MCP Server Quality Scores

Independent quality analysis of 44440 public MCP servers

44440
Discovered
29486
Scored
2111
Verified
16952
Complete

Last updated 54 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
1151
chunlea
screenshot-mcp Claim
A cross-platform MCP server that allows AI agents to capture screenshots of spe…
B 80 54 90 66 N/A 50 90 98
1152
mcp-use
mcp-use Claim
The fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Serv…
B 80 55 90 62 N/A 82 78 89
1153
shiquda
roadmap-skill Claim 2
Shared roadmap for humans and AI Agents. Visual kanban and graph for you, Skill…
B 80 55 96 65 N/A 61 94 76
1154
SteveGustavson
mcp-imdb Claim
Enables access to IMDB movie and entertainment data through the Model Context P…
B 80 54 84 73 N/A 42 95 94
1155
automators-com
Enables AI models to generate synthetic data, manage templates and connections,…
B 80 55 80 71 74 81 97
1156
TaylorChen
Enables querying, searching, and analyzing Cursor IDE conversation history from…
B 80 54 94 63 N/A 45 90 99
1157
SackeyDavid
Enables sending end-of-day (EOD) status updates directly to Slack channels from…
B 80 55 78 100 N/A 26 95 83
1158
BigJai
codemunch-pro Claim 1
Code indexing MCP: 15 tools, 10 languages, hybrid search, call graphs, O(1) ret…
B 80 55 76 82 N/A 47 95 92
1159
aflekkas
reddit-mcp-server Claim
reddit-mcp-server
B 80 54 96 60 N/A 42 95 96
1160
lihongjie0209
DOCX MCP Server Claim 1
Enables creation, editing, and management of Word documents through JSON schema…
B 80 55 84 82 62 81 84
1161
delega-dev
delega Claim
Task management API for AI agents. Create, delegate, and track tasks via MCP.
B 80 54 76 72 N/A 83 81 94
1162
Quinncuatro
Jane Claim
Jane is an MCP server that transforms team documentation and project specificat…
B 80 54 94 73 N/A 23 95 98
1163
antonio-mello-ai
mcp-pfsense Claim
Manage pfSense firewalls through AI assistants — rules, DHCP, DNS, and more
B 80 55 66 82 N/A 65 95 89
1164
pipeboard-co
meta-ads-mcp Claim 1
Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze p…
B 80 55 88 74 65 81 87
1165
mntlabs
Monitors development server logs in real-time and provides Claude with immediat…
B 80 54 94 71 N/A 23 95 99
1166
StacklokLabs
osv-mcp Claim
Access the OSV (Open Source Vulnerabilities) database for vulnerability informa…
B 80 55 86 62 78 81 92
1167
entro314-labs
Generates all required web app icons and manifest files from a single source im…
B 80 54 94 61 N/A 50 92 92
1168
universal-tool-calling-protocol
code-mode Claim
🔌 Plug-and-play library to enable agents to call MCP and UTCP tools via code ex…
B 80 54 84 67 N/A 61 95 88
1169
productdevbook
devir Claim
Dev Runner CLI - Terminal UI for managing multiple dev services with colored lo…
B 80 54 72 62 N/A 74 94 100
1170
jagadeesh52423
Generates SVG diagram files from Mermaid syntax with support for multiple theme…
B 80 54 100 65 N/A 34 95 91
1171
srprasanna
MCP Skills Server Claim
MCP server that loads and serves skills from a mounted directory with hot reloa…
B 80 54 78 62 N/A 72 94 95
1172
domdomegg
Barcode Scanner Claim 1
Scan and generate barcodes and QR codes.
B 80 55 78 100 N/A 73 95 47
1173
lex-tools
A Model Context Protocol (MCP) server designed to easily dump your codebase con…
B 80 54 90 63 N/A 59 92 91
1174
rog0x
mcp-json-tools Claim
An MCP server that provides tools for JSON validation, diffing, and transformat…
B 80 44 72 55 95 95
1175
oschina
mcp-gitee Claim 1
mcp-gitee is a Model Context Protocol (MCP) server implementation for Gitee. It…
B 80 54 75 80 N/A 57 95 90
1176
feedoracle
