MCP Server Quality Scores

Independent quality analysis of 66475 public MCP servers

66475
Discovered
31805
Scored
2112
Verified
16953
Complete

Last updated 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7601
bobbyhiddn
Sympathy-MCP Claim 2
An MCP server for managing Incus virtual machines through structured tools for …
B 70 55 51 82 N/A 27 92 91
7602
GroundDocs
GroundDocs Claim
A version-aware Kubernetes documentation assistant that connects LLMs to truste…
B 70 54 62 58 N/A 40 95 92
7603
pauldub
AppSignal MCP Claim
Enables AI assistants to query and fetch error and performance monitoring data …
B 70 55 66 71 35 81 90
7604
isshiki-dev
KB-MCP Server Claim
A local-first knowledge base server that enables AI clients to store, retrieve,…
B 70 54 70 53 N/A 28 90 99
7605
tsutushi0628
wasurenagusa-mcp Claim 1
An MCP server that provides persistent memory for AI assistants by automaticall…
B 70 54 71 53 N/A 50 95 79
7606
vitalune
Manages and analyzes personal information across email, social media, documents…
B 70 55 96 46 22 82 87
7607
saoqixiaomm
Yuque MCP Server Claim
Enables access to Yuque (语雀) documentation through cookie-based authentication,…
B 70 54 60 71 N/A 23 95 90
7608
noopstudios
A MCP server that enables human-in-the-loop workflow in AI-assisted development…
B 70 54 47 56 N/A 64 95 94
7609
hetpatel-11
Supermemory MCP Claim 1
An MCP server that enables users to visualize Supermemory document data as an i…
B 70 55 51 75 48 80 94
7610
TheNewJavaman
claude-crowed Claim
A persistent semantic memory system for Claude Code that provides a structured,…
B 70 54 76 33 N/A 48 95 93
7611
avarant
A server that enables vector and keyword search capabilities in Typesense datab…
B 70 55 74 52 41 80 98
7612
pavel-bc
A Model Context Protocol server providing tools for querying Bitcoin blockchain…
B 70 55 79 47 32 82 100
7613
mcmurtrya
Ukraine War MCP Claim
Provides text analysis tools including TF-IDF document search and text profilin…
B 70 55 84 42 48 81 92
7614
benedict2310
A Model Context Protocol (MCP) server that provides LLMs with real-time access …
B 70 55 94 82 N/A 38 81 35
7615
iAchilles
Memento Claim
A local, fully-offline MCP memory server that enables persistent storage and re…
B 70 55 60 100 N/A 39 95 43
7616
seemethere
Cargo MCP Server Claim
Provides a suite of tools for running Cargo commands and interacting with Rust …
B 70 55 72 87 N/A 40 95 45
7617
chris-enea
Enables text manipulation in Adobe InDesign documents via Claude Desktop by pro…
B 70 54 78 48 N/A 16 95 98
7618
leilaabdel
salesforce-mcp Claim
Salesforce MCP Server
B 70 55 86 52 25 78 95
7619
Cactusinhand
mcp_server_notify Claim 1
A MCP server that send desktop notifications with sound effect when agent tasks…
B 70 54 59 61 N/A 48 89 94
7620
parmarjh
Converts various file formats (PDF, Word, PowerPoint, Excel, images, audio, HTM…
B 70 55 60 68 42 82 94
7621
kevindarstNBB
MCP server for searching horse boarding facilities and trainers across the Unit…
B 70 44 60 37 81 98
7622
vexxvakan
A Model Context Protocol (MCP) server for fetching Rust crate documentation fro…
B 70 55 66 58 52 81 91
7623
vilasone455
SSH MCP Server Claim
A local Model Context Protocol server that allows LLMs to securely execute shel…
B 70 55 78 58 20 81 100
7624
PlayAINetwork
HyperEVM MCP Claim
Enables AI agents to interact with HyperLend protocol and Kittenswap DEX on Hyp…
B 70 55 72 57 47 77 93
7625
DynamicEndpoints
