 54 62 N/A 30 89 55
15947
michellechang77
mit_ai_agents_hw3 Claim 1
F 30 54 72 65 N/A 44 90 91
15948
ferdousbhai
wsb-analyst-mcp Claim 1
Reddit integration to analyze content on WallStreetBets community
F 30 55 62 58 47 76 92
15949
qhdrl12
Allows AI assistants to generate and transform high-quality images from text pr…
F 30 55 76 43 55 80 99
15950
antonpk1
Enables Claude to render interactive, real-time spreadsheets with streaming cel…
F 30 55 78 58 50 80 61
Showing 15901–15950 of 50515 servers
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