MCP Server Quality Scores

Independent quality analysis of 59785 public MCP servers

59785
Discovered
29913
Scored
2112
Verified
16953
Complete

Last updated 1 hour ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
1801
steffensbola
A TypeScript implementation of a Model Context Protocol server that enables LLM…
B 79 55 96 68 53 81 87
1802
gregario
godot-forge Claim
Godot 4 development companion with test running (GUT/GdUnit4), API docs with 3→…
B 79 54 72 62 N/A 76 92 97
1803
adambdooley
Connects Claude Desktop to Foundry VTT for AI-powered campaign management, enab…
B 79 54 96 46 N/A 63 95 92
1804
Cartisien
engram-mcp Claim 1
Persistent semantic memory for AI agents. SQLite-backed, local-first, zero conf…
B 79 54 90 55 N/A 64 90 92
1805
KaiErikNiermann
pypreset Claim
Scaffold Python projects from YAML presets, augment existing projects with CI/t…
B 79 54 84 60 N/A 62 95 90
1806
fawdyinc
shellguard Claim
MCP server that gives LLM agents read-only shell access over SSH
B 79 54 76 58 N/A 73 95 97
1807
stat-guy
Enhances AI model capabilities with structured, retrieval-augmented thinking pr…
B 79 55 90 100 N/A 43 95 52
1808
georgejeffers
Gemini MCP Server Claim
A TypeScript server that integrates Google's Gemini Pro model with Claude Deskt…
B 79 55 84 73 55 80 96
1809
raychao-oao
pty-mcp Claim
Interactive PTY sessions for AI agents — local shells, SSH with persistent sess…
B 79 44 67 N/A N/A 54 95 95
1810
chatmcp
MCP Server Flomo Claim 1
A TypeScript-based MCP server that enables users to write text notes directly t…
B 79 54 86 65 45 90 100
1811
gleanwork
A Model Context Protocol server that provides AI assistants with access to Glea…
B 79 55 67 73 90 81 89
1812
defensedotcom
Defense MCP Claim
Provides Claude Desktop access to Defense.com threat intelligence data for risk…
B 79 55 76 72 72 76 99
1813
rehan1020
mcp-india-stack Claim 1
An offline-first MCP server for Indian financial, tax, and government APIs, pro…
B 79 44 57 N/A N/A 74 95 96
1814
Lexmata
Enables interaction with Bitbucket Cloud through 25+ tools for managing reposit…
B 79 55 94 100 68 82 40
1815
eic
XRootD MCP Server Claim 1
An MCP server providing access to XRootD file systems, allowing LLMs to browse …
B 79 55 85 56 84 80 96
1816
gpartin
WaveGuardClient Claim 1
Physics-based anomaly detection via MCP. Uses Klein-Gordon wave equations on GP…
B 79 66 96 66 73 75 80 82
1817
jonmatum
Analyzes git repository metrics to understand team health, development patterns…
B 79 54 90 32 N/A 79 95 100
1818
labeveryday
nba_mcp_server Claim 1
Access live and historical NBA statistics including player stats, game scores, …
B 79 54 86 58 N/A 64 94 91
1819
ry-ops
Enables management of Microsoft 365 users, licenses, and groups through Microso…
B 79 55 90 60 61 80 100
1820
ZeroPathAI
Allows developers to query security findings (SAST issues, secrets, patches) us…
B 79 55 94 72 47 82 88
1821
atom2ueki
💾 Model Context Protocol (MCP) server for Synology NAS - Enables AI assistants …
B 79 55 100 41 N/A 72 80 100
1822
PsychoSmiley
Enables two LLMs to play Tic-Tac-Toe against each other autonomously using a sh…
B 79 66 90 76 94 53 82 70
1823
leosepulveda
Enables comprehensive integration with Google Analytics 4, allowing users to re…
B 79 55 78 82 64 81 84
1824
MCPJam
Provides complete access to Model Context Protocol documentation through an MCP…
B 79 54 96 61 N/A 40 90 95
1825
lightos
Interactive Shell MCP Claim 1
Enables LLMs to create and manage persistent, interactive shell sessions with f…
