MCP Server Quality Scores

Independent quality analysis of 57580 public MCP servers

57580
Discovered
29844
Scored
2112
Verified
16953
Complete

Last updated 15 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15201
gabrimatic
A MCP server providing real-time web search capabilities to any AI model.
F 30 54 73 58 N/A 37 90 94
15202
robertcedwards
A template for deploying remote Model Context Protocol servers to Cloudflare Wo…
F 30 55 60 67 26 78 79
15203
MacJedi42
A debug tool for platform developers to verify that their MCP App hosts correct…
F 30 55 66 57 47 82 58
15204
spolspol
Enables intelligent management of Google Cloud Platform infrastructure using Te…
F 30 55 48 47 68 80 93
15205
scosman
HooksMCP Claim 1 3
A Model Context Protocol server that exposes project-specific development tools…
F 30 55 81 63 52 80 80
15206
koriyoshi2041
agentify Claim 1
Agent Interface Compiler — One command. Every agent speaks your product. Transf…
F 30 54 90 65 N/A 63 90 33
15207
sachinparyani
Enables AI assistants to search products, manage shopping carts, place orders, …
F 30 54 68 65 N/A 45 90 95
15208
mark-oori
MCP Serve Claim 1
A server tool for running Deep Learning models that offers Shell execution, Ngr…
F 30 55 60 25 56 64 94
15209
GoodestUsername
SearXNG Search Server Claim 1
Provide programmatic access to privacy-respecting meta-search functionality via…
F 30 54 72 57 N/A 42 90 88
15210
cameronrye
activitypub-mcp Claim 1
Read-only-by-default MCP server: let LLMs explore the Fediverse — Mastodon, Mis…
F 30 54 84 70 N/A 86 92 98
15211
sligter
mcp-newsnow Claim 1 2
Aggregates hot news and trending topics from 14+ Chinese platforms like Zhihu, …
F 30 55 66 36 28 76 89
15212
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
15213
the-funky-1
Enables AI assistants to analyze B2C Gold IRA sales call transcripts through 6 …
F 30 55 60 61 17 77 91
15214
2slides
2slides MCP Server Claim 1
Enables users to generate presentation slides using 2slides.com's API through C…
F 30 66 54 66 0 57 78 91
15215
cqtrinv
trinvmcp Claim 1
Explore French communes and cadastral parcels based on name and surface
F 30 55 74 52 51 80 93
15216
SaiVSrini
MCP Finder Claim 1
A smart router that helps users discover the most relevant tools from an MCP ca…
F 30 54 70 68 N/A 22 90 66
15217
agree-able
Room MCP Claim 1
A command-line tool that enables the use of MCP with the Room protocol, allowin…
F 30 55 66 57 58 76 94
15218
bratland
Pipedrive MCP Server Claim 1 2
Connects the Pipedrive API v2 to LLM applications, providing read-only access t…
F 30 55 78 40 23 76 100
15219
manasp21
Evolve and optimize solutions across multiple generations using genetic algorit…
F 30 54 96 60 N/A 49 90 92
15220
Rev4nchist
A hybrid Python and Node.js MCP server that integrates Playwright browser autom…
F 30 55 76 41 30 80 90
15221
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
15222
BearHuddleston
Spec-driven Go MCP server template for building domain MCPs with AI-agent onboa…
F 30 54 96 36 N/A 56 90 90
15223
Vrivaans
HandsAI Bridge Claim 1
A Node.js MCP server that acts as a communication bridge for the HandsAI Java a…
F 30 54 86 42 N/A 27 88 75
15224
tradesdontlie
Task Manager MCP Server Claim 1 2
A Model Context Protocol server providing comprehensive task management capabil…
F 30 55 55 27 46 80 99
15225
bddda
An MCP server that automates the continuation of AI tasks by intercepting tool …
F 30 54 53 51 N/A 30 75 86
15226
