MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29776
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 36 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
51951
kirandk
vsfclub Claim
N/A N/A 95
51952
alexandreCyber
Doctrine fiscale française (BOFiP) : recherche, veille et graphe doctrinal. Eta…
51953
RichaG-cyber
Provides six tools including web search, URL fetching, calculator, and note man…
N/A N/A
51954
pipeworx-io
Wraps the Podcast Index API (podcastindex.org) to enable AI agents to search an…
51955
raheb77
A governed MCP server for Saudi open data sources (SAMA, stats.gov.sa, Ministry…
51956
jianzhichun
Enables natural language control of SolidWorks 2024 through MCP, providing 87 t…
N/A N/A
51957
coreyepstein
A Slack MCP server for Claude Code that provides full messaging, channels, sear…
51958
egroup-labs
kept Claim
Search, archive, and recall your AI conversations. ChatGPT, Claude, Gemini, Gro…
N/A N/A
51959
jdug-jadodev
Efficiently loads, caches, and delivers project file context for AI agents usin…
N/A N/A
51960
grncdr
An MCP server that interfaces with the Missive API, enabling Claude to manage e…
51961
eitan3
A multi-account MCP server providing 72 tools for Gmail and Google Calendar, wi…
51962
rocnubie
Nano Banana Pro AI image editor free online. Create, edit, and enhance images b…
N/A N/A
51963
mohamadalhusseinie
OpenMemBrain Claim
OpenMemBrain is the intelligent membrane for AI coding memory. It autonomously …
N/A N/A
51964
pipeworx-io
Provides dataset statistics and release metadata for MyDisease.info, enabling u…
51965
sean-m-sweeney
An automated security audit tool for Google Workspace environments that assesse…
N/A N/A
51966
microsoft
The Power BI Modeling MCP Server brings Power BI semantic modeling capabilities…
N/A N/A
51967
claude-dev-suite
Specialized agents, MCP servers, skills, and a visual dashboard for Claude Code…
N/A N/A
51968
Microck
Comprehensive Discord selfbot MCP server enabling AI assistants to manage messa…
N/A N/A
51969
jnMetaCode
engram Claim
Local, private memory layer for notes and files with temporal reasoning and cit…
N/A N/A
51970
Sperax
MCP server for Sperax DeFi ecosystem that enables AI agents to interact with US…
51971
misaka2f07
calc Claim
N/A N/A 95
51972
tuanknguyen
Enables interacting with Amazon Redshift databases through SQL queries, schema …
51973
wya5217799
simulink-mcp Claim
Give AI agents structured access to Simulink models via the MATLAB Engine for P…
N/A N/A
51974
shaanmajid
Unified access to prediction market data from Kalshi and Polymarket, enabling n…
51975
yama662607
anki-mcp Claim
Enables safe, review-first Anki authoring with tools to inspect structure, crea…
N/A N/A
51976
Rumblingb
Security guardrails for AI agent payments
N/A N/A
51977
dcSpark
Enables Claude to access DeFi data via DefiLlama API, including protocol TVL, c…
51978
mundizzle
mundigital Claim
Exposes a public, read-only professional profile with tools to search resume ev…
51979
caikiji
mcp-ssh Claim
MCP server for SSH remote execution, file transfer, and file editing with autom…
51980
skippedaga
yanifend-mcp Claim
Hosted MCP server for [YaniFend](https://yanifend.com), a WordPress feedback wi…
51981
answerrocket
Connects AI assistants to AnswerRocket's Max AI platform, enabling access to Ma…
51982
patwalls
pulse-mcp Claim
Free MCP server for fetching social media metrics (views, likes, comments) from…
51983
Silicon-Store
Silicon MCP Claim
A Model Context Protocol server for the Silicon Product API that enables search…
51984
Casius999
A zero-data MCP server for LLM fine-tuning, providing 64 tools across 10 dimens…
51985
theastraway
MIND Claim
Personal knowledge graph AI memory. 15 tools, 89 actions. Emotional intelligenc…
N/A N/A 83
51986
warmthengine
AI infrastructure coordination intel: events, connections, profiles, topology, …
51987
alexei-led
A lightweight service that enables AI assistants to execute AWS CLI commands (i…
N/A N/A
51988
thunderbit-com
Thunderbit MCP lets AI agents search, scrape, and extract structured data from …
51989
steiza
Enables asking natural language questions about OpenSSF Scorecard security asse…
51990
owine
Exposes the UniFi Network Integration API as tools for managing sites, devices,…
N/A N/A
51991
mukul-dutt
Check whether AI recommends your brand — mentions, ranks, and citations across …
51992
SyracuseUniversity
Provides a Model Context Protocol interface for managing and monitoring NetApp …
N/A N/A 95
51993
nickshffer
A local-first Graph-RAG system that combines ChromaDB with metadata-based graph…
N/A N/A
51994
lucamarien
A secure MCP server for managing OPNsense firewalls through AI assistants. Prov…
N/A N/A
51995
sunex
*A public MCP server that exposes Sunex Inc's lens and imager catalog to AI a…
81
51996
projectAcetylcholine
Experimental MCP service for Azure AI Search, enabling read and write operation…
N/A N/A
51997
govbase
Govbase Claim
Govbase provides U.S. federal policy data — search bills, executive orders, loo…
81
51998
markov-kernel
Exposes Databricks REST API as MCP tools for managing clusters, jobs, notebooks…
51999
fauguste
MCP Server for BoondManager API - 167 tools, 11 prompts, 21 resources (ERP/CRM)
N/A N/A 95
52000
samscarrow
oracle Claim
Connect to Oracle databases via MCP, providing secure read-only access with sup…
86
Showing 51951–52000 of 54421 servers