MCP Server Quality Scores

Independent quality analysis of 59785 public MCP servers

59785
Discovered
29911
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
2201
CryptoAPIs-io
mcp-utils Claim 3
MCP server for address derivation and encoding utilities across multiple blockc…
B 78 64 81 76 93 37 83 84
2202
RubensZimbres
Multi-Agent Systems with Google's Agent Development Kit + A2A + MCP
B 78 44 72 N/A N/A 46 95 94
2203
saucelabs
sauce-api-mcp Claim
An open-source MCP server that provides LLM access to the Sauce Labs API
B 78 54 74 66 N/A 68 87 95
2204
ldclabs
KIP Claim
Knowledge Graphs to enable memory persistence, knowledge evolution, explainable…
B 78 54 90 68 N/A 49 83 89
2205
Tanush1912
Mnemos Claim
A self-hosted, multi-context memory server that enables AI agents to search and…
B 78 54 94 57 N/A 40 90 98
2206
ayeletstudioindia
Provides deep source code analysis for Unreal Engine codebases, allowing AI ass…
B 78 55 86 68 47 81 99
2207
gmen1057
Enables AI assistants to search job vacancies, manage resumes, and apply to job…
B 78 55 94 60 48 81 98
2208
enginSacan
Enables AI assistants to run and analyze pytest tests for desktop applications …
B 78 55 100 100 N/A 21 95 50
2209
kumaran-is
Provides real-time hurricane tracking, 5-day forecast cones, location-based ale…
B 78 55 84 67 56 82 96
2210
thhart
Log MCP Server Claim 1
Enables AI assistants to automatically inspect and analyze application runtime …
B 78 55 84 91 N/A 69 95 45
2211
tspspi
MCP Files Claim 1
Provides a secure, constrained filesystem workspace for LLM agents to manage fi…
B 78 54 72 72 N/A 60 92 92
2212
mstfe
A TypeScript Model Context Protocol server that integrates with Google Tasks AP…
B 78 55 90 68 40 81 99
2213
Lexpedite
Enables interaction with the Blawx API to discover project ontologies, ask ques…
B 78 55 84 72 45 81 98
2214
bluwork
Scout your PostgreSQL databases with AI - safety features, monitoring, and data…
B 78 54 80 65 N/A 50 95 93
2215
qso-graph
eqsl-mcp Claim
eQSL.cc MCP server. Inbox download, QSO verification, Authenticity Guaranteed s…
B 78 55 72 82 N/A 38 95 95
2216
arpitbatra123
mcp-googletasks Claim 1
An MCP server to interface with the Google Tasks API
B 78 55 73 76 56 80 100
2217
varunneal
Spotify MCP Server Claim
A server that connects Claude with Spotify, allowing users to control playback,…
B 78 54 78 67 N/A 55 92 96
2218
ThirdGuard
Provides Ethereum blockchain data tools via Etherscan's API, enabling users to …
B 78 55 94 62 43 82 100
2219
YobieBen
Bridges Llama models with Claude Desktop through Ollama, enabling privacy-first…
B 78 54 90 73 N/A 18 95 95
2220
artmann
package-registry-mcp Claim 1
MCP server for searching and getting up-to-date information about NPM, Cargo, P…
B 78 54 67 61 N/A 70 95 100
2221
davidan90
time-node-mcp Claim 1
Timezone-aware date and time operations with support for IANA timezones, timezo…
B 78 54 90 57 N/A 38 94 100
2222
domdomegg
Google Sheets Claim
Allow AI systems to read, write, and query spreadsheet data via Google Sheets.
