MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33849
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 34 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14851
srinath1
MCP Calculator Server ⚡ Claim 1
Provides mathematical calculation tools including basic operations, expressions…
F 30 5⁄5 ◉ ⏳ 72 32 — 27 74 99
14852
OpenLinkSoftware
MCP PyODBC Server ⚡ Claim 1
A lightweight MCP server that enables database access and querying through ODBC…
F 30 5⁄4 ◉ ⏳ 84 37 N/A 39 87 87
14853
goldensansapple
Enables AI models to interactively prompt users for input or clarification dire…
F 30 5⁄5 ◉ ⏳ 48 68 — 45 80 97
14854
PSYGER02
Enables real-time voice-to-text order processing and chicken business managemen…
F 30 5⁄5 ◉ ⏳ 72 43 — 26 74 86
14855
BlockRunAI
@blockrun/alpha Claim 1 3
An AI-powered crypto trading MCP server providing technical analysis, market se…
F 30 6⁄6 ◉ ⏳ 96 66 95 34 74 81
14856
Shepherd-Creative
Obsidian MCP Server ⚡ Claim 1 2
Connects to Obsidian vaults via the Local REST API plugin, enabling AI-assisted…
F 30 5⁄4 ◉ ⏳ 90 75 N/A 40 87 96
14857
johnpapa
peacock-mcp ⚡ Claim 1 2
MCP Server for the Peacock extension for VS Code (https://peacockcode.dev), col…
F 30 5⁄5 ◉ ⏳ 57 100 — 75 82 35
14858
rudra-pratapsingh
Enables automated README file management for development projects through MCP t…
F 30 5⁄5 ◉ ⏳ 56 17 — 21 76 76
14859
kilgorjn
Enables AI assistants to control a Minecraft bot through natural language comma…
F 30 5⁄4 ◉ ⏳ 66 58 N/A 28 84 88
14860
XiaoYijiang-c
lunar-mcp Claim 1
lunar-mcp is a Go-based MCP server that provides 28+ tools for Chinese traditio…
F 30 5⁄4 ◉ ⏳ 76 55 N/A 51 92 77
14861
teolex2020
AuraSDK ⚡ Claim 1 2
F 30 5⁄4 ◉ ⏳ 90 70 N/A 74 90 87
14862
thiagotw10
Enables AI agents to generate professional Word and PDF documents with support …
F 30 5⁄5 ◉ ⏳ 72 95 N/A 47 89 38
14863
pouyanafisi
Project MCP ⚡ Claim 1 3
Intent-based project documentation server that automatically maps natural langu…
F 30 5⁄5 ◉ ⏳ 94 100 N/A 84 90 56
14864
isaac-levine
forage ⚡ Claim 1
Self-improving tool discovery: searches registries, installs MCP servers as sub…
F 30 5⁄4 ◉ ⏳ 84 60 N/A 80 88 90
14865
ferdousbhai
wsb-analyst-mcp ⚡ Claim 1
Reddit integration to analyze content on WallStreetBets community
F 30 5⁄5 ◉ ⏳ 62 58 — 47 76 92
14866
stefanskiasan
Semgrep MCP Server Claim 1 3
Enables integration of Semgrep in development environments via the MCP protocol…
F 30 5⁄5 ◉ ⏳ 78 61 — 35 74 92
14867
FradSer
An intelligent MCP server that automatically generates Conventional Commits sty…
F 30 5⁄5 ◉ ⏳ 72 35 — 41 76 78
14868
tomba-io
tomba-mcp-server ⚡ Claim 1
Email discovery, verification, and enrichment tools. Find email addresses, veri…
F 30 5⁄5 ◉ ⏳ 92 61 — 60 80 91
14869
pinkpixel-dev
deep-research-mcp ⚡ Claim 1 2
A Model Context Protocol (MCP) compliant server designed for comprehensive web …
F 30 5⁄5 ◉ ⏳ 85 62 N/A 55 76 92
14870
greghughespdx
Enables interaction with Brain service for thought management, including saving…
F 30 5⁄5 ◉ ⏳ 54 41 — 25 76 94
14871
krish858
x-mcp Claim 1
masking posts and getting account info on x.