MaykolMedrano
mcp-bcrp Claim 1
Provides access to over 5,000 macroeconomic indicators from the Banco Central d…
F 30 55 76 36 73 80 91
15227
moimran
EVE-NG MCP Server Claim 1 3
A Model Context Protocol server that enables LLMs to manage network topologies,…
F 30 55 57 66 28 82 93
15228
chantasticstream
An example MCP server that integrates WorkOS AuthKit to enable secure remote cl…
F 30 55 60 68 30 78 96
15229
tom-wahl
Codex MCP Server Claim 1 2
An MCP server for the OpenAI Codex CLI that provides coding assistance with mul…
F 30 54 77 62 N/A 43 87 98
15230
kamath
scrapegraph-mcp Claim 1
F 30 54 68 63 N/A 48 90 95
15231
dl4rce
flaiwheel Claim 1
Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with…
F 30 55 76 0 N/A 58 80 95
15232
glommer
codemogger Claim 1
A local code indexing and search library that enables AI agents to perform sema…
F 30 54 78 61 N/A 77 90 92
15233
StoyPenny
Telegram MCP Server Claim 1
Enables AI assistants to interact with users via Telegram to request decisions,…
F 30 55 66 43 22 80 93
15234
neuhausi
Generates CanvasXpress data visualization JSON configurations from natural lang…
F 30 55 54 43 22 80 91
15235
JayArrowz
mcp-arsr Claim 1 2
Adaptive Retrieval-Augmented Self-Refinement MCP Server — a closed-loop system …
F 30 54 84 65 N/A 54 89 88
15236
milisp
Awesome Claude Desktop Extensions (dxt) (not only Claude) mcpb
F 30 54 84 57 N/A 65 88 99
15237
suwa-sh
local-RAG-backend Claim 1
A Docker-based local RAG backend that provides advanced document search capabil…
F 30 54 94 56 N/A 45 87 91
15238
odysa
RDF4J MCP Server Claim 1 3
An MCP server that enables AI-powered exploration of RDF data and SPARQL queryi…
F 30 55 63 25 40 80 94
15239
ariunbolor
NSAF MCP Server Claim 1 2
A Model Context Protocol server that allows AI assistants to interact with the …
F 30 55 75 57 26 76 91
15240
AyalaOnGit
File Organizer MCP Claim 1 2
An intelligent MCP server that analyzes folder contents to automatically catego…
F 30 54 38 30 N/A 30 90 35
15241
loonskai
Anki MCP Server Claim 1
Enables interaction with the Anki desktop flashcard application through the Ank…
F 30 54 66 56 N/A 45 90 91
15242
Vincent-Dhalluin
uptodoc Claim 1
Enables AI assistants in IDEs to query custom documentation databases for more …
F 30 66 60 51 0 51 80 94
15243
HarshJ23
Enhances Claude's reasoning capabilities by integrating DeepSeek R1's advanced …
F 30 55 66 36 45 71 88
15244
liaosiqian
Provides a Qt-based graphical interface for AI tools like Cursor to facilitate …
F 30 54 54 56 N/A 36 90 91
15245
nakada-memo
An MCP server that performs code reviews by comparing local source code against…
F 30 66 65 50 0 19 80 49
15246
romainsantoli-web
firm-mcp-server Claim 1
Python MCP server that bridges VS Code Copilot agents to the Firm Gateway ecosy…
F 30 54 84 75 N/A 61 87 98
15247
grahama1970
An enhanced Model Context Protocol (MCP) server that allows running Claude Code…
F 30 54 90 61 N/A 61 89 92
15248
bluwork
kontra-mcp Claim 1
The Tenth Man Protocol — structured contrarian analysis for decision-makers via…
F 30 54 60 57 N/A 55 90 91
15249
ArneJanning
Nanonets MCP Server Claim 1 2
Converts images, PDFs, Word documents, and Excel spreadsheets to structured mar…
F 30 55 72 36 18 77 93
15250
prismworks-ai
prism-mcp-rs Claim 1
Enterprise-grade Rust implementation of Anthropic's MCP protocol
F 30 54 90 52 N/A 83 88 84
Showing 15201–15250 of 57580 servers
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