53 regulatory compliance evidence tools across 3 MCP servers for AI agents. MiC…
B 80 55 69 100 50 81 92
1177
ainetwork-ai
Enables AI agents to seamlessly interact with Google Sheets through secure OAut…
B 80 55 96 75 46 81 93
1178
airdrop-alpha
Xcode MCP Server Claim 1
Enables AI assistants to manage Xcode projects by listing targets, reading conf…
B 80 54 90 67 N/A 48 90 96
1179
jasondk
Clangaroo Claim
Provides fast C++ code intelligence for LLMs by combining Tree-sitter parsing w…
B 80 54 96 57 N/A 55 90 94
1180
debtstack-ai
debtstack-python Claim 1
Corporate debt structure data for AI agents. Search 250+ issuers, 5,000+ bonds …
B 80 55 90 68 61 82 93
1181
spranab
brainstorm-mcp Claim
Multi-round AI brainstorming debates between multiple models (GPT, Gemini, Deep…
B 80 54 72 70 N/A 76 92 94
1182
kushneryk
join.cloud Claim 1
Collaboration rooms for AI agents. Create rooms, join with agentToken, exchange…
B 80 54 71 100 55 76 95
1183
inkdropapp
Inkdrop MCP Server Claim
Integrates Inkdrop note-taking app with Claude AI through Model Context Protoco…
B 80 54 74 68 N/A 78 87 98
1184
blackaxgit
ssh-mcp Claim
Enables AI assistants to execute shell commands and transfer files via SFTP acr…
B 80 54 82 68 N/A 60 90 98
1185
markswendsen-code
Sephora MCP Server Claim
Enables users to search for beauty products, manage shopping baskets, and compl…
B 80 54 96 76 N/A 35 87 94
1186
tushar-badhwar
NLSQL MCP Server Claim
A Node.js package that provides a Model Context Protocol server for converting …
B 80 54 92 62 N/A 46 95 94
1187
ykarapazar
word-mcp-live Claim 1
Enables AI assistants to edit Microsoft Word documents live while they are open…
B 80 55 90 82 N/A 61 75 83
1188
kenforthewin
Docker MCP Server Claim
Enables secure execution of shell commands and file operations within isolated …
B 80 55 90 71 52 81 98
1189
ShunsukeHayashi
Production toolkit for running GitNexus at scale — 26 repos, 43K symbols, 100K …
B 80 44 67 N/A N/A 61 95 97
1190
dsgarage
ReviewMCP Claim 1
Enables automatic validation and correction of Re:VIEW manuscript files by chec…
B 80 55 78 82 N/A 33 95 100
1191
shelfio
Datadog MCP Server Claim
Enables comprehensive Datadog monitoring capabilities including CI/CD pipeline …
B 80 55 100 60 60 82 93
1192
just-every
Fast screenshot capture tool optimized for Claude Vision API. Automatically til…
B 80 54 96 62 N/A 60 87 91
1193
goPluto-ai
GoPluto MCP Claim
Enables AI assistants to access fresh service provider knowledge, routing rules…
B 80 66 86 76 90 42 81 95
1194
MushroomFleet
Enhance your transcription workflow with intelligent processing capabilities. A…
B 80 54 96 53 N/A 55 90 99
1195
qso-graph
adif-mcp Claim 1
Provides safe, typed access to Amateur Radio logging data with ADIF validation,…
B 80 55 76 82 68 95 74
1196
Ansvar-Systems
jamaican-law-mcp Claim 1
Jamaican legislation via MCP — full-text search across statutes and provisions
B 80 54 71 93 N/A 35 95 93
1197
pranjalbishtadsk
APS ACC MCP Server Claim
Enables AI assistants to interact with Autodesk Construction Cloud (ACC) projec…
B 80 55 100 62 55 82 93
1198
lionkiii
rss-feeds-mcp Claim
RSS feeds MCP server with 8 tools — fetch, filter, search, and manage RSS feeds…
B 80 44 70 N/A N/A 53 95 99
1199
tiluckdave
Hound MCP Claim
The dependency bloodhound for AI coding agents. Hound is a free, open-source M…
B 80 54 72 58 83 92 100
1200
netboxlabs
NetBox MCP Server Claim
Read-only MCP server for NetBox that enables LLMs to query NetBox objects (devi…
B 80 54 78 70 76 90 88
Showing 1151–1200 of 44440 servers
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