MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
1201
prashantgupta123
AWS FinOps MCP Server Claim 2
Provides a comprehensive suite of 76 tools for AWS cloud resource optimization,…
B 81 55 92 82 51 78 92
1202
get-dx
DX MCP Server Claim
Enables AI applications to write and execute natural language queries on organi…
B 81 64 84 66 90 49 95 92
1203
mcpware
pagecast Claim
Record any browser page as GIF or video via MCP
B 81 44 60 N/A N/A 78 95 94
1204
ry-ops
git-steer Claim
An autonomous GitHub management engine that enables control over repositories, …
B 81 54 94 55 N/A 73 90 89
1205
schwarztim
cimc-mcp Claim 2
An MCP server for managing standalone Cisco C-Series rack servers through the C…
B 81 55 73 100 48 81 98
1206
Codeturion
Accurate UE5 C++ API docs for AI agents. Prevents hallucinated signatures and i…
B 81 55 72 82 N/A 57 95 97
1207
IntelagentStudios
mcp-file-processor Claim
Text extraction, keyword extraction, language detection, and chunking for RAG
B 81 54 100 58 N/A 50 90 100
1208
oksure
Enables access to Korean Bible translations from bskorea.or.kr, allowing users …
B 81 55 90 61 70 81 100
1209
izumin5210
any-script-mcp Claim
Enables execution of arbitrary CLI tools and shell scripts by defining them in …
B 81 54 90 60 N/A 68 87 96
1210 B 81 54 92 66 N/A 50 95 94
1211
zzgael
Pedigree MCP Server Claim 1
Generates family pedigree tree diagrams as PNG or SVG images using standard gen…
B 81 55 90 58 77 83 95
1212
tickory
Tickory MCP Server Claim
Scheduled scans across all Binance spot and perpetual pairs using CEL rules (RS…
B 81 55 78 71 76 83 98
1213
happyeric77
Enables AI clients to interact with Joplin notes through the Web Clipper API. S…
B 81 54 90 53 N/A 62 95 100
1214
mikusnuz
agent-link-mcp Claim 1
MCP server for bidirectional AI agent collaboration — 5 tools for spawning and …
B 81 44 57 N/A N/A 79 95 98
1215
lostintangent
GistPad-MCP Claim
Use GitHub Gists to manage and access your personal knowledge, daily notes, and…
B 81 54 78 72 N/A 67 92 95
1216
Yunis147
Enables AI agents to control SO-ARM100 and LeKiwi robots using natural language…
B 81 44 80 N/A N/A 43 95 98
1217
zakblacki
A Model Context Protocol (MCP) server for integrating with the SATIM payment ga…
B 81 55 92 83 48 81 89
1218
nesquikm
rubber-duck Claim 1
Bridge to multiple LLMs and CLI agents: councils, debates, voting, and more
B 81 54 100 57 N/A 90 68 92
1219
nikicat
EVM Wallet Signer Claim
Route EVM transactions to browser wallets (MetaMask, etc.) for signing via EIP-…
B 81 54 90 60 N/A 62 95 91
1220
mixelpixx
An MCP (Model Context Protocol) server that provides Google search capabilities…
B 81 55 100 75 48 78 91
1221
skullzarmy
vibealive Claim
B 81 54 84 65 N/A 76 90 92
1222
GitHub30
Publish articles to Qiita via MCP tools. Minimal, fast, and focused on Qiita au…
B 81 64 88 74 89 38 95 89
1223
axelspringer
Snyk MCP REST Claim
Provides security scanning capabilities through Snyk CLI tools and REST API, en…
B 81 55 92 72 57 80 97
1224
sandst1
remind Claim
A memory layer for AI Agents
B 81 44 68 N/A N/A 66 95 96
1225
deployhq
Model Context Protocol (MCP) server for DeployHQ API integration
B 81 54 78 73 N/A 71 83 99
1226
jcr82
Bruno MCP Server Claim 1
Integrates Bruno CLI for API testing, enabling users to run API requests and co…
B 81 55 84 100 N/A 72 95 48
1227
huangxinping
A MCP (Model Context Protocol) server for fetching HuggingFace daily papers.
