MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15151
spolspol
Enables intelligent management of Google Cloud Platform infrastructure using Te…
F 30 55 48 47 68 80 93
15152
gardner
PostgreSQL MCP Server Claim 1 2
Provides read-only access to PostgreSQL databases, allowing LLMs to inspect tab…
F 30 55 78 55 30 74 96
15153
cablate
Provides comprehensive document processing, including reading, converting, and …
F 30 55 86 100 57 78 44
15154
decidefyi
decide Claim 1
Deterministic refund eligibility notary MCP server. Returns ALLOWED / DENIED / …
F 30 55 90 70 34 76 100
15155
zero-abd
draw2agent Claim 1 2
Draw on your website, let your AI agent see it. Visual context for code generat…
F 30 66 72 58 0 51 80 91
15156
RafalWilinski
mcp-apple-notes Claim 1 3
Enables semantic search and RAG (Retrieval Augmented Generation) over your Appl…
F 30 54 90 57 N/A 26 88 98
15157
Tommertom
sonos-ts-mcp Claim 1 2
Comprehensive Sonos audio system control through pure TypeScript implementation…
F 30 54 92 58 N/A 34 89 71
15158
l0kifs
Enables AI agents to autonomously manage and improve execution processes for re…
F 30 54 66 60 N/A 76 90 100
15159
JamesANZ
Exposes a large catalog of coding assistant prompts as MCP tools with model-awa…
F 30 54 78 61 N/A 51 89 90
15160
get-airlock
Maverick MCP Claim 1 2
A behavioral intelligence server that detects a user's unique interaction style…
F 30 54 90 0 N/A 27 87 96
15161
oerc-s
primordia Claim 1
AI agent economic settlement. Verify receipts, emit meters (FREE). Net settleme…
F 30 66 90 66 0 42 77 96
15162
vltansky
Allows AI assistants to access and analyze your Cursor conversation history, en…
F 30 54 66 57 N/A 64 90 90
15163
kuzudb
Kuzu MCP server Claim 1
This server enables natural language interaction between a user and their Kuzu …
F 30 54 94 45 N/A 56 89 95
15164
tanker327
Prompts MCP Server Claim 1 3
A Model Context Protocol server for managing prompt templates as markdown files…
F 30 54 75 56 N/A 40 90 100
15165
Zo-Valentine
MCP-Twikit Claim 1 3
A Model Context Protocol server that enables AI to interact with Twitter, allow…
F 30 55 51 41 36 76 94
15166
mberg
Agent HTTP Claim 1
Provides an HTTP API for Claude Code using a native MCP channel to enable stabl…
F 30 54 86 0 N/A 50 87 98
15167
jordanburke
kuzudb-mcp-server Claim 1 2
A Model Context Protocol server that provides access to Kuzu databases. This se…
F 30 55 85 66 58 76 100
15168
narphorium
Memex Claim 1 2
A tool for Model Context Protocol (MCP) that allows you to analyze web content …
F 30 55 78 57 39 76 92
15169
ssdeanx
Enables running arbitrary JavaScript code in isolated Docker containers with on…
F 30 54 100 71 N/A 29 88 91
15170
noahlozevski
MCP-IDB Claim 1 2
Integration between Model Context Protocol (MCP) and Facebook's iOS Development…
F 30 55 62 82 N/A 43 87 14
15171
contactakagrawal
Excel Analyser MCP Claim 1
Enables efficient reading, analyzing, and querying of Excel, CSV, and JSON file…
F 30 55 66 62 31 80 83
15172
embracefailure
GraphRAG MCP Claim 1
Enables enterprise document retrieval using graph-based reasoning and knowledge…
F 30 54 90 66 N/A 29 84 53
15173
mjdevaccount
Portable MCP Toolkit Claim 1
Provides AI-powered code intelligence for any codebase using local LLMs and vec…
F 30 54 84 32 N/A 71 90 88
15174
Frankietime
MCP Server Template Claim 1
A production-ready Python scaffold for building Model Context Protocol (MCP) se…
F 30 54 84 0 N/A 32 89 91
15175
kokushin
Generates 'Kotonoha Sisters Explainer' style scenarios for the exia novel game …
