MCP Server Quality Scores

Independent quality analysis of 67286 public MCP servers

67286
Discovered
32326
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 8 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
56201
pipeworx-io
Provides streaming availability data across 200+ services, including title sear…
56202
jeon3709-dev
vworld-mcp Claim
Enables to query South Korean cadastral and land information (parcel boundaries…
N/A N/A
56203
divineapi
Official MCP server for Western Astrology by Divine API. 53 tools covering Nata…
N/A N/A 95
56204
polygraphso
Polygraph Claim
Open behavioral litmus for MCP servers — grades A–F across tool-output injectio…
N/A N/A
56205
stellarcompiler
mysql-mcp Claim
Provides safe read, insert, and update operations on MySQL databases with guard…
56206
takltc
Convert PDF, DOCX, XLSX, images, and 20+ formats to Markdown using markdown.new…
N/A N/A
56207
Descomplicar-Marketing-e-Tecnologia
mcp-whatsms Claim
Enterprise-grade WhatSMS integration for Claude AI providing 173 tools for SMS,…
56208
openmost
Enables AI models to interact with Matomo analytics through a complete MCP serv…
N/A N/A 95
56209
baronsilver
An MCP server that exposes the Symbols/DOMQL v3 AI assistant capabilities to an…
56210
JAYAKRISHNA-AI-ENGINEER
A demo MCP server built with FastMCP that provides simple arithmetic and weathe…
N/A N/A
56211
madaoQ
Provides cloud browser automation capabilities for AI agents, including creatin…
56212
ProSuite
prosuite-mcp Claim
MCP server that exposes Dira ProSuite quality verification to AI assistants, en…
56213
risnake
TypeScript MCP server for Canvas LMS that exposes Canvas API workflows for cour…
56214
supercorp-ai
shell-mcp Claim
Gives AI agents shell access by providing a run_command tool for executing shel…
N/A N/A
56215
UnwrittenMedia
A Cloudflare Workers-based MCP server that allows users to deploy and customize…
N/A N/A 95
56216
devmaster-x
A filesystem-backed MCP server with REST API for AI tool integration and projec…
N/A N/A
56217
MunhoLau
Security-hardened MCP server for interacting with X.com (Twitter), with a fix t…
56218
itsbharatj
Converts a live ROS 2 occupancy map into shareable images (PNG/JPEG/base64) and…
N/A N/A
56219
kortexa-ai
A proxy server that converts Model Context Protocol (MCP) messages to Simple La…
81
56220
cognis-digital
ragkit Claim
A self-hostable, MCP-native RAG pipeline that ingests, indexes, and serves data…
N/A N/A
56221
iamatulsingh
Enables Brave Search and web content fetching via MCP, and integrates as LangCh…
56222
sprmdta
Gives Claude Desktop full control over Google NotebookLM via 56 MCP tools — man…
N/A N/A
56223
adeeljames
A lightweight MCP server that provides Claude Desktop with persistent memory ac…
N/A N/A
56224
SaharCarmel
TheAlmanac Claim
Enables programmers to search, download, and access up-to-date API and software…
N/A N/A
56225
spm1001
An MCP server that enables LLMs to search, fetch, and act on Google Workspace (…
N/A N/A
56226
alaarab
LiveMCP Claim
Turns Ableton Live into an MCP-accessible control surface, providing tools for …
N/A N/A
56227
igrechuhin
Cortex Claim
Cortex is an MCP server that helps build and maintain a project Memory Bank for…
N/A N/A
56228
anujkumar8076
Routes SKILL.md libraries to any MCP client, enabling task matching and skill l…
N/A N/A
56229
tohmze
An unofficial MCP server for RateMyProfessors.com that enables fetching profess…
N/A N/A
56230
rickstek
MCP Junction Claim
Search a nightly-refreshed directory of MCP servers by keyword, category or top…
56231
davidfstr
Revise MCP Claim
Provides tools to revise and refactor code via MCP, including moving code, inde…
N/A N/A
56232
multi
mcp-server Claim
N/A N/A 95
56233
Sanjeev4523
A read-only MCP server for querying MongoDB databases, enabling listing databas…
56234
Outlook Claim 2
Outlook integration with OAuth, message search, batch operations, and calendar …
N/A N/A 61
56235
Dev-Herni
Gives AI agents real-time access to system metrics, process management, and con…
N/A N/A
56236
ideabosque
Exposes RFQ, travel, and hospitality operations as MCP tools backed by a GraphQ…
56237
tommytang2414
Enables AI assistants to securely manage n8n workflows, executions, and credent…
56238
Maxdepai1212
An MCP server that integrates with Zotero to manage research references, enabli…
N/A N/A
56239
srotzin
Bridges Holepunch/Keet identity keys into the Hive DID network, enabling DID re…
56240
RafaelC457ro
MCP server for semantic code search and dependency graph analysis. Indexes code…
N/A N/A
56241
jupiterspins
Make a finished AI song with real vocals from a brief, or search and stream Sta…
56242
Syncause
Enables AI agents to query runtime debugging facts (stack traces, logs, functio…
N/A N/A
56243
hackbansu
Provides tools to list and search bonds from GoldenPi via reverse-engineered AP…
56244
IDEAtells-B-V-Software
A Model Context Protocol (MCP) server for interacting with Microsoft 365 and Mi…
56245
GENESISRE
Read-only ProofRelay MCP verifier for non-confidential evidence bundles. Expose…
56246
Abhijeet103
Provides MCP tools to create and retrieve notes stored in memory.
56247
zombat
S.C.R.U.B. Claim
A code quality MCP server with 22 tools for deterministic linting, formatting, …
N/A N/A
56248
caselegis
Enables searching, retrieving, and checking citation status of California legal…
56249
yuaotian
sanshu Claim
An AI-assisted programming enhancement system that integrates decision-making, …
N/A N/A
56250
JonasKeil
Provides up-to-date AI model names and pricing from models.dev, solving model h…
Showing 56201–56250 of 67286 servers