MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52951
LostSyscall
py-sandbox Claim
Enables AI agents to execute arbitrary Python code securely in a sandboxed envi…
52952
piprail
PipRail Claim
A budget-bound x402 payment wallet for AI agents: it autonomously pays HTTP 402…
N/A N/A
52953
KannanSudhakaran
Enables querying Chess.com player profiles and stats using the Chess.com API.
52954
Simoon896
An MCP server that enables conversational interaction with Wazuh SIEM, allowing…
52955
TGLEEEE
tgbot-mcp Claim
A trusted, open-source MCP server for Telegram that enables LLMs to send messag…
52956
VP0COM
vp0-mcp Claim
Search & import free iOS app-design starters from VP0 into your AI builder.
N/A N/A
52957
naman-monga-tf
Exposes basic calculator tools (add, subtract, multiply, divide) and validates …
52958
AviadP
Records browser interactions (clicks, DOM mutations, console logs, JS errors) v…
N/A N/A
52959
slnquangtran
GraphHub Claim
Transforms codebases into a knowledge graph for AI agents, enabling semantic se…
N/A N/A
52960
shenjian8628
AI growth agent for technical founders. Generate and distribute content from yo…
N/A N/A 95
52961
kevin-valerio
Enables users to interact with AFL++ for fuzzing workflows, including creating …
N/A N/A
52962
wenyue
Exposes app-registered tools as an MCP server for OpenClaw, forwarding actual t…
52963
medieage
Query MCP Claim
Enables IDE access to Supabase databases with SQL query execution, schema manag…
N/A N/A 95
52964
axonempire
Provides filesystem access to Claude via the MCP protocol, enabling local file …
N/A N/A
52965
danielnguyenfinhub
Video MCP Claim
A local MCP server that gives Claude Desktop full video editing capabilities vi…
N/A N/A
52966
Johnny-Martinez
MCP server providing tools to verify task completion (tests pass and changes ma…
N/A N/A
52967
eleva
MCP server for booking and date-utility tools, deployed on AWS Lambda, supporti…
52968
mreedr
repo-sdk-mcp Claim
Exposes functions to get the current working directory and review git diffs bef…
N/A N/A
52969
ghchinoy
docstats Claim
MCP server that calculates readability metrics for text, web pages, and PDFs, p…
52970
Maheidem
Enables Claude to interact with WhatsApp through a unified backend API, providi…
52971
stanley17112000-1yps
**GetCurrentOffer** is a remote MCP server that lets AI agents search live cred…
81
52972
Jakub2841
MCP server for infrastructure discovery and remote management, enabling SSH com…
N/A N/A
52973
P2P-IM
Local MCP server for Direxio chat workflows enabling room search, messaging, an…
52974
shambhavishanbhag1910
A secure, local communication runtime bridge that interfaces a cloud-based Larg…
N/A N/A
52975
fastmcp-me
flights-mcp Claim
An MCP server that provides flight search capabilities using the Aviasales API,…
52976
ninjacazul
Easily expose your Hono API endpoints as MCP tools with minimal configuration, …
52977
jasona7
Enables exploration, explanation, and management of crontab entries, including …
N/A N/A
52978
khawjaahmad
Enables AI coding assistants to control and inspect a live Chrome browser for a…
81
52979
jeromeetienne
mcp-now Claim
Provides tools to get the current date and time, with optional timezone support…
52980
rlgrpe
camoufox-mcp Claim
Enables browser automation with anti-detection features, including navigation, …
N/A N/A
52981
JagadeeshMaroju
AI-driven MCP server for Sitecore XM Cloud authoring, enabling template creatio…
52982
jurislm
coolify-mcp Claim
MCP server for Coolify infrastructure management, providing 45 tools for server…
52983
Thangterter-Pipo
Enables AI agents to manage a Facebook Fanpage via the official Graph API, supp…
52984
JigsawStack
With our real time AI Translation, you can translate any text, & images convers…
N/A N/A 95
52985
osushi-cr
Enables semantic search and progressive loading (L0→L1→L2) of documents from Op…
N/A N/A 95
52986
LegnaOS
An MCP server for the DM3 game engine that enables AI assistants to create, bui…
N/A N/A
52987
hesscl
Provides access to the U.S. Census Bureau Geocoding Services API, enabling geoc…
N/A N/A
52988
alea-institute
folio-mcp Claim
MCP server for FOLIO, the Federated Open Legal Information Ontology. Makes the …
52989
hongikjun11
Integrates with Claude Desktop to provide Korean financial data including stock…
52990
GavinLucas
Manage Docker (containers, images, Compose, Swarm, registries) via the Docker S…
N/A N/A
52991
pipeworx-io
mcp-figshare Claim
Enables searching Figshare research articles, datasets, papers, and posters thr…
52992
bounded-systems
Local, read-only MCP server that provides verified access to bounded.tools' sig…
N/A N/A
52993
velt-js
Provide AI assistants and MCP clients with detailed analytics data about organi…
N/A N/A 95
52994
kannajune
Gives any AI assistant real architectural understanding of a codebase: tech-sta…
N/A N/A
52995
1999AZZAR
Provides advanced Google Custom Search functionality, web content extraction, a…
52996
xeophon
Searches academic references from arXiv, DBLP, Semantic Scholar, and OpenAlex c…
52997
junter1989k-ai
Chile payments for AI agents — Mercado Pago wallet via Mercado Pago. Never hold…
52998
mattias242
Enables LLMs to read, search, and manage emails via IMAP with secure, read-only…
52999
Alig1493
MCP server for the NIST National Vulnerability Database — lets AI assistants se…
53000
MagnusNilsson
Integrates Trello with Claude Code for advanced project planning and task manag…
Showing 52951–53000 of 66502 servers