MCP Server Quality Scores

Independent quality analysis of 57597 public MCP servers

57597
Discovered
29844
Scored
2112
Verified
16953
Complete

Last updated 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15851
NvkAnirudh
A Model Context Protocol (MCP) server that automates generating LinkedIn post d…
F 30 55 78 72 37 80 94
15852
aneeshkp
PTP MCP Server Claim 1 2
A Model Context Protocol server that enables monitoring and analysis of Precisi…
F 30 54 79 53 N/A 34 90 98
15853
mcpc-tech
Docsmith MCP Claim 1
Enables processing of Excel, Word, and PDF documents through reading, writing, …
F 30 54 90 56 N/A 64 87 86
15854
gogabrielordonez
mcp-ragchat Claim 1
Add RAG-powered AI chat to any website with one command. Local vector store, mu…
F 30 54 72 61 N/A 54 90 90
15855
mishkinf
granola-mcp Claim 1
Enables semantic search and insight extraction across Granola meeting notes, ca…
F 30 54 94 38 N/A 52 87 96
15856
clarkeg02
A secure Model Context Protocol server that provides tools for calculating Fibo…
F 30 54 72 75 N/A 28 92 91
15857
kokushin
Generates 'Kotonoha Sisters Explainer' style scenarios for the exia novel game …
F 30 55 48 57 28 76 59
15858
dogfoodlab-io
StashDog MCP Server Claim 1 2
Enables AI assistants to manage StashDog inventory through natural language com…
F 30 55 88 67 30 77 92
15859
WindoC
Gemini OCR MCP Server Claim 1
Provides OCR services powered by Google's Gemini API to extract text from image…
F 30 55 66 33 23 78 95
15860
19147951441
A bridge server that connects MCP-compatible clients to the OpenClaw (Jarvis) A…
F 30 55 72 43 46 80 82
15861
inkeep
Inkeep MCP Server Claim 1
A server that connects Claude to your documentation via Inkeep's API, enabling …
F 30 55 54 57 45 76 95
15862
starlink-awaken
A multi-agent framework that models complex social systems through a coordinate…
F 30 55 80 56 41 80 87
15863
semistrict
MCPMan Claim 1 2
A Model Context Protocol server manager that acts as a proxy/multiplexer, enabl…
F 30 55 85 67 29 76 91
15864
anton-proto
MCP Imagen Server Claim 1
Enables text-to-image generation, style transfer, background removal, and autom…
F 30 55 96 61 35 80 89
15865
cateland
Todo MCP Server Claim 1
A robust Model Context Protocol server for managing todos with capabilities for…
F 30 55 72 60 47 80 74
15866
LaubPlusCo
WebDAV MCP Server Claim 1 2
A Model Context Protocol server that enables Claude Desktop and other MCP clien…
F 30 55 57 71 43 76 100
15867
thisisbhanuj
Enables users to query both structured and unstructured data in Snowflake using…
F 30 54 68 66 N/A 23 90 82
15868
rootflo
wavefront Claim 1
🔥🔥🔥 Enterprise AI middleware, alternative to unifyapps, n8n, lyzr
F 30 66 86 27 0 69 76 94
15869
opnthwrld
A starter project designed to help developers quickly build and deploy Model Co…
F 30 54 72 60 N/A 32 90 50
15870
captn-hook
MCP server that helps AI models understand Vite/Nuxt applications better, avail…
F 30 54 50 50 N/A 48 90 94
15871
trailofbits
mcp-context-protector Claim 1
A security wrapper for MCP servers that provides trust-on-first-use pinning, gu…
F 30 55 92 37 65 82 91
15872
KlausAndrade
codewatch-memory Claim 1
An observational memory server that uses LLM agents to capture, compress, and r…
F 30 54 78 56 N/A 35 88 91
15873
d-kimuson
Modular MCP Claim 1
A proxy MCP server that manages multiple upstream MCP servers by grouping them …
F 30 54 88 66 78 90 94
15874
devflowinc
trieve Claim 1
Crawl, embed, chunk, search, and retrieve information from datasets through [Tr…
F 30 55 100 66 82 76 90
15875
webflow
mcp Claim 1
