MCP Server Quality Scores

Independent quality analysis of 64798 public MCP servers

64798
Discovered
30751
Scored
2112
Verified
16953
Complete

Last updated 12 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
31101
tadeukaiba
Generates AI images using Google Gemini and uploads them to S3-compatible stora…
31102
AppliedEllipsis
Provides AI-powered search, web search, image search, video search, news search…
31103
camel-ai
Enables LLM clients to execute shell commands safely through the MCP protocol, …
N/A N/A
31104
JoniMartin27
inferbench Claim
InferBench's MCP server lets coding agents run, serve and benchmark local LLMs …
N/A N/A
31105
ai-mcp-garage
Enables intelligent file and folder comparison with advanced text normalization…
81
31106
nayantarasundarraj-hue
Enables managing Databricks directly from Cursor IDE with 30 tools for notebook…
N/A N/A
31107
j4hr3n
GolfBox MCP Claim
A local MCP server for GolfBox tee-time workflows that lets agent clients authe…
N/A N/A
31108
Auxin-io
miami_friend Claim
N/A N/A 95
31109
lvshrd
Provides KPI tools for factory intelligence, including productivity, quality, d…
N/A N/A
31110
andrasfe
genetic-mcp Claim
Enables evolutionary idea generation using genetic algorithms with LLM workers,…
N/A N/A
31111
iamakash-06
Enables AI agents to monitor web documentation for changes, perform semantic se…
N/A N/A
31112
mfbaig35r
Exposes a dependency graph of strategic sourcing artifacts and analyses as an M…
N/A N/A
31113
isco-tec
Official MCP server for Scorezilla (leaderboards for games). Your AI coding ass…
31114
nicktrujillo
Provide a flexible MCP server implementation that enables integration of LLMs w…
N/A N/A 95
31115
da-troll
Planhat MCP Claim
Enables interacting with Planhat customer data via natural language, supporting…
N/A N/A
31116
zeng-andrew
Enables natural language control of test instruments like spectrum analyzers an…
N/A N/A
31117
alforge-labs
AlphaForge quant CLI as an MCP server — backtest, optimize (Optuna TPE), and wa…
N/A N/A
31118
MaxWilk
An MCP server for Path of Exile 2: a queryable game corpus plus Path-of-Buildin…
N/A N/A
31119
dandye
A collection of MCP servers that dynamically wrap existing Python SDKs (Google …
N/A N/A
31120
Skynotdie
A system that localizes Model Context Protocol (MCP) functionality, integrating…
N/A N/A 95
31121
axumquant
arch-viewer Claim
Provides AI-powered architecture analysis and visualization of codebases, expos…
N/A N/A
31122
meob
Euclid-MCP Claim
MCP server for logical reasoning that turns facts into formal proofs using a de…
N/A N/A
31123
erikcaineolson
Validates text accessibility (contrast, spacing, language) against WCAG 2.1 cri…
N/A N/A
31124
guillaume.beauverd
candiceai Claim
N/A N/A 95
31125
acearv09876
CaptureMind Claim
Turn Claude Desktop conversations into visual mind maps via MCP. Highlights blo…
N/A N/A
31126
musharna
jobd Claim
Self-hostable GPU-aware job broker for your own machines. The MCP server expose…
N/A N/A
31127
rani700
CareerPilot Claim
An AI job-hunt copilot that enables searching live job boards, shortlisting ope…
31128
CSOAI-ORG
pomodoro-ai-mcp MCP server by MEOK AI Labs
N/A N/A
31129
marian-craciunescu
A secured MCP server for safe remote server management via SSH with command fil…
31130
Rikka-Botan
Provides fast static embedding, similarity, and search capabilities via MCP too…
N/A N/A
31131
saleshandy
Generates API documentation in Confluence from Swagger/OpenAPI specs or NestJS …
N/A N/A
31132
Frank-Tech
Generates FastMCP tools for PostgreSQL DML operations (insert, select, update, …
31133
dewalt-1
A Claude skill + MCP server that tells you how Deutsche Bahn delays will affect…
31134
sahmk-sa
sahmk-mcp Claim
Official MCP server for interacting with Saudi market data (Sahmk) via natural …
31135
simplebytes-com
whois-mcp Claim
A Model Context Protocol server for performing WHOIS domain lookups directly vi…
N/A N/A
31136
maxturazzini
PVGIS MCP Claim
MCP server that estimates photovoltaic production using the European Commission…
31137
hhy5562877
Douyin MCP Claim
Enables AI assistants to access Douyin (TikTok China) data including video sear…
N/A N/A
31138
sandraschi
blender-mcp Claim
Enables AI-powered control of Blender through natural language, allowing users …
N/A N/A
31139
1vecera
A Confluence MCP server optimized for AI agents, enabling surgical section edit…
31140
Augustin-Gorge
Deploy a remote MCP server on Cloudflare Workers without authentication, enabli…
31141
DimitrisPasakaleris
Enables Claude to read and send WhatsApp messages, including media and call his…
N/A N/A
31142
bb4rjfl
MCP server that calculates saju (four pillars) from birth date/time and provide…
31143
l4b4r4b4b4
bim2sim-mcp Claim
MCP server for BIM-to-building-energy simulation workflows with IFC extraction,…
N/A N/A
31144
Ricaardo
Enables AI agents to interact with Interactive Brokers through 48 tools for mar…
N/A N/A
31145
aderik
Enables interaction with JIRA through the MCP interface, allowing users to mana…
31146
sagar25k
Provides safe, structured access to an IBM z/OS mainframe through natural langu…
N/A N/A
31147
brnbio
MCP server for structured Laravel project planning. Scans projects, creates tic…
N/A N/A
31148
GeroTxbarri
A Node.js MCP server with custom OAuth 2.1 + PKCE authentication, enabling secu…
31149
protagolabs
Integrates with the Aerodrome Swap API to enable token swaps, pool information …
31150
Nymaxxx
checko-mcp Claim
Enables AI assistants to search and retrieve data about Russian companies, entr…
Showing 31101–31150 of 64798 servers
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