MCP Server Quality Scores

Independent quality analysis of 66301 public MCP servers

66301
Discovered
31700
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
65101
sglwsjxh
A RAG knowledge base MCP server that adds vector search and reranking capabilit…
N/A N/A
65102
Ultrathink-Solutions
Provides AI assistants direct access to Looker through a standard MCP interface…
65103
WaromiV
therapistMCP Claim
An MCP server that enables Claude to refer itself to another Claude instance fo…
N/A N/A
65104
nitishkthakur
Fast, multi-sheet Excel retrieval and writing via MCP, supporting efficient dat…
N/A N/A
65105
solmon2011
Enables AI agents to integrate with Guardrails to check user values, make align…
81
65106
in40
MCP-compliant server providing web search via Yandex Search API and URL fetchin…
65107
rwlarow-ui
Enables AI models to manage Robinhood portfolios, execute trades, and run autom…
N/A N/A
65108
chain-engine
QiuChi Claim
A production-grade MCP server framework with plugin system, middleware pipeline…
65109
AaronMurillo01
Enables safe GitHub automation by queuing write operations for admin approval b…
N/A N/A
65110
GalenGoodwick
Your AI builds live WebGPU game worlds on cartridge.cafe — guest door, no accou…
N/A N/A
65111 N/A N/A 95
65112
r-kitaev
An MCP server for Jira that enables comprehensive issue management, sprint oper…
65113
pipeworx-io
Enables queries about global taxonomic data, including scientific name matching…
65114
Vladisluv12
marimo-mcp Claim
Auto-discovers running marimo notebooks and exposes tools for reading, editing,…
N/A N/A
65115
GoodOlClint
case-chat Claim
A conversational chat interface that uses RAG over a synthetic test corpus and …
N/A N/A
65116
cheenu1092-oss
Enables management of Atlassian Statuspage incidents, components, and subscribe…
N/A N/A
65117
abhiyoheswaran1
projscan Claim
Agent-first MCP. 11 AST adapters, 12 named languages, 51 tools, mission outcome…
N/A N/A
65118
elvismusli
Find, inspect and install reviewed reusable AI-agent capabilities from superski…
65119
ReneKrewinkel
MCP server that exposes the atomic-bomb tool for generating project scaffolding…
N/A N/A
65120
harbouli
Gives AI assistants full control over a VPS via SSH, enabling command execution…
65121
pipeworx-io
Enables search and query of City of Peoria, Arizona open geospatial datasets (p…
65122
AbdessamadTzn
An MCP server that gives Claude Code IDE-level intelligence for FastAPI project…
N/A N/A
65123
Inform-Growth
Demonstrates Inform Growth's Camber Core platform using a fictional B2B SaaS co…
65124
yeswanthreddyk
Connects MCP clients to the Google Ads API v23, enabling account listing, GAQL …
65125
AlexlaGuardia
ToolBridge Claim
A governed MCP server for integrating AI agents with customer data, featuring r…
N/A N/A
65126
purple-flea
identity-mcp Claim
MCP server that gives AI agents disposable email addresses and real phone numbe…
N/A N/A
65127
jfjensen
Provides persistent browser tabs with tools to read, click, type, and interact …
N/A N/A
65128
ptbsare
FastMCP server to interact with the Overseerr API for movie and TV show request…
65129
GEON1999
Enables AI assistants to read and modify Figma designs programmatically through…
65130
iamrichardD
AI-optimized MCP server for PineScript v6 development, providing comprehensive …
N/A N/A
65131
punic-pillars
Cross-project knowledge graph for MCP — map features across mobile, backend, an…
N/A N/A
65132
scoutscore
ScoutScore Claim
Trust scoring for AI agents. Check scores, fidelity, and flags for x402 service…
N/A N/A 95
65133
josephstreeter
Enables SQL-based identity lookups for IDMS systems, supporting search by accou…
65134
tathagat22
plumb-mcp Claim
Local Figma MCP server with no REST rate limits, no metered tool-call quotas, a…
N/A N/A
65135
hiro-777-sky
Enables AI assistants to access and analyze Fitbit health data (activity, sleep…
N/A N/A
65136
nailmailster
Enables AI clients to interact with a LightRAG knowledge graph server via MCP, …
65137
GonzaBot
Converts Claude into a cybersecurity assistant by exposing 17 tools for network…
N/A N/A
65138
outris-dev-user
outris-mcp Claim
Enables querying any API with natural language via Claude Desktop by connecting…
65139
dkf2studios
studio-state Claim
A stateless MCP server for AI film and video production that tracks project sta…
N/A N/A
65140
vindataio
Remote MCP server with built-in GitHub OAuth, deployed on Cloudflare Workers, e…
65141
theslmcompany
MCP server allowing two agents to play chess or Connect Four against each other…
N/A N/A
65142
hady2010
openwrt-mcp Claim
Allows you to interact with an OpenWrt router via SSH, enabling command executi…
N/A N/A
65143
qtalen
An MCP server that connects directly to a Jupyter kernel via ZMQ, enabling AI a…
N/A N/A
65144
kaizen-org
Exposes OpenAPI endpoints as MCP tools, enabling LLMs to discover and interact …
65145
sandraschi
Enables database inspection, backup/restore, analysis, and querying, plus media…
N/A N/A
65146
anthromorphic-ai
Sample MCP server exposing 5 tools (weather, profile, wikipedia) via a single e…
65147
opennod
Enables AI agents to discover and interact with business capabilities by readin…
65148
yfysnp
apple-mcp Claim
Enables AI to control Apple Mac apps like Messages, Notes, Contacts, Mail, Remi…
N/A N/A
65149
coreyjwang
FinDataMCP Claim 1
An MCP server that enables Claude Desktop to access and analyze financial data …
N/A N/A 95
65150
mailgun
Enables AI agents to interact with Mailjet's contact, campaign, segmentation, s…
Showing 65101–65150 of 66301 servers