MCP Server Quality Scores

Independent quality analysis of 69007 public MCP servers

69007
Discovered
→
33753
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 54 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
64951
Code-Fundi
CodeFundi MCP server for codebase mapping and blast-radius analysis.
— ○ ⏳ — N/A N/A — — —
64952
gujung9139
sebit-mcp Claim
— ○ ⏳ — N/A N/A — 95 —
64953
5aab
An interactive color picker that renders as a UI inside MCP-compatible hosts li…
— ○ ⏳ — — — — — —
64954
mbrown1837
Enables comprehensive WordPress and Elementor management through 60 powerful to…
— ○ ⏳ — — — — 81 —
64955
bgauryy
Enables AI assistants to intelligently search and explore local file systems us…
— ○ ⏳ — N/A N/A — 95 —
64956
Rakeshpatel87p
Integrates Kadmia's JavaScript learning platform with AI assistants to provide …
— ○ ⏳ — — — — — —
64957
D4D25A
PyPen MCP Claim
Enables LLM-powered browser automation and security testing with features like …
— ○ ⏳ — N/A N/A — — —
64958
axel-belfort
Image resize and format conversion API for AI agents. Resize images from URL: c…
— ○ ⏳ — — — — 81 —
64959
synthaicode
XRefKit MCP Claim
Read-only MCP server that serves inactive definitions from XRefKit repositories…
— ○ ⏳ — — — — — —
64960
spritelutsk
Enables querying and interacting with 1C:Enterprise databases via COM connectio…
— ○ ⏳ — N/A N/A — — —
64961
uno-km
A Model Context Protocol server integrating developer tools including Git contr…
— ○ ⏳ — — — — — —
64962
markswendsen-code
mcp-coinbase Claim
Browser-automated MCP server for Coinbase crypto exchange, enabling live prices…
— ○ ⏳ — N/A N/A — — —
64963
utsavagg2007
Enables drafting, formatting, analyzing, and publishing LinkedIn posts directly…
— ○ ⏳ — N/A N/A — — —
64964
manasvisharma-YAI
Enables deployment of a remote MCP server on Cloudflare Workers without authent…
— ○ ⏳ — N/A N/A — — —
64965
TingdeLiu
quant.ai Claim
MCP server for US stock quant research that provides explainable ratings, suppo…
— ○ ⏳ — N/A N/A — — —
64966
ravnltd
Muninn Claim
Provides persistent memory for AI coding agents via MCP, allowing them to recal…
— ○ ⏳ — — — — — —
64967
juvantlabs
Model Context Protocol server wrapping Microsoft Graph API for OneDrive, ShareP…
— ○ ⏳ — — — — — —
64968
CSOAI-ORG
quiz-generator-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
64969
cevatkerim
Enables LLMs to safely execute code in isolated Docker containers with resource…
— ○ ⏳ — N/A N/A — — —
64970
musadev147
A production-ready MCP server with tools for weather, calculator, and mock data…
— ○ ⏳ — — — — — —
64971
AltriaPendragon49
Provides protein family, domain, and functional annotation using InterProScan, …
— ○ ⏳ — — — — — —
64972
Rishi625
Monitors ML models in production for data drift and performance degradation, pr…
— ○ ⏳ — N/A N/A — — —
64973
smoothiekanoble
Enables Poke to read and update today's HabitTracker habits via Supabase, with …
— ○ ⏳ — N/A N/A — — —
64974
keithagroves
Enables creating high-performance MCP servers using Bun and Elysia, exposing re…
— ○ ⏳ — — — — — —
64975
SnipMCP
thinchain Claim
MCP server that sanitizes bad broker data and compresses options chains 95% for…
— ○ ⏳ — N/A N/A — — —
64976
dlt-hub
It gives Claude Code, Cursor, and Codex structured workflows and an MCP server …
— ○ ⏳ — N/A N/A — — —
64977
tumourlove
Indexes Unreal Engine source code into a local database, providing AI coding as…
— ○ ⏳ — N/A N/A — — —
64978
cubicecho
A server that serves reusable markdown skills (instructions, playbooks, referen…
— ○ ⏳ — — — — — —
64979
malkreide
MCP server connecting AI models to Swiss Federal Food Safety and Veterinary Off…
— ○ ⏳ — — — — — —
64980
encoded-evolution
A lightweight MCP server that accepts event envelopes, maps them to configurabl…
— ○ ⏳ — N/A N/A — — —
64981
morrow-addref
LSP-MCP Claim
Minimal MCP server bridging a Roslyn C# language server to AI agents, exposing …
— ○ ⏳ — N/A N/A — — —
64982
arvindg4u
Brings DuckDuckGo search (web, news, images, videos) to any MCP-compatible AI c…
— ○ ⏳ — — — — — —
64983
ruco-ai
xtage Claim
Provides Claude with persistent, semantic knowledge of a codebase across sessio…
— ○ ⏳ — N/A N/A — — —
64984
DylanCodyBrown
aimm-mcp Claim
Local MCP server for AI Model Manager that captures SQL data-model metadata and…
— ○ ⏳ — N/A N/A — — —
64985
babosina
LibraryMCP Claim
A library management MCP server supporting book search, member management, and …
— ○ ⏳ — N/A N/A — — —
64986
kauzy7
Enables searching and browsing the entire F5 AI Security documentation using TF…
— ○ ⏳ — — — — — —
64987
balakumardev
Unlimited, session-authenticated web search and fetch for AI tools using your o…
— ○ ⏳ — N/A N/A — — —
64988
leesgit
Self-learning macOS automation MCP server that remembers successful patterns an…
— ○ ⏳ — N/A N/A — — —
64989
hjxxlogic
An MCP server for reading and querying FSDB waveform files, enabling AI assista…
— ○ ⏳ — N/A N/A — — —
64990
write-space
Writespace Claim
Persistent docs and memory for AI agents. Writespace is a collaborative markdow…
— ○ ⏳ — — — — — —
64991
softvoyagers
pagedrop-api Claim
Free instant HTML hosting API with paste, file upload, and ZIP deploy support. …
— ○ ⏳ — — — — 95 —
64992
aegis-dq
aegis-dq Claim
Agentic data quality framework that runs structured rules against warehouses (D…
— ○ ⏳ — N/A N/A — — —
64993
getobyte
An MCP server that provides persistent long-term memory for AI agents via local…
— ○ ⏳ — — — — — —
64994
rrupesh
Defensive credential-exposure auditor for GKE that inventories workload identit…
— ○ ⏳ — — — — — —
64995
bescka
Enables AI assistants to read unread Gmail emails and create draft replies, wit…
— ○ ⏳ — N/A N/A — — —
64996
MichaelGNielsen
Enables fetching and managing dad jokes with tools for random jokes, multiple j…
— ○ ⏳ — — — — — —
64997
noesskeetit
Turns an Obsidian vault into semantic memory for coding agents, providing read-…
— ○ ⏳ — N/A N/A — — —
64998
jsconiers
A free, key-less MCP server for querying U.S. federal spending data from USAspe…
— ○ ⏳ — — — — — —
64999
WenZhimo
Provides font subsetting and web-font generation tools (split_font, split_font_…
— ○ ⏳ — N/A N/A — — —
65000
elvismusli
Find, inspect and install reviewed reusable AI-agent capabilities from superski…
— ○ ⏳ — — — — — —
Showing 64951–65000 of 69007 servers