MCP Server Quality Scores

Independent quality analysis of 64798 public MCP servers

64798
Discovered
30751
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
30751
mcp-merchant Claim 1
Search-only commerce MCP server backed by Stripe (test)
F 16 35 0 0 47
○ Unscored
30752
alvaroinckot
MCP server that exposes Moleculer.js microservice actions as AI tools, enabling…
30753
charlie-818
A MCP server for tracking AI usage metrics and structured logs across applicati…
N/A N/A
30754
phyous
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
30755
AethereusRiyaAgrawal
Enables Microsoft 365 Copilot to interact with Salesforce through REST APIs, su…
30756
zenkodr
Enables AI agents to interact with Novu's notification infrastructure, supporti…
30757
decksaga
SilentFail Claim
Diagnose MCP servers — health checks, tool testing, token cost audits, conflict…
N/A N/A
30758
ciaran-finnegan
Enables governed agent access to Cortex XSIAM security operations APIs, includi…
30759
kubegrind
Enables reading, searching, sending, and managing AOL Mail emails and folders v…
30760
hobiecunningham
**Agentic Swarm Marketplace** is a hierarchical multi-agent stack for **machine…
81
30761
mrchris2000
Enables automated deployments, environment management, snapshots, and deploymen…
N/A N/A
30762
rucister
A local-first MCP server that provides fast access to OpenEMR wiki pages, users…
N/A N/A
30763
jerry-ai-dev
A pluggable, observable modular RAG framework exposing tools via MCP protocol f…
30764
new-usemame
A Model Context Protocol server that exposes Sonarr, Radarr, Lidarr, and Jellyf…
30765
AKzar1el
Query Google News RSS feeds and search interest over time via Google Trends.
N/A N/A
30766
cuber-it
A full-featured MCP server for local development with filesystem, shell, editor…
N/A N/A
30767
runapi-ai
MCP server for Veo 3.1 video generation models, enabling task creation (extend,…
30768
yuiseki
Provides tools for AI models to count characters and words in text, supporting …
30769
Edison-Watch
open-edison Claim
Deterministic agentic data firewall that secures, monitors, and controls AI age…
30770
geekflare
Geekflare Claim
Geekflare MCP server connects your AI agents to the live web for scraping, sear…
30771
GongRzhe
Enables to create and edit Microsoft Visio diagrams programmatically via a stan…
N/A N/A
30772
webboy
MCP server for Bitbucket Cloud that exposes 35 tools covering repositories, pul…
30773
automatalabs
Playwright Claim 1
A Model Context Protocol server providing browser automation capabilities using…
N/A N/A 95
30774
dcaelopre
Enables reading of Aprimo DAM asset metadata, fields, and files through the Apr…
30775
malkreide
An MCP server providing AI-powered access to Open Data from the City of Zurich,…
30776
jinhyunan
MCP server providing deterministic, standards-traceable engineering calculation…
30777
neka-nat
mycobot-mcp Claim
Enables sending pick-and-place instructions to myCobot using object detection v…
N/A N/A
30778
axel-belfort
Web search API for AI agents. Search the web and get structured results: title,…
81
30779
parnerkarsharang
swarmhaul Claim
Multi-agent coordination protocol on Solana. AI agents self-organize into swarm…
81
30780
solitraderbusiness
tsetmc-mcp Claim
An MCP server that provides live Tehran Stock Exchange data, including quotes, …
N/A N/A
30781
DeathGun3344
Enables AI tools to interact with Firefly III personal finance manager through …
30782
zaferdace
Bridge Figma designs to any platform with structured specs for Unity, React, Fl…
30783
vgiri2015
An MCP server that optimizes Apache Spark code using Claude AI, providing intel…
30784
md-riaz
Enables querying Google Search Console and Google Analytics 4 through natural l…
30785
aviddiviner
skillsmcp Claim
Exposes Agent Skills to AI agents as MCP tools, enabling discovery and activati…
N/A N/A
30786
fastmcp-me
Provides web, image, and news search capabilities via the 4get meta search engi…
30787
flaco-source
altium-mcp Claim
Enables querying PCB and schematic data and driving DelphiScript automation in …
N/A N/A
30788
gonzalo-cordova-pou
Enables users to search restaurants, view menus, place orders, and check order …
30789
AlessandroB1989
Passepartout Claim
Enables AI assistants to manage content on self-hosted WordPress sites via the …
30790
toddschilling
Helps AI agents answer XCS221 course logistics questions (e.g., deadlines, paci…
30791
Schoasch
Daily Bitcoin/crypto cycle scoring, on-chain indicators, strategy insights, on-…
30792
qqoqto
Enables AI assistants to query flight routes, real-time flight tracking, weathe…
30793
DozZzeR
HTTP MCP server for TaskFrame that enables AI agents to manage projects, tasks,…
30794
pipeworx-io
Lincoln County GIS — Lincoln County, North Carolina open geospatial data (ArcGI…
30795
digitalpromptmarket-beep
AgentCost Claim
MCP server that analyzes AI agent session logs to find token waste and optimiza…
N/A N/A
30796 N/A N/A 95
30797
Ilm-Alan
claude-tmux Claim
MCP server for orchestrating multiple Claude Code instances via tmux, enabling …
N/A N/A
30798 N/A N/A 95
30799
gatesplan
taskforce Claim
MCP server for AI agents to conduct multi-LLM roundtable discussions, returning…
N/A N/A
30800
xy200303
docs-is-code Claim
Enables document-driven development by automatically detecting Markdown spec ch…
N/A N/A
Showing 30751–30800 of 64798 servers
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