MCP Server Quality Scores

Independent quality analysis of 69135 public MCP servers

69135
Discovered
→
33833
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 47 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
55901
universal-mcp
A standardized interface for interacting with AWS S3 tools and services through…
— ○ ⏳ — — — — — —
55902
CodeAbra
iai-mcp Claim
Local memory daemon with three-tier storage (episodic/semantic/procedural), vec…
— ○ ⏳ — N/A N/A — — —
55903
xiaobenyang-com
logo-analyze Claim
提取任意网站的最佳Logo链接,方便在页面、卡片或报告中直接使用。分析Logo的尺寸、格式与清晰度,自动挑选最合适的版本。节省查找与比对时间,让你的界面呈现更…
— ○ ⏳ — N/A N/A — 95 —
55904
osherai
Enables AI assistants to query Bullhorn CRM data using natural language through…
— ○ ⏳ — — — — — —
55905
tuantqse90
moltnode-mcp Claim
Enables MCP clients to interact with over 31 blockchain chains through the Molt…
— ○ ⏳ — — — — — —
55906
xyzdevvv
Nuvio-MCP Claim
A framework that helps developers quickly build AI Native IDE products.
— ○ ⏳ — N/A N/A — 95 —
55907
VictoriaMetrics-Community
MCP Server for VictoriaLogs. Provides integration with VictoriaLogs API and doc…
— ○ ⏳ — N/A N/A — 83 —
55908
ilgizar-valiullin
Enables AI agents to perform unified web searches, GitHub, and GitLab searches …
— ○ ⏳ — — — — — —
55909
lazymac2x
Cloudflare Workers MCP server: api-changelog-tracker
— ○ ⏳ — — — — — —
55910
liliangshan
A Model Context Protocol (MCP) server for executing git push operations with fl…
— ○ ⏳ — N/A N/A — — —
55911
masa061580
A local MCP server enabling PubMed, PMC, and iCite API access via stdio for too…
— ○ ⏳ — N/A N/A — — —
55912
dwightpeaster
A local-first MCP server that routes Littlebird daily context into structured O…
— ○ ⏳ — N/A N/A — — —
55913
hello-3ubk
Extract specified key-values and all recognizable structured data from .pdf usi…
— ○ ⏳ — — — — 81 —
55914
karlgil
Enables Claude to interact with Google Docs to list, read, create, search, and …
— ○ ⏳ — — — — 81 —
55915
hooked-so
Enables AI agents to create videos programmatically using the Hooked Video API,…
— ○ ⏳ — — — — — —
55916
salus-ryan
Virtualize Claim
Free, cross-platform VM orchestration for AI workflows with built-in MCP integr…
— ○ ⏳ — N/A N/A — — —
55917
seleniumboot
selenium-mcp Claim
Python MCP server for Selenium WebDriver — 84 tools for browser automation, ele…
— ○ ⏳ — N/A N/A — — —
55918
DoingDog
toolhive-mcp Claim
A hosted HTTP MCP server for Cloudflare Workers that exposes a bundle of tools …
— ○ ⏳ — — — — — —
55919
mountainmystic
Hedera ecosystem intelligence for AI agents. 16 tools, pay per call in HBAR.