AI-powered design and management for Webflow Sites
F 30 66 84 70 0 79 83 81
15876
Richard-Weiss
Enables search capabilities using a Google Custom Search Engine, allowing users…
F 30 55 94 82 41 80 85
15877
raw391
Enables secure interactions with cryptocurrency daemon RPC interfaces through A…
F 30 55 72 58 30 76 90
15878
adam-paterson
MCP Crew AI Server Claim 1
A lightweight Python-based server designed to run, manage and create CrewAI wor…
F 30 54 76 32 N/A 30 90 91
15879
iOSDevSK
mcp-for-woocommerce Claim 1
WooCommerce MCP Server — WordPress community plugin implementing the Model Cont…
F 30 54 90 60 N/A 66 87 91
15880
iRahulPandey
Serves prompt templates through a standardized protocol for transforming basic …
F 30 55 84 31 39 76 89
15881
lewis-king
FPL MCP Server Claim 1 2
Connects LLMs to the Fantasy Premier League API for intelligent team management…
F 30 55 72 41 45 80 100
15882
crabeye-ai
One MCP connection for all your tools — with discovery, namespacing, and execut…
F 30 54 94 0 N/A 76 91 94
15883
CaullenOmdahl
Enables AI assistants to search YouTube Music, manage playlists, and create sma…
F 30 55 94 68 34 77 92
15884
kukapay
crypto-feargreed-mcp Claim 1
Providing real-time and historical Crypto Fear & Greed Index data.
F 30 55 60 33 45 80 100
15885
jagadeesh52423
Reminders MCP Server Claim 1 2
Enables interaction with macOS Reminders app through AppleScript, allowing user…
F 30 54 60 65 N/A 27 87 98
15886
jsuryanm
An AI-powered job recommender built on the Model Context Protocol that provides…
F 30 55 60 17 45 78 85
15887
burconsult
A comprehensive server that enables AI applications to interact with Microsoft …
F 30 55 84 62 36 76 99
15888
aglolz
Fetch MCP Server Claim 1
Enables LLMs to retrieve and process web content by fetching URLs and convertin…
F 30 55 72 63 46 80 91
15889
Vadimber2
Provides AI-powered selection and generation of specialized system prompts from…
F 30 55 72 62 29 80 92
15890
Garoth
Enables querying WolframAlpha's LLM API for natural language questions, providi…
F 30 55 90 56 25 80 92
15891
brightdata
browserai-mcp Claim 1
A powerful Model Context Protocol (MCP) server that provides an access to serve…
F 30 54 76 70 N/A 45 90 91
15892
ngtruongmetin
A semantic search MCP server that provides historical question-and-answer capab…
F 30 55 72 30 30 69 95
15893
cashfree
cashfree-mcp Claim 1 4
Cashfree MCP server for cashfree docs and APIs
F 30 55 78 82 N/A 58 65 41
15894
ozgurozkan123
MCP Smuggler Claim 1
Enables HTTP Request Smuggling vulnerability scanning by wrapping the Smuggler …
F 30 55 54 22 25 80 91
15895
vivekhaldar
Emacs MCP Server Claim 1 2
A Model Context Protocol server that enables generating and executing Elisp cod…
F 30 54 27 27 N/A 24 80 88
15896
dennismartis
MCP SQL Server Claim 1
A FastMCP server that provides natural language interaction with MS SQL databas…
F 30 54 66 31 N/A 23 82 96
15897
JunHyungKang
T1D Manager Claim 1
Enables Type 1 diabetes patients and caregivers to monitor real-time blood gluc…
F 30 66 78 86 93 38 80 89
15898
KS-GEN-AI
jira-mcp-server Claim 1 2
Read jira data via JQL and api and execute requests to create and edit tickets.
F 30 55 86 61 48 74 91
15899
jhammant
An MCP server that provides native Discord tools for Claude Code, enabling bidi…
F 30 55 75 68 42 80 99
15900
Laz1mov
mcp-inscription Claim 1 2
Enable AI assistants to interact directly with Bitcoin Ordinals inscriptions. S…
F 30 55 100 61 39 77 80
Showing 15851–15900 of 57597 servers
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