MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31834
Scored
2112
Verified
16953
Complete

Last updated 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47951
chepetime
Surfaces your Calibre e-book catalog to Claude via the Model Context Protocol, …
N/A N/A
47952
scott-brereton
avymcp Claim
Provides avalanche forecasts, danger ratings, and field observations for US ava…
47953
Ziforge
Bridges MCP clients to a running SuperCollider IDE, enabling code evaluation, s…
N/A N/A
47954
blueblueeyes
Enables AI models to interact with SiYuan Note systems, allowing management of …
N/A N/A
47955
drolosoft
go-docs-mcp Claim
Multi-format document MCP server — read, search, OCR, and extract from PDF, TXT…
N/A N/A
47956
qmrkt
MCP server for question.market prediction markets on Algorand. Enables market b…
47957
mobileteam102
mcp-chart Claim
N/A N/A 95
47958
gunjanjp
A comprehensive Model Context Protocol (MCP) server that enables Claude and oth…
N/A N/A
47959
dddabtc
ChromeCP Claim
A standalone MCP server for Chrome automation with multi-session support, enabl…
N/A N/A
47960
ssimonsen0202
berserk-mcp Claim
Enables LLMs to answer Berserk observability questions by calling verified KQL …
N/A N/A
47961
sublimnl
ffdecmcp Claim
MCP wrapper for JPEXS Free Flash Decompiler (FFDec) that exposes SWF decompilat…
N/A N/A
47962
MetaBrain-Labs
Converts ComfyUI workflows into MCP tools for AI agents to generate images, vid…
47963
Astatide1337
Orchestrates persistent task graphs and enforces approval policies for MCP-driv…
47964
OITApps
A Model Context Protocol (MCP) server that provides AI agents with seamless acc…
47965
pipeworx-io
Enables querying and exploring Bloomington Open Data catalog with tools for sea…
47966
AiAgentKarl
Enables AI agents to fetch and search news from multiple sources including RSS/…
47967
nqzai
kakunin-mcp Claim
Enables AI agents to self-verify their authorized scope, check risk scores, and…
47968
Rotoslider
A persistent, human-like memory system for AI companions in LM Studio, using SQ…
N/A N/A
47969
marcobazzani
Chromanche Claim
Lets any MCP-capable coding agent drive your real, logged-in Chrome through a l…
N/A N/A
47970
mame0001
sakenowa-mcp Claim
Enables LLMs to search, profile, and compare Japanese sake using a flavor-space…
N/A N/A
47971
martasd
Integrates BusinessMap (formerly Kanbanize) project management capabilities wit…
47972
FRESHSK
Enables AI agents to read, create, and analyze Microsoft OneNote notebooks, sec…
47973
hizml
yapi-mcp Claim
Exposes YApi's API management capabilities to MCP clients, enabling operations …
47974
digitaldrreamer
explee-mcp Claim
MCP server wrapping the Explee B2B data API, enabling AI agents to search compa…
47975
GitSerge-crypto
OTrust issues cryptographic PDRs (Provenance Data Records) — proving a digital …
47976
yyy188
Enables LLM clients to semantically search and query metadata within Jama requi…
N/A N/A
47977
nikira-studio
Agent Core Claim
A local capability layer for AI agents providing persistent memory, credential …
N/A N/A
47978
Scout-AI-Labs
Enables web search, scraping, extraction, and crawling through an MCP interface…
47979
skroes
whisper-mcp Claim
MCP server that provides a transcribe_audio tool to convert voice messages from…
N/A N/A
47980
infamousendeavors
A comprehensive MCP server that enables AI assistants to manage Lunch Money fin…
47981
ssvasan369
A COBOL-based MCP server that provides 7.5% sales tax calculations, demonstrati…
47982
pipeworx-io
sports-feeds Claim
Enables AI agents to browse curated sports news feeds, read feed items, and fet…
47983
MonumentalCloud
Provides domain mock tools (81) and skill VDB search/load/run tools for a Monim…
47984
staruml
Enables creating diagrams or generating code from diagrams in StarUML via promp…
N/A N/A
47985
Filmystar
Provides a durable memory layer for coding agents like Claude Code and Codex by…
N/A N/A
47986
BryceEWatson
Enables AI assistants like Claude to interact with any REST API through typed, …
N/A N/A
47987
OriShmila
A comprehensive MCP server that provides access to Alpha Vantage's financial da…
N/A N/A
47988
IcePanel
Enables interaction with IcePanel for architectural diagram management via MCP …
81
47989
tieubao
A Cloudflare Worker that wraps the Capacities API as a remote MCP server, enabl…
47990
ZeroPointRepo
Zillow MCP for AI agents: property data, Zestimates & listings — 300+ fields pe…
47991
runapi-ai
seedream-mcp Claim
Enables creating, polling, and checking pricing for Seedream image generation t…
47992 N/A N/A 95
47993
brnbio
MCP server for structured Laravel project planning. Scans projects, creates tic…
N/A N/A
47994
A-001-byte
Enables AI-driven CAD operations through natural language, integrating LLM and …
N/A N/A
47995
fortifiedai
Provides live SEC filing events including resolved activist stakes (13D) and ty…
N/A N/A
47996
psyll0n
mcp-examples Claim
Provides reference implementations of MCP servers using FastAPI and FastMCP, in…
47997
eamonboyle
mssql-mcp Claim
An MCP server that enables AI assistants to query and manage Microsoft SQL Serv…
47998
cuolm
Exposes Swiss weather forecast data as MCP tools, including rainfall, sunshine,…
47999
CarlDog
Persistent memory database for LLM agents with hybrid semantic and keyword sear…
N/A N/A
48000
ninjackster
A dependency-free MCP server that reads Reddit through its RSS feeds, enabling …
Showing 47951–48000 of 66518 servers
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