MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32326
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
55601
alexalexalex222
A referee for self-improving AI agent loops that mines past sessions, improves …
N/A N/A
55602
bkuri
Enables AI agents to search, browse, and recommend tools from the Hermes Agent …
N/A N/A
55603
trendsmcp
MCP server providing news article mention volume data, weekly series, growth pe…
55604
reposkein
Deterministic code-graph (GraphRAG) over your repo for LLM agents — local-first…
N/A N/A
55605
cyanheads
Search 19.4M Smithsonian Open Access objects, get CC0 images, find cross-collec…
55606
Goodeye-Labs
Goodeye Claim
Design, save, and run outcome-aligned AI workflows and verifiers, with reliable…
55607
bpolania
Bulwark Claim
AI agent governance: content scanning, audit logs, policy evaluation, session m…
N/A N/A 83
55608
ZibZob3000-gh
Enables AI agents to create, read, and manipulate Excel workbooks without Micro…
81
55609
universal-mcp
Provides a standardized interface for interacting with Google Drive tools and s…
81
55610
joonho-wowpocket
mcp-server Claim
N/A N/A 95
55611
m3m0ng
proxmox-mcp Claim
A Python MCP server for Proxmox VE that lets AI agents read cluster status, pow…
N/A N/A
55612
IngoKiy
Enables comprehensive interaction with Airtable databases through MCP for ChatG…
81
55613
abl030
An MCP server that gives AI agents full control over pfSense firewalls via the …
55614
rj9884
Connects AI tools to local dev servers, enabling them to view pages, call APIs,…
N/A N/A
55615
progrmoiz
yt Claim 1
An MCP server that provides YouTube data access without API keys or quotas. It …
N/A N/A 95
55616
memebo-at
memeboat-mcp Claim
Search 25,000+ meme templates and create shareable memes on memebo.at. Free, an…
55617
vanekyj
licensing Claim
MCP-native software license keys for AI-built apps — EARLY ACCESS (waitlist, no…
55618
GianBaeza
Analyzes GitHub repositories and provides advanced optimization recommendations…
55619
schwarztim
Enables AI assistants to manage Empire listeners, stagers, agents, modules, and…
55620
beatshon
MCP server that wraps VS Auto Trend API to provide trend data and concept brief…
55621
meovan07
An MCP server that makes backend API requests and packages request+response pai…
N/A N/A
55622
madasor
A Model Context Protocol server that enables AI assistants to request user feed…
N/A N/A 95
55623
littlebearapps
outlook-mcp Claim
Microsoft Outlook MCP server — 20 tools for email, calendar, contacts, and sett…
N/A N/A 83
55624
speakeasy-api
A lightweight, domain-agnostic hybrid search engine for markdown corpora, expos…
55625
Logitale
Generate crypto QR codes (BTC, ETH, SOL, USDC, USDT, EURC) and manage payment s…
N/A N/A
55626
MikeCase
arcane-mcp Claim
Exposes Arcane Docker management capabilities to AI agents, covering containers…
55627
tsbr007
postgres-mcp Claim
MCP server for PostgreSQL database management, enabling AI-assisted schema expl…
55628
racy
l324 Claim
N/A N/A 95
55629
bgrgndzz
Enables querying and analyzing Datadog logs through search, aggregation, and in…
N/A N/A
55630
ibmbpm
Enables AI agents to integrate with IBM Business Automation Workflow by exposin…
N/A N/A
55631
Intuition-Lab
Persome Claim
Local-first personal memory and model server for trusted MCP agents on macOS.
N/A N/A
55632
SID1ART
agentfetch Claim
An open-source web retrieval MCP server that fetches, crawls, and searches the …
N/A N/A
55633
OriShmila
Integrates with YouTube's Data API to enable video search, detailed video infor…
55634
gomission
Mission MCP Claim
Trust Graduation gate for AI agents: visible approval ceremonies and receipt-ba…
55635
ehukaimedia
Enables AI agents to manage Google Tag Manager, Google Search Console, and Goog…
81
55636
neverMEH
An MCP server that provides Claude Desktop access to SmartScout's Amazon market…
55637
AmericasSuretyBonds
surety-bonds Claim
Surety Bond Encyclopedia: search 6,900+ U.S. surety bond requirements, all 50 s…
55638
yhgun31
erpdevdb Claim
N/A N/A 95
55639
caitlyn-ai
Exposes OpenAPI specifications as queryable documentation resources for LLMs, e…
55640
Ola-Yeenca
ContextBank Claim
ContextBank is a local-first personal context layer that stores links, files, a…
N/A N/A
55641
c64dos-png
Deterministic SVG perception for LLM agents — measures, never guesses. MCP serv…
N/A N/A
55642
palmzamak2547
arnfa-mcp Claim
Enables AI agents to plan weather-aware trips across Thailand by providing real…
55643
sirmos
Enables benchmarking and inference of LLMs on Arm64 cloud instances with Kleidi…
55644
YV17labs
GhostDesk Claim
Give any AI agent a full desktop — it sees the screen, clicks, types, and runs …
N/A N/A 81
55645
aristath
Provides live Greek weather data from EMY, including forecasts, alerts, marine …
55646 N/A N/A 95
55647
clihub Claim 1
Convert any CLI binary to an MCP server via `ch mcp wrap`; discover CLI tools &…
N/A N/A 81
55648
jurislm
MCP server providing 19 tools to manage AI agent checkpoints and sessions via t…
N/A N/A
55649
giauphan
Ultra-lightweight, local-first MCP server for AI-powered code intelligence, pro…
55650
EtanHey
VoiceLayer Claim
VoiceLayer MCP server enables AI coding assistants to speak and hear via local,…
N/A N/A
Showing 55601–55650 of 67226 servers