MCP Server Quality Scores

Independent quality analysis of 43430 public MCP servers

43430
Discovered
29453
Scored
2111
Verified
16952
Complete

Last updated 29 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
38651
Dorkside
Enables SEO auditing and site analysis by crawling websites, identifying issues…
N/A N/A
38652
galatanovidiu
Enables WordPress content management (posts, metadata, taxonomies, Gutenberg bl…
38653
mcp-server-summary
biliscribe Claim
Extracts and formats Bilibili video content into structured text, optimized for…
38654
ankitbhatnagartech
A decoupled, stateful MCP server and HTTP REST Gateway styled as a Banking Cred…
38655
maxritter
pilot-shell Claim
How real engineers run Claude Code: spec-driven planning, enforced TDD, persist…
N/A N/A
38656
vividcode-ai
Enables GDB debugging for embedded development workflows, allowing users to sta…
N/A N/A
38657
AndurilCode
Accordo Claim
A YAML-driven workflow guidance MCP server that enables AI coding agents to fol…
N/A N/A
38658
remoet-labs
remoet Claim
Remoet turns job search into a curated agent workflow. Connect Claude, Cursor, …
38659
VincentKaufmann
An MCP server that gives local LLMs access to Google search, live feeds, YouTub…
N/A N/A
38660
lukasmki
llamacpp-mcp Claim
An MCP server for running local LLMs using llama-cpp-python, with built-in tool…
N/A N/A
38661
AranNomante
Enables querying ClickHouse databases using natural language with AI models, su…
38662
ummtushar
researchSync Claim
Enables retrieval of arXiv paper metadata and storage in a Notion database, all…
38663
CSOAI-ORG
citation-finder-ai-mcp MCP server by MEOK AI Labs
N/A N/A
38664
mkingopng
MCP server with example tools for arithmetic and greeting, designed for deploym…
38665
raheb77
A governed MCP server for Saudi open data sources (SAMA, stats.gov.sa, Ministry…
38666
Blyawon
MCP server that reads Tokens Studio design tokens from Figma and makes them ava…
N/A N/A
38667
PhialsBasement
A robust task scheduler server for scheduling and managing various types of aut…
N/A N/A
38668
jdug-jadodev
Efficiently loads, caches, and delivers project file context for AI agents usin…
N/A N/A
38669
YoushaaMurhij
Unified local MCP AI Gateway that routes across Groq, OpenRouter, Mistral, and …
38670
sanshao85
A MCP server that enables AI assistants to collect interactive user feedback wi…
N/A N/A
38671
ykethan
Enables searching AWS Amplify documentation using natural language queries with…
N/A N/A
38672
visusnet
Provides tools for interacting with the Coinbase Advanced Trading API, enabling…
38673
Fabber-bot
Enables AI assistants to execute commands and transfer files on remote servers …
N/A N/A
38674
universal-mcp
Provides a standardized interface for interacting with Retell's tools and servi…
38675
abhijeetmohanan
An MCP server for the Groww trading platform. This enables LLM applications to …
38676
DeamonDev888
MCP-Serveur Claim
A modular and extensible MCP server for managing synchronous and asynchronous t…
38677
automateyournetwork
Provides structured access to Wikipedia content including search, summaries, im…
38678
ricCap
Connects Claude to Sketch Engine for corpus linguistics and text analysis, enab…
38679
xiguawang
MCP server for reading WeChat public account articles by reusing authenticated …
N/A N/A
38680
markizano
An MCP server that exposes LDAP directory operations to AI agents, supporting f…
38681
hendrickcastro
A comprehensive MCP server for Google Cloud Firestore database operations, prov…
38682
Tony-ArtZ
Enables control of Spotify playback, track search, and user profile retrieval v…
38683
wallter
trw-mcp Claim
MCP server providing persistent engineering memory and spec-driven development …
N/A N/A
38684
8DX-io
Exposes 8DX DEX aggregator REST endpoints as tools for AI agents, enabling toke…
38685
z0lw
Enables route search and PDF generation using Japan's Ekispert API through a re…
81
38686
ugoi
vikunja-mcp Claim
Lightweight MCP server for Vikunja task management, providing tools to manage p…
38687
freegamestore-online
Enables building, publishing, and improving PWA games from your editor by scaff…
38688
Zhangyoupeng1996
MCP Server for COMSOL Multiphysics simulation automation via AI agents.
N/A N/A
38689
j4hr3n
GolfBox MCP Claim
A local MCP server for GolfBox tee-time workflows that lets agent clients authe…
N/A N/A
38690
Turbotailz
lexicon-mcp Claim
Enables querying and updating a Lexicon DJ library via its Local API, supportin…
38691
mrbit-dev
Enables AI assistants to interact with Google Drive, supporting file operations…
N/A N/A
38692
tonypepperwidow123-blip
Enables AI to manage WordPress sites with 190+ tools for complete control over …
38693
tuitamogamer-gpt
A local stdio MCP server that gives Claude (or any MCP client) full programmati…
N/A N/A
38694
paisabrazilfl-cpu
Enables AI agents to create, schedule, and manage social media posts across 10 …
38695
AlexanderChen5966
A Kyoto travel planning assistant that uses Wikivoyage API and LangChain/LangGr…
38696
Aether-liusiqi
cell-mem Claim
An MCP server that provides AI agents with persistent, multi-layered memory ins…
N/A N/A
38697
jomapps
Enables character management and semantic search for the Auto-Movie application…
81
38698
madfreakz
MCP server to read daily activity, sleep, heart rate, and body metrics from Goo…
N/A N/A
38699
Zhangyoupeng1996
Enables to interact with Abaqus FEA software through an MCP bridge, supporting …
N/A N/A
38700
AlexanderChen5966
A multimedia downloading and conversion MCP server supporting YouTube, HLS stre…
N/A N/A
Showing 38651–38700 of 43430 servers
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