MCP Server Quality Scores

Independent quality analysis of 69182 public MCP servers

69182
Discovered
→
33868
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 24 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
51951
snapshot-site
Capture screenshots, detect visual regressions between page versions, and analy…
— ○ ⏳ — — — — — —
51952
SanZiNEO
web-scout Claim
A reconnaissance MCP server that discovers web data sources by monitoring netwo…
— ○ ⏳ — N/A N/A — — —
51953
basaranbaran
Enables real-time weather queries via Claude Desktop using OpenWeatherMap API, …
— ○ ⏳ — N/A N/A — — —
51954
NacyZh
A focused local-paper RAG MCP server that imports PDFs, indexes them into SQLit…
— ○ ⏳ — N/A N/A — — —
51955
rogan297
Enables users to ask questions in Portuguese about marketing metrics (ROI, CAC,…
— ○ ⏳ — N/A N/A — — —
51956
NORTHTEKDevs
kryos-mcp Claim
Governed code execution for AI agents that type-checks, runs, and capability-ve…
— ○ ⏳ — N/A N/A — — —
51957
Zimac-AI
mnema Claim
Local-first, formally verified memory for AI agents: consult/learn/related/list…
— ○ ⏳ — N/A N/A — — —
51958 — ○ ⏳ — N/A N/A — 95 —
51959
LittlePeter52012
Connect AI agents to your Todoist tasks via the Model Context Protocol (MCP).
— ○ ⏳ — — — — — —
51960
log-wade
Provides professional-grade data center engineering calculations including cool…
— ○ ⏳ — — — — — —
51961
FrenchFRy7
MCP Manuels Claim
Enables Claude Desktop to read and search through PDF technical manuals, answer…
— ○ ⏳ — N/A N/A — — —
51962
pipeworx-io
Enables access to the IUPHAR/BPS Guide to PHARMACOLOGY database for querying dr…
— ○ ⏳ — — — — — —
51963 — ○ ⏳ — N/A N/A — 95 —
51964
NewTurn2017
A Korean-language loss-prevention MCP server that extracts deadlines from user-…
— ○ ⏳ — — — — — —
51965
sjgant80-hub
foldkit Claim
Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and…
— ○ ⏳ — — — — — —
51966
Ntzy123
Enables text-only AI models to analyze images via local Ollama multimodal model…
— ○ ⏳ — N/A N/A — — —
51967
ketcx
A note-taking knowledge base MCP server that enables CRUD operations on notes w…
— ○ ⏳ — N/A N/A — — —
51968
NatrixAi
roistat-mcp Claim
Enables Claude Desktop to interact with Roistat analytics, orders, statistics, …
— ○ ⏳ — N/A N/A — — —
51969
Anymfah
Connect AI assistants to Stellary projects, boards, documents, and governed age…
— ○ ⏳ — — — — — —
51970
lihongwen
An MCP server providing comprehensive PDF processing capabilities with 18 tools…
— ○ ⏳ — N/A N/A — — —
51971
Godzilla675
Enables interaction with Google Jules API to automate software development task…
— ○ ⏳ — — — — — —
51972
David-IABB
Enables insurance policy analysis, risk assessment, and policy comparison with …
— ○ ⏳ — N/A N/A — — —
51973
kamath
zomato Claim
— ○ ⏳ — N/A N/A — 95 —
51974
seayniclabs
Keel Claim
Keel is a network diagnostics MCP server that provides 14 tools for tasks like …
— ○ ⏳ — N/A N/A — — —
51975
WaynePluto
An MCP server that enables Claude Code to perform web searches via Bing, read w…
— ○ ⏳ — N/A N/A — — —
51976
Blite-HQ
qnexus-mcp Claim
MCP server for Quantinuum Nexus, wrapping the qnexus SDK. Not affiliated with Q…
— ○ ⏳ — N/A N/A — — —
51977
ingsamcas
Enables file operations (upload, download, list, delete) on Cloudflare R2 (S3-c…
— ○ ⏳ — — — — — —
51978
tamlut-modnys
Enables Claude to interact with Telegram, including listing chats, reading mess…
— ○ ⏳ — — — — — —
51979
443pablo
A FastMCP server for PowerSchool that enables students to check grades, assignm…
— ○ ⏳ — — — — — —
51980
pipeworx-io
Gleif Claim
GLEIF MCP — Global Legal Entity Identifier Foundation (free, no auth)
— ○ ⏳ — — — — — —
51981
winterchill-xyz
An MCP server for searching UK tech jobs from the winterchill catalog, enabling…
— ○ ⏳ — — — — — —
51982
higebu
cml2-mcp Claim
Thin MCP server for Cisco CML2 that exposes the live OpenAPI specification and …
— ○ ⏳ — — — — — —
51983
sanchezvivi
A fully local, self-hosted memory server for MCP clients (Claude Code, Cursor, …
— ○ ⏳ — N/A N/A — — —
51984
sbarbi-gh
rnaseq-mcp Claim
Enables analysis of bulk RNA-seq data using natural language queries, executing…
— ○ ⏳ — N/A N/A — — —
51985
codeyogi911
Connects your Shopify store data to Claude Desktop, enabling access to products…
— ○ ⏳ — — — — — —
51986
zlobste
Enables searching and retrieving arXiv papers via the Model Context Protocol, p…
— ○ ⏳ — N/A N/A — — —
51987
Iman
Option Desk Claim
Option analytics over the SYNTH sample or a permitted chain: Greeks, positionin…
— ○ ⏳ — — — — — —
51988
hrishi2710
A powerful and flexible Datagroom MCP server implementation to read the data an…
— ○ ⏳ — N/A N/A — — —
51989
JXUE0
Professional MCP server for video editing automation with OpenCut.
— ○ ⏳ — N/A N/A — — —
51990
przemyslawzielinski87-debug
akm-bridge Claim
MCP server for AKM v0.8.1, exposing 14 read-only tools via JSON-RPC over stdio …
— ○ ⏳ — N/A N/A — — —
51991
CSOAI-ORG
Persistent memory database for LLM agents with hybrid semantic/keyword search, …
— ○ ⏳ — N/A N/A — — —
51992
Va1bhav512
Reverse-engineers design videos and images into structured frontend implementat…
— ○ ⏳ — N/A N/A — — —
51993
chainraydev
ChainRay Claim
The most complete blockchain data and intelligence service for AI agents. 78 to…
— ○ ⏳ — — — — 81 —
51994
elphiene
A read-only MCP server that lets Claude read and search emails from Thunderbird…
— ○ ⏳ — N/A N/A — — —
51995
satanas66
Enables LLMs to securely interact with MongoDB, GitHub, and a sandboxed file sy…
— ○ ⏳ — N/A N/A — — —
51996
btholath
Enables retrieval of annuity client data, payout calculations, and portfolio an…
— ○ ⏳ — N/A N/A — — —
51997
aliphi
An MCP server for TouchDesigner that lets you control TouchDesigner with Claude
— ○ ⏳ — N/A N/A — — —
51998
clauxel
A paid remote MCP for CodeG, built to return verdicts, receipts, usage logs, an…
— ○ ⏳ — — — — — —
51999
abdullahMASHUK
Enables AI agents to perform file operations and sharing management on NextClou…
— ○ ⏳ — — — — — —
52000
andraderaul
Provides real-time access to League of Legends esports data including live matc…
— ○ ⏳ — — — — — —
Showing 51951–52000 of 69182 servers