F 30 55 48 57 28 76 59
15176
gregce
Adwords MCP Claim 1
A joke/demo Model Context Protocol server that injects cringe-worthy advertisem…
F 30 55 72 82 45 80 20
15177
CaullenOmdahl
Your comprehensive AI companion for building modern Next.js applications with R…
F 30 66 90 10 0 31 81 97
15178
Synohara
supercollider-mcp Claim 1 2
supercollider-mcp
F 30 55 54 100 N/A 59 87 19
15179
cosmocoder
MCP Web Docs Claim 1
A self-hosted MCP server that crawls, indexes, and searches documentation from …
F 30 54 94 75 N/A 80 88 93
15180
hueori95
This MCP server provides a tool to generate manual test cases in Markdown or CS…
F 30 55 74 65 32 80 91
15181
seyhunak
AgentCraft MCP Server Claim 1
Integrates with the AgentCraft framework to enable secure communication and dat…
F 30 54 86 45 N/A 22 89 90
15182
unixlamadev-spec
lightningprox-mcp Claim 1
MCP server for LightningProx — pay-per-request AI access via Bitcoin Lightning.…
F 30 55 76 41 N/A 51 80 93
15183
Shougakusei
An AI-powered FastMCP server tool that automates the process of planning tasks,…
F 30 55 60 43 21 76 89
15184
JustlyAI
DocketBird MCP Server Claim 1
Enables searching and downloading court documents, listing cases, and retrievin…
F 30 66 78 10 0 56 77 93
15185
rawr-ai
Filesystem MCP Server Claim 1
Node.js server implementing Model Context Protocol (MCP) for filesystem operati…
F 30 55 84 65 33 81 95
15186
jedrazb
A Python MCP server that enables semantic search through Search Labs blog posts…
F 30 55 64 40 17 77 95
15187
dipseth
Dataproc MCP Server Claim 1
Enables management of Google Cloud Dataproc clusters and jobs through 22 produc…
F 30 55 50 73 84 80 70
15188
pree-dew
mcp-bookmark Claim 1 2
Enables AI assistants to save and search bookmarks with semantic search using O…
F 30 54 49 27 N/A 28 77 94
15189
sreeramkongeseri
TablaFocusMCP Claim 1 3
Unifies glossary lookup, composition design and validation, certification prepa…
F 30 55 63 82 96 90 35
15190
event-catalog
A server that connects MCP clients (Claude, Cursor, Windsurf, etc.) to EventCat…
F 30 66 86 72 0 64 77 84
15191
miyaichi
OpenSincera MCP Server Claim 1 2
Provides access to OpenSincera API for retrieving digital advertising publisher…
F 30 55 78 73 67 78 96
15192
tanaikech
ToolsForMCPServer Claim 1
The Gemini CLI confirmed that the MCP server built with Google Apps Script (GAS…
F 30 64 94 41 0 60 85 90
15193
deadletterq
Local MCP server for searching 300,000+ foods, nutrition facts, and barcodes fr…
F 30 66 76 53 0 59 80 95
15194
gerkensm
callcenter.js-mcp Claim 1 2
An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and …
F 30 55 85 72 44 80 88
15195
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
15196
Gyeom
md2confluence-mcp Claim 1 2
Upload Markdown to Confluence with auto-converted Mermaid diagrams, code blocks…
F 30 55 90 71 58 76 93
15197
meharajM
WhatsApp MCP Claim 1
Human-in-the-loop approvals and notifications for AI agents via WhatsApp. Enabl…
F 30 54 72 73 59 90 94
15198
iamayuppie
AnyDB MCP Server Claim 1 2
Enables natural language database operations and semantic document search throu…
F 30 54 90 56 N/A 22 87 90
15199
takashiishida
arxiv-latex-mcp Claim 1
Get the LaTeX source of arXiv papers to handle mathematical content and equatio…
F 30 55 90 55 75 80 99
15200
slimslenderslacks
mcp-discord Claim 1
Interact with the Discord platform.
F 30 55 90 75 49 80 99
Showing 15151–15200 of 67226 servers
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