MCP Server Quality Scores

Independent quality analysis of 48680 public MCP servers

48680
Discovered
29629
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 2 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
48351
Nomads-AI-Lab
Provides a memory layer for personal agents, enabling MCP-compatible agents to …
48352
HEPData
hepdata-mcp Claim
Enables discovery of HEPData records, tables, and data access with read-only op…
48353
jackemerick
jotae-mcp Claim
Connects Claude to Jotae for creating events, configuring WhatsApp and email au…
48354
pintar-team
MCP server for fal model discovery, execution, pricing, and local media process…
N/A N/A
48355
labeveryday
A Model Context Protocol server providing network diagnostic tools for AI agent…
48356
pdhimate
A read-only MCP server that connects Claude to your eToro account, enabling que…
N/A N/A
48357
soil-dev
loomiomcp Claim
Loomio tools for Claude. Local install via npx, org-wide via Custom Connectors.…
48358
doazvjettu
Static-analyzes Python code for lookahead bias and data leakage, preventing inv…
N/A N/A
48359
HyperBDR
beacon-mcp Claim
MCP server for the beacon log analytics platform, exposing beacon's REST API as…
48360
AiAgentKarl
Hive Mind Claim
Swarm intelligence for AI agents, enabling collective decision-making through w…
48361
navin2031992
Connects AI assistants to FIS IntelliMatch SQL Server database for read-only BA…
N/A N/A
48362
manfredas370
Enables finding the best-sounding pressing of an album and mood- and taste-base…
48363
automanus-io
Enables creating and deploying AI sales agents to WhatsApp and Webchat from AI …
48364
md-ammar-97
Enables appending formatted content to Google Docs and creating styled Gmail dr…
48365
az-coder-123
excel-mcp Claim
An MCP server for performing Excel file operations including read, write, and m…
N/A N/A
48366
nikita15p
Enables AI assistants to manage Apache Ambari clusters, including services, hos…
48367
sanshao85
Enables AI agents to play Gomoku (五子棋) against each other through MCP tools, in…
N/A N/A
48368
fr1pp
nexus-mcp Claim
A local MCP server for Nexus Mods mod discovery and research, backed by the v2 …
48369
chazmaniandinkle
oscine Claim
An MCP server that exposes a synthesizer composer's command catalog as tools, e…
N/A N/A
48370
ForLegalAI
Let your AI assistant create professional Office documents — PowerPoint, Word, …
48371
Parth3930
clenzer Claim
Enables CLI agents to detect and remove dead code, manage complexity, and enfor…
N/A N/A
48372
zhangzwd
A lightweight MCP gateway that aggregates multiple MCP services into a unified …
N/A N/A
48373
navin2031992
Enables AI agents to automate browser interactions using Selenium WebDriver, su…
N/A N/A
48374
vreko-dev
Enables AI-powered code safety analysis including risk detection, secret scanni…
48375
SuperInstance
Enables semantic search, recommendations, and similar crate lookups for Rust cr…
48376
sani-savaliya
cortex-brain Claim
An MCP server that enables AI agents to search, read, and contribute to a struc…
N/A N/A
48377
appare45
mcp-bridge Claim
YAML-configured MCP server that exposes host commands as tools via HTTP, enabli…
N/A N/A
48378
OmateLabs
MCP server for qualifying and responding to inbound leads in seconds using a mu…
48379
plm3310590269-source
Enables natural language control of AutoCAD drawings via LLMs like Claude, supp…
N/A N/A
48380
ericmanyc
stessa-mcp Claim
MCP server for Stessa rental-property accounting platform, enabling AI agents t…
48381
eduardosm123
canvas3d-mcp Claim
Enables AI agents to create, render, and validate 3D scenes, 2D art, and games …
N/A N/A
48382
acedev97
Connects AI assistants to GoHighLevel CRM via MCP, enabling full sub-account au…
48383
Vinksj
Connect multiple Gmail accounts to any MCP client, enabling search, read, draft…
N/A N/A
48384
koei-kaji
zk-utils Claim
MCP server for zk note management enabling note search, creation, and link anal…
N/A N/A
48385
TommyP949
Automated SOX/DRP-2026 financial document verification for AI coding assistants.
N/A N/A
48386
WillHsiaoNYC
Enables AI assistants to query NYC capital project data (schedule, budget, life…
N/A N/A
48387
jjm7271985
ship-it-mcp Claim
Enables to interact with GitHub repositories directly from Claude, supporting a…
N/A N/A
48388
pepuscz
Enables extraction and analysis of candidate profiles from Recruitee recruitmen…
48389
isaacpalomero
A server that stores and semantically searches AI prompts via RAG, enabling dev…
N/A N/A
48390
Vvkmnn
An MCP server for discovering Claude Code skills, plugins, and MCP servers by s…
48391
cbetz
ratebook-mcp Claim
Provides electricity tariff queries and rate calculations for US utilities, ena…
N/A N/A
48392
rsc1102
Enables managing Google Calendar events (list, create, delete, update) through …
N/A N/A
48393
luckyxpw
Enables access to the CSMAR financial database via MCP, providing tools for que…
48394
optimize-overseas
asana-mcp Claim
MCP server for the Asana API that allows AI agents to read and optionally write…
48395
timeweb-cloud
Automates deployment of applications to Timeweb Cloud via the Model Context Pro…
48396
lfhillesheim
32 ferramentas MCP de cálculo fiscal/trabalhista BR (CLT, INSS, IRRF, PJ, finan…
N/A N/A
48397
MarcellM01
TinySearch Claim
Shrink the web for your local LLMs! Provides web research capabilities to low r…
48398
Geun-Oh
This server enables interaction with Amazon S3 buckets for listing and retrievi…
48399
hostman-cloud
Enables deploying applications to Hostman, creating VPCs, databases, and floati…
48400
groovyBugify
MCP Server Claim
A region-independent backend service for AWS operations with credential validat…
Showing 48351–48400 of 48680 servers
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