MCP Server Quality Scores

Independent quality analysis of 62098 public MCP servers

62098
Discovered
30103
Scored
2112
Verified
16953
Complete

Last updated 25 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
32351
dossincargas
Enables natural language interaction with the Dossin database system, allowing …
N/A N/A
32352
mironovisa
DataMCP Claim
DataMCP turns your PostgreSQL into an MCP endpoint that Cursor, Claude Desktop,…
81
32353
arbyazra123
Enables AI assistants to access and manage an Indonesian stock market news pipe…
N/A N/A
32354
sanjibani
Enables interaction with Open Dental practice management software, allowing rea…
32355
pipeworx-io
Wraps the OpenWeatherMap API to provide weather data through MCP, enabling AI a…
32356
dylangroos
mongo-mcp Claim
Enables CRUD operations on MongoDB databases and collections, including listing…
32357
universal-mcp
Provides a standardized interface for interacting with Jira's tools and service…
32358
SerhiiMaksymiv
Enables AI assistants to query, create, and manage Targetprocess entities like …
32359
Sultonbek006
telegram-mcp Claim
A Telegram integration for Claude, Cursor, and other MCP-compatible clients, ex…
32360
TheNextGenNexus
Search Redfin properties, get property details, and market statistics
N/A N/A 83
32361
sailquery
Find the stories worth writing about: discover emerging stories, rank the angle…
32362
Schimmilab
pico-mcp Claim
Enables LLMs to control a PicoScope 5000A USB oscilloscope for signal generatio…
N/A N/A
32363
relativismofisico
weather-mcp Claim
Enables querying current weather, 7-day forecast, UV index, and air quality for…
32364
lnkify
lnkify Claim
MCP server that enables AI agents to manage Lnkify links, domains, API keys, an…
N/A N/A
32365
MarceauSolutions
YouTube automation: upload videos, Shorts, manage playlists, get analytics
N/A N/A 75
32366
cyanheads
Search and retrieve bioRxiv and medRxiv preprints — by DOI, date interval, or k…
N/A N/A
32367
gyeongmin100
Enables querying South Korean stock disclosures, financial statements, and shar…
N/A N/A
32368
MCP-Mirror
Enables interaction with AWS Amplify Gen2 application data through natural lang…
81
32369
emresemercioglu
Competitive Intelligence MCP: generate AI battlecards, track competitors, monit…
N/A N/A 83
32370
metamesh-uga
MetaMesh-UGA Claim
Serverless edge control plane to discover, route and monetize 13,000+ MCP tools.
32371
chirag127
Provides AI agents with precise, locale-aware date and time data across multipl…
81
32372
xun123456
jlink-mcp Claim
Enables AI assistants like Claude to directly debug microcontrollers via JLink,…
N/A N/A
32373
zernio
Zernio Claim
Social APIs for developers and AI agents. Schedule posts, track analytics, answ…
N/A N/A 95
32374
WYYkerwin
yo-bug Claim
An MCP server that gives AI coding assistants QA superpowers, enabling users to…
N/A N/A
32375
hzq510473048
cocos_mcp Claim
Enables AI assistants to control Cocos Creator game development directly within…
N/A N/A
32376
jovezhong
mcp-timeplus Claim 1
MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka…
81
32377
ChenyqThu
Enables to interact with Memos note-taking service, allowing search, creation, …
32378
saidbazyar
Classify any AI system under the EU AI Act: risk tier + binding Articles, verba…
N/A N/A
32379
zhang77-X
Enables AI coding assistants to control and inspect a live Chrome browser throu…
N/A N/A
32380
hyperpolymath
Unified MCP server for observability and monitoring, providing tools to query m…
32381
daviesevan-svg
Enables AI agents to search availability, price rooms, and make real bookings v…
32382
gimi-q
Read-only MCP server integrating with the Victron VRM API to monitor solar syst…
32383
SignaTrustDev
Enables AI assistants to manage document signing workflows via natural language…
N/A N/A
32384
dsebastien
Enables programmatic control of Obsidian vaults via REST API and MCP server for…
N/A N/A
32385
enrique-pastrana
Read-only MCP server that exposes Grafana dashboards, datasources, and metric/l…
32386
malinoto
TracePass Claim
Manage products, EU Digital Product Passports, operator parties, and GS1 EPCIS …
32387
asancivieri
API Locker Claim
Encrypted credential vault with a 21-tool MCP server. Store and manage LLM API …
81
32388
VAMFI
Provides intelligent, version-aware access to npm library documentation. Suppor…
32389
cyanheads
Access US federal award, recipient, agency, and spending analytics data from US…
32390
plantuml
Pure Node.js MCP server that renders and validates PlantUML diagrams with zero …
N/A N/A
32391
MrMebelMan
Enables AI assistants to interact with Bambuddy's 3D printer management API, in…
32392
Copenhagen0x
Scan Solana/Anchor code against the Solana Security Standard and serve the rule…
N/A N/A
32393
RNVizion
A complete color workflow over MCP: mix, convert, harmonize, measure, and remem…
32394
brainsparker
Frugal Claim
Cost-optimized MCP server: routes every tool call to the cheapest provider that…
N/A N/A
32395
DeepBlueCoding
FastMCP server for Dota 2 match analysis using replay files and OpenDota API, w…
32396
Pantani
Build real visual systems in TouchDesigner from plain language with Claude, Cur…
N/A N/A
32397
jonybur
mcp-server Claim
stories.yaml — an open specification for software requirements, enforced by CI.
N/A N/A
32398
frase-io
Frase SEO Claim
SEO, GEO & AI Visibility — research, write, optimize, publish & monitor content…
N/A N/A 83
32399
astafford8488
pitchiq-mcp Claim
Agent-native CRM + get-booked platform. Operate over MCP, or pay per call via x…
32400
SomexAI-Applications-Group
marboba-mcp Claim
MarBoba IDP catalog as MCP tools: projects, APIs, runbooks, on-call, SLOs. Brin…
N/A N/A
Showing 32351–32400 of 62098 servers
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