B 78 54 94 72 N/A 52 75 87
2223
GodisinHisHeaven
Enables interaction with USCardForum, a Discourse-based community for US credit…
B 78 55 72 100 29 81 97
2224
OnboardedInc
Onboarded MCP Server Claim 2
Enables AI assistants to interact with the Onboarded platform through automatic…
B 78 54 92 72 N/A 30 92 90
2225
SuperPiTT
Provides Claude with persistent memory and learning capabilities through 10 aut…
B 78 54 84 61 N/A 58 90 92
2226
thesammykins
Enables AI agents to track, search, and retrieve their progress across projects…
B 78 55 78 65 74 82 93
2227
BoweyLou
A Model Context Protocol server that provides comprehensive access to Obsidian …
B 78 55 85 72 57 81 89
2228
GannaChernyshova
jetbrains Claim 2
A model context protocol server to work with JetBrains IDEs: IntelliJ, PyCharm,…
B 78 55 75 95 51 77 84
2229
vaibhavAtlys
Enables LLMs to control cloud browsers for web automation, data extraction, scr…
B 78 55 90 100 45 81 59
2230
menesekinci
Archives posts from X into a local SQLite database and provides tools for seman…
B 78 54 90 63 N/A 30 95 99
2231
QuantGeekDev
mongo-mcp Claim 1
MongoDB integration that enables LLMs to interact directly with databases.
B 78 54 90 58 N/A 47 90 99
2232
Mohamed-Elnahla
revit-mcp Claim 1
Enables AI assistants to interact with Autodesk Revit to query project data, ma…
B 78 55 78 100 N/A 50 82 72
2233
baryhuang
mcp-headless-gmail Claim
A MCP (Model Context Protocol) server that provides get, send Gmails without lo…
B 78 55 96 66 N/A 47 81 92
2234
hi5d
AMC MCP Server Claim
Provides a comprehensive movie booking experience for AMC Theatres, enabling us…
B 78 55 78 82 39 81 99
2235
ofershap
real-browser-mcp Claim
MCP server + Chrome extension that gives AI agents control of the user's real b…
B 78 54 78 72 N/A 67 82 90
2236
daedalus
mcp-rpn Claim
MCP server that exposes an RPN calculator
B 78 44 64 N/A N/A 49 95 99
2237
tifa365
Enables interaction with Berlin's open data catalog through tools for full-text…
B 78 54 82 66 N/A 56 92 90
2238
tumf
mcp-shell-server Claim
A secure shell command execution server implementing the Model Context Protocol…
B 78 54 84 65 N/A 80 84 79
2239
b9b4ymiN
Provides professional-grade financial analysis tools for Thai stock markets, in…
B 78 55 96 67 32 81 98
2240
pjueon
PromptBoard Claim
A shared whiteboard server that enables users to provide visual context to AI a…
B 78 55 84 56 69 82 100
2241
bhandzo
MCPOSprint Claim 1
An MCP server that enables users to print markdown tasklists, Notion tasks with…
B 78 55 69 82 N/A 50 90 93
2242
jefdiesel
clawphunks Claim
Mint and trade ClawPhunks NFTs - 10k pixel punks for AI agents. x402 payment, e…
B 78 54 86 71 N/A 32 95 94
2243
Lumiaqian
OpenSpec MCP Claim 1
Enables spec-driven development with task tracking, approval workflows, and rea…
B 78 55 66 82 N/A 71 95 75
2244
cesco345
Search, book, and manage scientific research equipment across 500+ STEM core fa…
B 78 66 78 86 93 23 81 92
2245
cexll
BMAD-MCP Claim 1
Orchestrates complete agile development workflows from product requirements to …
B 78 55 90 100 N/A 25 95 58
2246
phxdev1
archy Claim
archy
B 78 55 84 71 49 81 98
2247
writingmate
Sora 2 MCP Server Claim 1
Enables video generation through OpenAI's Sora 2 API, allowing users to create,…
B 78 55 96 65 43 74 100
2248
exoticknight
mcp-file-merger Claim
File merger tool, suitable for AI chat length limits.
B 78 54 86 65 N/A 45 92 96
2249
subspace-lab
matlab-mcp-server Claim
Matlab MCP Server in python
B 78 54 86 58 N/A 54 95 92
2250
shiehn
REAPER MCP Server Claim 2
A Model Context Protocol server that exposes REAPER digital audio workstation f…
B 78 55 81 82 47 81 92
Showing 2201–2250 of 59785 servers
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