— ○ ⏳ — N/A N/A — 90 —
55920
CSOAI-ORG
mifid-ii-ai-mcp Claim 1
MiFID II Article 17 algorithmic trading + RTS 6 testing/risk controls + best ex…
— ○ ⏳ — N/A N/A — 81 —
55921
gautamdsrc
A security layer for MCP wraps any MCP server to add behavioral profiling, LLM-…
— ○ ⏳ — N/A N/A — — —
55922
caddy-mcp Claim 2
MCP server for managing Caddy web servers via the admin API
— ○ — N/A N/A — 81 —
55923
barbaria888
PrismSRE Claim
PrismSRE is an AI-powered Kubernetes troubleshooting agent that uses Google's G…
— ○ ⏳ — — — — — —
55924
pipeworx-io
data-utah Claim
Enables searching and querying Utah Open Data datasets via the Socrata SoQL API…
— ○ ⏳ — — — — — —
55925
astrocal-dev
Astrocal Claim
AI-native scheduling: check availability, book meetings, cancel and reschedule …
— ○ ⏳ — — — — — —
55926
noimank
Provides real-time access to code library documentation and examples through Co…
— ○ ⏳ — — — — 81 —
55927
mr-exitgames
Salt Bridge Claim
An MCP server that gives an agent full cross-VM management of a Qubes OS system…
— ○ ⏳ — N/A N/A — — —
55928
HeurisTech
A Model Context Protocol server that enables AI assistants to create, control, …
— ○ ⏳ — — — — — —
55929
DLeibner
mcplint Claim
Statically audits MCP tool surfaces for token cost, schema quality, and design …
— ○ ⏳ — — — — — —
55930
blwfish
FreeCAD MCP Claim
Control FreeCAD from Claude — 3D modeling, PartDesign, CAM toolpaths, and more …
— ○ ⏳ — N/A N/A — — —
55931
Aurite-ai
Kahuna Claim
A persistent memory MCP server for AI copilots that automatically surfaces rele…
— ○ ⏳ — N/A N/A — — —
55932
negrip
MCP server for connecting to SQL Server in readonly mode. Allows any MCP client…
— ○ ⏳ — N/A N/A — — —
55933
hwandam77
Unified MCP server with 46 tools for AI expert consultations, memory service in…
— ○ ⏳ — N/A N/A — — —
55934
Rastrian
Enables AI clients to manage Discord servers through natural language, offering…
— ○ ⏳ — — — — — —
55935
Agent Guestbook Claim 1
Read and verify the Blue Cloud Cyber agent guestbook, and sign one Ed25519 entr…
— ○ — N/A N/A — 81 —
55936
SlaveOfGod1
Gives AI agents full control over Brave Browser, optimized for local LLMs to en…
— ○ ⏳ — N/A N/A — — —
55937
lazymac2x
Cloudflare Workers MCP server: agent-loop-detector
— ○ ⏳ — — — — — —
55938
Akhilgovind02
Indian stock market: NSE/BSE quotes, fundamentals, mutual fund NAV, F&O chains,…
— ○ ⏳ — N/A N/A — — —
55939
spenserhale
MCP server for AI assistants to interact with Atlassian Jira and Confluence Clo…
— ○ ⏳ — — — — — —
55940
nickcheban
mikrotik-mcp Claim
Provides read-only (with limited address-list management) access to MikroTik Ro…
— ○ ⏳ — — — — — —
55941
SomnathRoyTR
MCP server for downloading images from Figma designs using access tokens. Suppo…
— ○ ⏳ — N/A N/A — — —
55942
SMABoundless
scopus Claim
Search Scopus abstracts, authors, and export citations via Elsevier API
— ○ ⏳ — N/A N/A — — —
55943
Eliya-56
Enables AI assistants to manage Jira issues with full CRUD, transitions, linkin…
— ○ ⏳ — N/A N/A — — —
55944
sumyapp
Enables AI agents to control multiple independent browser instances in parallel…
— ○ ⏳ — N/A N/A — — —
55945
zhama-ai
A TypeScript framework for building Model Context Protocol servers with a decor…
— ○ ⏳ — N/A N/A — — —
55946
naushadraien
A local AI agent system that gives any LLM real access to the filesystem, termi…
— ○ ⏳ — N/A N/A — — —
55947
cloud9
MCP server for HubSpot CRM API integration. 14 tools for managing contacts, c…
— ○ ⏳ — N/A N/A — 95 —
55948
Able-rip
Official BMBrick engine for converting local images into high-fidelity LEGO-sty…
— ○ ⏳ — N/A N/A — — —
55949
mcp-research
MCP server that integrates with Pica to enable seamless interaction with 100+ t…
— ○ ⏳ — — — — — —
55950
acchuang
A remote MCP server deployed on Cloudflare Workers without authentication. Enab…
— ○ ⏳ — — — — — —
Showing 55901–55950 of 69135 servers