B 81 55 94 91 45 81 82
1228
ravenwits
This is a TypeScript-based MCP server that provides database interaction capabi…
B 81 54 90 66 N/A 51 95 93
1229
yeominux
md-feedback Claim
Review markdown plans before AI agents build. Annotate, gate-check, apply fixes…
B 81 44 72 N/A N/A 60 95 95
1230
ExpertVagabond
ibmz Claim
IBM Z mainframe MCP server - Key Protect HSM & z/OS
B 81 54 94 61 N/A 52 95 97
1231
jordanburke
joplin-mcp-server Claim
Joplin MCP Server
B 81 55 84 68 73 80 99
1232
Promptly-Technologies-LLC
A TypeScript Model Context Protocol (MCP) server to allow LLMs to programmatica…
B 81 55 96 100 N/A 48 92 52
1233
eLyiN
gemini-bridge Claim 1
A lightweight MCP server bridging AI agents to Google's Gemini AI via official …
B 81 55 72 82 80 82 89
1234
dsgarage
MaxRefMCP Claim
Provides a comprehensive reference tool for Max/MSP and Max4Live with Japanese …
B 81 66 90 86 91 24 81 95
1235
Hovsteder
TRON Energy marketplace + DEX swap aggregator for AI agents. 27 MCP tools.
B 81 66 90 92 90 23 81 89
1236
ArchimedesCrypto
Provides efficient handling of large Excel files through automatic chunking and…
B 81 55 90 100 N/A 56 95 53
1237
ucl-sbde
Tacit MCP Claim
Connects AI assistants to Tacit building digital twins to query buildings, equi…
B 81 54 94 70 53 92 88
1238
gander-tools
MCP server for querying and validating OpenStreetMap tags
B 81 54 85 63 N/A 81 95 81
1239
Easysend-co
easysend Claim 1
EasySend file sharing MCP server - upload, download and share files. No authent…
B 81 44 90 N/A N/A 29 95 96
1240
fasuizu-br
Pronunciation scoring, speech-to-text, and text-to-speech for AI agents.
B 81 66 96 100 55 45 82 97
1241
achriom
Achriom Claim 1
Moved to com.achriom/achriom in the Official MCP Registry.
B 81 66 90 90 92 27 81 87
1242
feedbk-ai
create-survey Claim
Create AI surveys with dynamic follow-up probing directly from your AI assistan…
B 81 66 96 76 86 47 82 88
1243
dandeliongold
Facilitates the creation of DecentSampler drum kit configurations, supporting W…
B 81 55 90 82 N/A 46 90 84
1244
turbot
steampipe-mcp
B 81 55 100 60 57 81 98
1245
pixell-global
sayou Claim
Persistent knowledge workspace for AI agents. Versioned files, search, and MCP …
B 81 55 62 82 N/A 80 95 88
1246
banjtheman
VibeTide MCP Server Claim 1
Enables AI-assisted creation, editing, and visualization of VibeTide 2D platfor…
B 81 55 92 82 48 81 94
1247
Ansvar-Systems
namibian-law-mcp Claim 1
Namibia legislation via MCP -- full-text search across statutes and provisions
B 81 66 92 73 91 51 80 92
1248
polaroteam
moltdj Claim
AI music and podcast platform for autonomous agents. SoundCloud for AI bots.
B 81 66 96 66 99 39 81 91
1249
SylphxAI
A TypeScript-based MCP server that implements a simple notes system, allowing u…
B 81 55 84 67 78 80 98
1250
IBM
chuk-mcp-geocoder Claim 2
An MCP server providing geocoding and place discovery services via Nominatim an…
B 81 66 69 79 92 73 82 91
Showing 1201–1250 of 30006 servers
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