B 79 54 100 56 N/A 48 87 97
1826
Braffolk
Provides summarised output from various actions that could otherwise eat up tok…
B 79 54 90 71 N/A 51 84 92
1827
OGMatrix
mcmodding-mcp Claim 1
MC Modding is a Model Context Protocol (MCP) server designed to equip AI assist…
B 79 54 100 28 N/A 81 92 94
1828
ErgodicLabs
An MCP-based trivia game server where AI creates rounds with two true statement…
B 79 54 90 58 N/A 52 92 94
1829
nickdesi
FFBB MCP Server Claim
Provides access to real-time data from the French Basketball Federation (FFBB),…
B 79 66 74 71 87 69 82 90
1830
terilios
Provides seamless integration with Smartsheet, enabling automated operations on…
B 79 55 100 66 55 74 91
1831
SebastianBaltes
Enables Claude Code to interact with Linux X11 desktops by performing mouse act…
B 79 55 78 91 N/A 27 95 89
1832
jhammant
ClaudeHistoryMCP Claim 1
An MCP server that makes Claude Code conversation history searchable and proact…
B 79 54 79 67 N/A 60 95 92
1833
oksure
openalex-research-mcp Claim 1
MCP server for the OpenAlex API — search 240M+ scholarly works, analyze citatio…
B 79 55 70 100 N/A 56 81 82
1834
indigoprotocol
Cardano MCP Claim
<p align="center"> <img src="https://cdn.simpleicons.org/cardano/0033AD" widt…
B 79 54 78 60 N/A 67 95 96
1835
plainly-videos
Enables LLM clients to programmatically generate videos using Plainly's API by …
B 79 54 90 62 N/A 47 95 93
1836
iolufemi
Express REST API and MCP Server Framework is a comprehensive development framew…
B 79 54 96 56 N/A 90 95 58
1837
alysson-souza
Enables interaction with FreshRSS instances through the Google Reader API. Supp…
B 79 55 78 72 70 81 94
1838
dominic-righthere
envibe-mcp Claim
MCP server for envibe that provides controlled access to environment variables …
B 79 54 94 56 N/A 39 95 99
1839
jhomen368
Search Steam games, fetch user reviews, and analyze sentiment with topic drill-…
B 79 55 70 100 58 81 79
1840
ThrownLemon
Medical MCP Server Claim
Provides comprehensive medical information by querying authoritative sources in…
B 79 55 94 72 46 80 90
1841
peteretelej
diffchunk Claim 1
Enables LLMs to efficiently navigate and analyze large diff files by providing …
B 79 55 71 91 N/A 55 95 79
1842
PsychArch
Jina AI MCP Tools Claim
Integrates Jina AI Search Foundation APIs to provide web page content extractio…
B 79 55 76 72 75 80 91
1843
peerjakobsen
AudioGen MCP Server Claim 1
Enables users to generate sound effects from text descriptions using Meta's Aud…
B 79 54 90 61 N/A 59 88 94
1844
WGDevelopment
YNAB MCP Server Claim 1
A minimal and auditable MCP server that enables local AI assistants to read and…
B 79 55 82 76 51 82 100
1845
michaelyuwh
Enables AI agents to securely connect to and query Microsoft SQL Server databas…
B 79 55 78 100 54 81 71
1846
darrenjrobinson
entra-news Claim
Search the Entra.news newsletter archive — a weekly digest of Microsoft Entra n…
B 79 54 90 62 N/A 55 91 88
1847
shackleai
memory Claim 1
Persistent memory for AI coding tools. 11 tools for any MCP-compatible AI tool.
B 79 55 66 100 N/A 78 92 56
1848
senseihaiku
atlas-mcp-server Claim
B 79 54 94 53 N/A 61 90 90
1849
CarlLee1983
MCP Prompt Manager Claim
Git-driven MCP server that manages and provides prompt templates with Handlebar…
B 79 55 78 58 83 81 100
1850
VelixarAi
memory Claim
Persistent memory for AI assistants. Store, search, and recall across sessions.
B 79 54 90 68 N/A 58 83 91
Showing 1801–1850 of 59785 servers
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