MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 49 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
49951
anomalous3
macbot-mcp Claim
Enables AI agents to control macOS applications through the Accessibility API, …
N/A N/A
49952
harshil1712
Enables AI agents to browse restaurants and menus for free, and place orders wi…
49953
Pastarafian
VegaMCP Claim
A production-grade MCP server providing an autonomous AI agent swarm, persisten…
N/A N/A
49954
lazymac2x
form-backend Claim
Cloudflare Workers MCP server: form-backend
49955
shaoyun
A TypeScript MCP server that gives text-only LLMs image understanding through S…
49956
osborn1997
Enables AI assistants to interact with Instagram and Facebook accounts through …
81
49957
jgkme
MCP server for generating, editing, and processing images via multiple provider…
49958
duy0699cat
Automates WorldQuant BRAIN alpha research workflows, including simulation, refe…
N/A N/A
49959
LogicStamp
MCP server that provides AI assistants with structured access to codebases via …
N/A N/A
49960
sgateway
A local stdio MCP server that enables coding agents to discover credential hand…
N/A N/A
49961 N/A N/A 95
49962
juananpe
Provides tools for searching and downloading images using Google Image Search A…
N/A N/A
49963
SusuTawar
ragi Claim
Local-first RAG indexing and semantic search MCP server. Enables document retri…
N/A N/A
49964
ryanperkins
Manos MCP Claim
A Model Context Protocol server for ad-hoc UI testing of Android and iOS apps, …
N/A N/A
49965
SrAndres629
An institutional-grade algorithmic trading platform that bridges MetaTrader 5 w…
N/A N/A
49966
rusnetru
MCP server for interacting with Yandex Cloud AI Studio, enabling chat, text gen…
N/A N/A
49967
gvarikaa
Audits any YouTube channel against its own history. Every claim carries its sam…
49968
quazi1622
PureRef MCP Claim
Enables AI assistants to create PureRef reference boards from local images and …
N/A N/A
49969
Lakshmi-Chakradhar-Vijayarao
Epistemic guard for AI coding: tracks uncertain values and blocks writes until …
N/A N/A
49970
rymi-live
@rymi/mcp Claim
Lets any MCP-capable AI client create and manage AI voice agents without writin…
49971
molpass
mcp-bible Claim
MCP server for Bible study, providing multi-version verse lookup, keyword/seman…
N/A N/A
49972
AgentBridge-Lab
AI agents can search and match Korean space, aerospace, and defense R\&D suppor…
49973
WillyWilley
Enables users to assess condensation and mold risk for building surfaces using …
49974
chestnutforty
Provides access to Google Trends search interest data with backtesting support,…
81
49975
smithery-ai
Browser automation server that enables interaction with web pages, taking scree…
N/A N/A 95
49976
SolidKeyAB
OneLore Claim
Shared project context for AI agents and teams: docs, tasks, and messages that …
49977
svallory
Enables AI agents to directly manipulate Jupyter Notebook cells and structure t…
N/A N/A
49978
AndroidPoet
rndocs Claim
Search and read React Native documentation offline from the terminal.
N/A N/A
49979
vapvarun
Enables AI assistants to automate Basecamp operations including project managem…
N/A N/A
49980
charlesmooredev
This MCP server enables Claude to speak summaries, announcements, and explanati…
N/A N/A
49981
HarshitR2004
Membrane Claim
An MCP server that gives AI agents persistent, verifiable memory by storing con…
49982
tepesama
Reprise Claim
Un-flattens flat AI designs into editable layers with bit-perfect reproduction …
49983
MCP-Mirror
Enables image generation using Google's Gemini 2 API with customizable paramete…
81
49984
Zhachory1
A local codebase retrieval tool that indexes a git repository into SQLite and p…
N/A N/A
49985
malkreide
MCP server for Swiss federal geodata -- maps, elevation, geocoding, cadastral e…
49986
Roam-Research
Roam MCP Claim
MCP server for Roam Research that enables AI assistants like Claude and Cursor …
N/A N/A
49987
krwhynot
A lightweight MCP server that provides 8 essential Supabase database management…
49988
Tyler-Irving
garmin-mcp Claim
Enables Claude to access and query your Garmin Connect data, including sleep, a…
49989
CatholicOS
Provides access to Roman Catholic Liturgical Calendar data, enabling retrieval …
49990
RuiciroRS
mithra-mcp Claim
Turns a one-person, multi-project workspace into state an agent can reason over…
N/A N/A
49991
Asaduzzamanhimel
Mockloop MCP Claim
An Intelligent Model Context Protocol server that generates mock servers from O…
81
49992
dmarsters
Generates formal string diagram visualizations of Lushy brick compositions, ena…
N/A N/A
49993
test260325
test_zikim Claim
81
49994
CentralInfraCore
Enables cross-session memory, weighting, and factory/PR/artifact linking for CI…
N/A N/A
49995
cbuntingde
An enhanced Model Context Protocol (MCP) server implementing the Ralph Wiggum t…
81
49996
assistance-micro-design
Zileo Docs Claim
MCP server for indexing, semantic search, and generation of multi-format docume…
N/A N/A
49997
MCP-Mirror
Enables seamless interaction with Azure DevOps for managing Git repositories, b…
81
49998
fastmcp-me
Enables natural language querying and management of Snowflake databases, includ…
49999
TunnelMind
Scry Claim
Free IPv4 lookups against a distributed attacker-observation corpus.
50000
depyler-mcp Claim 2
MCP server for Depyler: Python-to-Rust transpiler with analysis and verificatio…
N/A N/A 81
Showing 49951–50000 of 66502 servers
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