Enables management of Palo Alto firewalls through their REST API, including sys…
B 70 55 78 67 25 81 87
7626
kirbah
kirbah-mcp-youtube Claim
Provide token-optimized, structured YouTube data to enhance your LLM applicatio…
B 70 66 96 75 0 88 67 99
7627
timoconnellaus
Automates git worktree management with iTerm2 integration for Claude Code, allo…
B 70 54 78 51 N/A 19 95 94
7628
atsuki-sakai
An MCP server that enables multi-provider AI collaboration using models like De…
B 70 55 69 72 47 74 82
7629
nick0918964388
Wraps IBM Maximo API services as MCP tools, enabling AI applications like Dify …
B 70 55 74 68 22 81 94
7630
commontrace
Connects AI coding agents to a shared knowledge base by allowing them to search…
B 70 55 72 46 57 80 93
7631
keenanbass1
TIDAL MCP Server Claim 1
Enables interaction with TIDAL music streaming service through 27 tools for sea…
B 70 55 60 82 24 81 93
7632
LGDiMaggio
MCP server for Motor Current Signature Analysis — fault detection in electric m…
B 70 54 75 25 N/A 71 95 90
7633
qso-graph
wspr-mcp Claim
Enables querying WSPR beacon data including live spots, band activity, top beac…
B 70 54 66 55 38 92 92
7634
klei30
mcp-google-sheets Claim
B 70 54 72 41 N/A 45 90 98
7635
QuartzUnit
MarkGrab Claim
Universal web content extraction — any URL to LLM-ready markdown. HTML, YouTube…
B 70 54 72 36 N/A 61 92 92
7636
Rodrigo-JM
Enables advanced pattern management and synchronization for development workflo…
B 70 55 80 65 21 81 90
7637
NZ99
Mochi MCP Server Claim
Enables AI agents to manage Mochi.cards flashcards, including browsing decks, s…
B 70 55 60 72 32 80 100
7638
ghively
Any-API MCP Server Claim
A configurable MCP server that adapts any HTTP API into an MCP toolset with gen…
B 70 55 72 75 22 81 89
7639
scmcphub
decoupler-MCP Claim
Provides a natural language interface for single-cell RNA-Seq analysis using th…
B 70 55 78 60 39 81 85
7640
mpnikhil
Lenny RAG MCP Server Claim 1
Provides hierarchical RAG over 299 Lenny Rachitsky podcast transcripts for prod…
B 70 55 90 45 24 83 93
7641
kotevcode
whatsapp-mcp Claim 2
An MCP server that connects Claude to WhatsApp for reading group messages, sear…
B 70 54 55 60 N/A 45 90 99
7642
gkydev
A Model Context Protocol server that enables AI assistants to interact with Twi…
B 70 55 77 63 19 81 100
7643
noeltg77
An MCP server that enables image generation using Replicate's Flux 1.1 Pro mode…
B 70 55 69 71 24 81 94
7644
TigerTeamCompany
Make MCP Server Claim
Enables AI assistants to trigger and interact with Make automation workflows by…
B 70 55 78 65 54 80 68
7645
Nicolas-One
Enables automatic HTTP requests (GET, POST, PUT, DELETE, etc.) with JSON valida…
B 70 55 84 61 53 81 61
7646
zorrobyte
macnotes-mcp Claim
A production-ready MCP server for macOS that provides async, cache-backed acces…
B 70 54 76 28 N/A 64 88 99
7647
santoshray02
csv-editor Claim
Stateful CSV editing MCP server for AI assistants — sessions, undo/redo, auto-s…
B 70 55 60 82 N/A 73 81 56
7648
Ansvar-Systems
polish-law-mcp Claim
Polish legislation via MCP — full-text search across statutes and provisions
B 70 55 90 33 N/A 49 82 93
7649
hanweiit007
HotNews MCP Server Claim 1
Provides real-time hot trending topics and heat indices from nine major Chinese…
B 70 55 78 87 41 82 51
7650
ibm-ecm
Enables AI agents to interact with IBM FileNet Content Manager for document and…
B 70 55 78 36 73 81 86
Showing 7601–7650 of 66475 servers
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