F 30 5⁄4 ◉ ⏳ 72 66 N/A 46 82 80
14872
NewToolAI
Imagenx MCP Server ⚡ Claim 1 2
AI-powered image and video generation and processing server that supports text-…
F 30 6⁄6 ◉ ⏳ 90 70 90 62 77 81
14873
vltansky
Allows AI assistants to access and analyze your Cursor conversation history, en…
F 30 5⁄4 ◉ ⏳ 66 57 N/A 64 90 90
14874
gdli6177
MCP Prompt Server ⚡ Claim 1 2
A server based on Model Context Protocol that provides predefined prompt templa…
F 30 6⁄6 ◉ ⏳ 66 55 0 54 80 62
14875
638Labs
638Labs MCP Server ⚡ Claim 1
Connects MCP clients to the 638Labs registry to discover, route, and auction ta…
F 30 5⁄5 ◉ ⏳ 74 73 — 61 80 86
14876
QuentinCody
Unofficial MCP server for searching and retrieving scientific data from the Cat…
F 30 5⁄4 ◉ ⏳ 54 31 N/A 19 90 87
14877
binodrajpandey
MCP Server Example ⚡ Claim 1
A reference implementation of a Model Context Protocol server that demonstrates…
F 30 5⁄4 ◉ ⏳ 48 20 N/A 30 92 100
14878
RandellB-Ritense
Documentation MCP Server ⚡ Claim 1 2
Fetches GitHub PR and issue data server-side and combines it with a documentati…
F 30 5⁄5 ◉ ⏳ 74 71 — 29 80 91
14879
capyBearista
gemini-researcher ⚡ Claim 1
A research proxy that lets Claude, Cursor, and other MCP clients utilize Gemini…
F 30 5⁄4 ◉ ⏳ 88 77 N/A 84 90 91
14880
NetanelBollag
A template project for building custom MCP servers that enables direct access t…
F 30 5⁄5 ◉ ⏳ 70 55 — 45 80 98
14881
MyAgentHubs
aimemo Claim 1
Zero-dependency MCP memory server. Single binary, 100% local, no Docker.
F 30 5⁄4 ◉ ⏳ 78 63 N/A 84 90 90
14882
abutbul
openapi-mcp-generator ⚡ Claim 1 2
A Python tool that automatically converts OpenAPI(Swagger, ETAPI) compatible sp…
F 30 5⁄4 ◉ ⏳ 94 37 N/A 58 87 43
14883
nmontoro44
Enables Claude to collect and search for product feedback directly from Slack w…
F 30 5⁄5 ◉ ⏳ 78 56 — 27 82 93
14884
henry-ships
SparkForge Claim 1
Access a versatile collection of tools for media generation, web scraping, and …
F 30 6⁄6 ◉ ⏳ 90 72 0 35 74 99
14885
jordanburke
kuzudb-mcp-server ⚡ Claim 1 2
A Model Context Protocol server that provides access to Kuzu databases. This se…
F 30 5⁄5 ◉ ⏳ 85 66 — 58 76 100
14886
StevenFengLi
Haiguitang MCP Server ⚡ Claim 1
Enables LLMs to host and play Situation Puzzle (海龟汤) games where users solve my…
F 30 5⁄4 ◉ ⏳ 50 50 N/A 23 87 76
14887
gabriellsanabria
An advanced Model Context Protocol server that integrates real-time weather dat…
F 30 5⁄5 ◉ ⏳ 84 60 — 25 74 92
14888
sxhxliang
mcp-access-point Claim 1 2
Turn a web service into an MCP server without code changes.
F 30 5⁄5 ◉ ⏳ 90 58 — 75 76 81
14889
arthurpanhku
DocSentinel ⚡ Claim 1 2
MCP server for AI agent for cybersecurity: automate assessment of documents, qu…
F 30 5⁄5 ◉ ⏳ 45 61 — 85 80 76
14890
mark-oori
MCP Serve Claim 1
A server tool for running Deep Learning models that offers Shell execution, Ngr…
F 30 5⁄5 ◉ ⏳ 60 25 — 56 64 94
14891
toby
mirror-mcp ⚡ Claim 1 2
A Model Context Protocol (MCP) server that provides a reflect tool, enabling LL…
F 30 5⁄5 ◉ ⏳ 92 100 — 52 90 43
14892
campertunity
mcp-server ⚡ Claim 1
Search campgrounds around the world on campertunity, check availability, and pr…
F 30 5⁄5 ◉ ⏳ 54 55 N/A 32 80 73
14893
ArneJanning
Nanonets MCP Server ⚡ Claim 1 2
Converts images, PDFs, Word documents, and Excel spreadsheets to structured mar…
F 30 5⁄5 ◉ ⏳ 72 36 — 18 77 93
14894
dev484p
Agentic AI with MCP ⚡ Claim 1 2
A Model Context Protocol server that enhances LLM capabilities by connecting to…
F 30 5⁄5 ◉ ⏳ 33 33 — 26 77 95
14895
the-funky-1
Enables AI assistants to analyze B2C Gold IRA sales call transcripts through 6 …
F 30 5⁄5 ◉ ⏳ 60 61 — 17 77 91
14896
nickpending
mcp-recon Claim 1
Conversational recon interface and MCP server powered by httpx and asnmap. Supp…
F 30 5⁄4 ◉ ⏳ 78 51 N/A 28 90 92
14897
membranehq
mcp-server Claim 1
MCP Server for Membrane
F 30 5⁄5 ◉ ⏳ 80 42 N/A 60 80 67
14898
bartekke8it56w2
An MCP server implementation that leverages Google's Gemini API to provide anal…
F 30 5⁄5 ◉ ⏳ 69 67 — 25 78 91
14899
Sigma711
macinput ⚡ Claim 1 2
An MCP server for macOS that enables AI agents to control the desktop GUI throu…
F 30 5⁄4 ◉ ⏳ 57 32 N/A 53 90 99
14900
blakethom8
Enables users to analyze local Excel and CSV files through natural language que…
F 30 5⁄4 ◉ ⏳ 84 36 N/A 27 88 94
Showing 14851–14900 of 69153 servers
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