MCP Server Quality Scores

Independent quality analysis of 66484 public MCP servers

66484
Discovered
31813
Scored
2112
Verified
16953
Complete

Last updated 50 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
59901
robinmordasiewicz
Enables natural language interaction with F5 Distributed Cloud (F5XC) infrastru…
59902
christianalares
nextmove-mcp Claim
Analyzes your repository and suggests the next tasks to work on, presented as n…
N/A N/A
59903
EricSpencer00
instxnt Claim
Create instxnt.xyz storefronts through Claude: add products, connect Stripe, go…
83
59904
caffeineworks-ai
Enables remote control of a virtual LUMEI lamp via Claude, allowing users to ad…
59905
pdone
MCP server that provides 56 API interfaces covering real-time quotes, financial…
59906
Lightfielder
Pixal3D-MCP Claim
Standalone MCP server for generating high-fidelity 3D assets from a single imag…
N/A N/A
59907
trolleydodger1988
tmux-mcp Claim
A persistent, stateful MCP server that exposes a detached tmux session to clien…
N/A N/A
59908
alifindrar
Enables semantic and keyword search over legal documents, conflict detection, a…
N/A N/A
59909
procload
Connects AI assistants to Dungeons & Dragons 5e game information via the Model …
59910
mstampfer
A Model Context Protocol (MCP) server that provides comprehensive Jupyter noteb…
N/A N/A
59911
i1ight
rag-paper Claim
A local-first paper RAG server that enables searching and managing academic PDF…
N/A N/A
59912
rnd-pro
Aggregates tools from multiple MCP servers, acting as a proxy to provide unifie…
N/A N/A
59913
clarsbyte
WashedMCP Claim
Token-optimized semantic code search with automatic context expansion for AI co…
N/A N/A
59914
javica98
Provides direct access to the Hugging Face Hub for searching models and dataset…
59915
LevelFourAI
Cloud cost visibility and savings recommendations grounded in your actual AWS, …
59916
lin-penglin
Lets Claude run validated, auditable HEOR analyses (cohort construction, outcom…
N/A N/A
59917
tamzidnahian
Full-MCP-QA Claim
Exposes the qa_agent_status tool that reports configured integrations and the l…
N/A N/A
59918
asyntheticai
Asynthetic Claim
An MCP server that gives AI coding agents verified migration maps: exactly what…
59919
doko89
MCP Memory Claim
Enables MCP clients to remember user preferences and behaviors across conversat…
59920
LukeStackLab
Provides a semantic intelligence layer for SQL Server databases, enabling AI ag…
59921
db3net
Lightweight MCP server for Jira, Confluence, and Bitbucket — read, create, and …
59922
lauragift21
Provides real-time Dutch Railways (NS) data for journey planning, live departur…
59923
babyblueviper1
Capital-scale-aware /review (Sentinel mode) + sandbox + inference for agent fle…
59924
Yuan-lai-ru-ci
Yxcel Claim
MCP server that turns Excel files into queryable databases, enabling AI agents …
N/A N/A
59925
mcpflow
Enables form management, response handling, and analytics via the Fillout.io AP…
59926
lorenzouriel
MCP server for safely exposing SQL Server database capabilities to LLM clients,…
59927
wahyuzero
Enables AI agents to route web scraping traffic through a phone's cellular conn…
N/A N/A
59928
jeromeberg
A simple MCP server to manage YouTube playlists built in TypeScript.
N/A N/A
59929
marcin-sucharski
Exposes Swagger/OpenAPI-defined APIs through the Model Context Protocol, making…
59930
gobeyondidentity
Enables AI agents to directly manage Beyond Identity resources such as identiti…
N/A N/A
59931
orioninfra
Celestia network intelligence for AI agents: daily analysis, anomaly signals an…
59932
Hellek1
Enables read-only access to Interactive Brokers data including contracts, marke…
59933
ollehmichael
Enhanced Notion MCP server with custom composite tools for task management, inc…
59934
cu0001
Enables AI assistants to interact with IBM SVC storage systems, checking system…
59935
bhf
Exposes Kubernetes cluster management tools to LLMs, enabling querying pods, de…
59936
chy168
A remote MCP server for Google Chat, deployed on Cloudflare Workers without aut…
59937
LA3D
MCP server providing access to the Earth616 Defense Supply Chain and Documentat…
N/A N/A
59938
axel-belfort
AI-powered research report generator API for AI agents. Generate structured res…
N/A N/A 95
59939
cakemail
Enables AI assistants to browse, inspect, and call the Cakemail API via dynamic…
N/A N/A
59940
Cimalys
billy-mcp Claim
An MCP server for Danish accounting via Billy.dk API, enabling natural-language…
N/A N/A
59941
chs2147
Enables Claude to create, read, update, and search notes in a local Obsidian va…
N/A N/A
59942
fm4tt0s
Enables interaction with the Intervals.icu API, providing tools to manage worko…
N/A N/A
59943
kinzen
linewhiz Claim
AI-powered MCP server for managing LINE Official Accounts. Send broadcasts, pus…
81
59944
adspirer
Adspirer Claim
Run Google, Meta, and TikTok ads directly from ChatGPT and Claude. Create campa…
N/A N/A 95
59945
ag2-mcp-servers
jellyfin-api Claim
Provides interaction with Jellyfin media server via the Jellyfin REST API, enab…
59946
takuyahoritacromtech
Enables an AI assistant to preview, query, aggregate, and convert CSV/TSV data …
N/A N/A
59947
zooza-dev
MCP server for Zooza — class scheduling, attendance, and booking for activity b…
59948
sjgant80-hub
Provides MCP tools and resources for the foldkit SDK, enabling interaction with…
59949
yael3222664-alt
Enables users to query weather forecasts for Israeli cities through natural lan…
N/A N/A
59950
croc100
litescope Claim
Operations toolchain for SQLite, Cloudflare D1, and Turso. Every command is ava…
Showing 59901–59950 of 66484 servers