MCP Server Quality Scores

Independent quality analysis of 69070 public MCP servers

69070
Discovered
→
33788
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 58 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
60501
HeyZod
fylings Claim
Search, verify & screen 1M+ African companies + their government contracts acro…
— ○ ⏳ — — — — — —
60502
josephibra
Durable agent-to-agent handoffs and shared scratchpad for multi-agent workflows.
— ○ ⏳ — — — — — —
60503
vinirz
MCP server that exposes a TODO list API to AI assistants, enabling natural lang…
— ○ ⏳ — N/A N/A — — —
60504
AtefAndrus
An MCP server that wraps ripgrep to provide powerful text search, search-and-re…
— ○ ⏳ — N/A N/A — — —
60505
universal-mcp
Provides a standardized interface for interacting with Notion's tools and servi…
— ○ ⏳ — — — — — —
60506
loickaczmarek
mcp-weather Claim
Enables to interact with comprehensive weather data through the MCP protocol, i…
— ○ ⏳ — — — — — —
60507
AnishAchutha05
ARIA Claim
Autonomously researches any topic: searches web, scrapes sources, extracts insi…
— ○ ⏳ — — — — — —
60508
danielJL-altius
Enables shopping at Tiv Taam grocery store through Claude, including recipe par…
— ○ ⏳ — N/A N/A — — —
60509
rschalkrce
Enables LLMs to query the RCE Cultural Heritage SPARQL endpoint using ontology …
— ○ ⏳ — — — — — —
60510
adamgusky
mintqa-mcp Claim
MCP server for Mint — AI-powered QA that runs your app in a real browser on eve…
— ○ ⏳ — — — — — —
60511
machhakiran
Enables AI to save, organize, search, and synthesize research materials using a…
— ○ ⏳ — N/A N/A — — —
60512
bioanywhere
Enables AI assistants to interact with GitLab projects, allowing users to view …
— ○ ⏳ — — — — 81 —
60513
chair15
A comprehensive MCP server that enables AI assistants to control music playback…
— ○ ⏳ — — — — — —
60514
drboden
Enables updating existing Google Drive files in place via Claude, preserving fi…
— ○ ⏳ — — — — — —
60515
waabox
llm-backlog Claim
MCP server for managing a project backlog as Markdown files in Git, enabling AI…
— ○ ⏳ — N/A N/A — — —
60516
abhishekY495
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
— ○ ⏳ — — — — — —
60517
skyttedk
email-mcp Claim
Enables Claude to read, search, draft, send, flag, and move email across multip…
— ○ ⏳ — N/A N/A — — —
60518
spawnpoint-inc
spawnpoint Claim
Deploy the small apps your agent builds: one tool call returns a live, private …
— ○ ⏳ — — — — — —
60519
pytheum
Pytheum MCP Claim
Wraps the four public endpoints on api.pytheum.com as MCP tools so AI agents ca…
— ○ ⏳ — — — — — —
60520
loggy-dev
MCP server for Loggy that enables AI coding assistants to manage heartbeats, st…
— ○ ⏳ — N/A N/A — — —
60521
mayanks
Kuvera MCP Claim
Connects AI assistants to Kuvera mutual fund portfolios, enabling real-time que…
— ○ ⏳ — — — — — —
60522
guanweiqiang
Converts documents between Markdown, PDF, DOCX, and HTML locally with AI-friend…
— ○ ⏳ — N/A N/A — — —
60523
richashworth
tlaplus-mcp Claim
Exposes the TLA+ toolchain (TLC, SANY, PlusCal, TLATeX) as structured JSON tool…
— ○ ⏳ — N/A N/A — — —
60524
alexfrmn
Murmur Claim
Encrypted agent-to-agent messaging for AI agents via NATS JetStream, enabling a…
— ○ ⏳ — N/A N/A — — —
60525
gptForYou
FinData Claim
MCP server providing professional financial data access for LLMs through provid…
— ○ ⏳ — — — — — —
60526
gh33k
Enables Claude to answer natural language questions about your Apple Health dat…
— ○ ⏳ — N/A N/A — — —
60527
zyli5313
dochost Claim
Publish Markdown or HTML to a clean, shareable public link straight from your A…
— ○ ⏳ — — — — — —
60528
cskwork
Provides educational US market analysis by combining exchange rates, stock snap…
— ○ ⏳ — — — — — —
60529
Leov3
Enables managing multiple Odoo instances from a single panel and exposes MCP to…
— ○ ⏳ — — — — — —
60530
sravannerella
An MCP server for MuleSoft Anypoint Platform that enables AI assistants to inte…
— ○ ⏳ — — — — — —
60531
ageorgiev-bg
MCP-demo Claim
MCP server that demonstrates PostgreSQL database interaction, providing a tool …
— ○ ⏳ — N/A N/A — — —
60532
kotinder
roomcomm-mcp Claim
Ephemeral REST chatrooms where AI agents of different owners coordinate on a sh…
— ○ ⏳ — — — — — —
60533
oaslananka
reflow-mcp Claim
A typed Model Context Protocol server that exposes KiCad 10 EDA workflows to la…
— ○ ⏳ — N/A N/A — — —
60534
datacraftdevelopment
Enables Claude to interact with FileMaker databases through the FileMaker Data …
— ○ ⏳ — N/A N/A — — —
60535
covertlabsaus
Colab MCP Claim
Enables AI coding assistants like Claude Code, Cursor, and Codex to share chat …
— ○ ⏳ — N/A N/A — 95 —
60536
mkhanal
DocPulse Claim
DocPulse enables users to distill large documentation into compact, LLM-ready s…
— ○ ⏳ — N/A N/A — 95 —
60537
Aidan-Kay
A browse-first MCP middleware that provides an LLM-friendly catalogue for disco…
— ○ ⏳ — — — — — —
60538
fanghaoling
Multi-model adversarial design review MCP server that distributes design docume…
— ○ ⏳ — N/A N/A — — —
60539
Autostackup
sales Claim
BANT + MEDDIC qualification, ICP scoring, pipeline forecasting & outreach for C…
— ○ ⏳ — N/A N/A — — —
60540
wiroai
Official MCP server for Wiro AI that provides access to hundreds of AI models f…
— ○ ⏳ — — — — 81 —
60541 — ○ ⏳ — N/A N/A — 95 —
60542
inbarajaldrin
omni-kit-mcp Claim
Enables driving Omniverse Kit apps (Isaac Sim, Isaac Lab) over MCP, allowing ag…
— ○ ⏳ — N/A N/A — — —
60543
threadlinqs-cmd
Threadlinqs threat-intelligence MCP — 73 tools: threats, detections, IOCs, acto…
— ○ ⏳ — N/A N/A — — —
60544
Shin-Kyeongsik
A minimal MCP server that provides a single 'hello' tool returning a greeting m…
— ○ ⏳ — — — — — —
60545
Vadosdavos
A Model Context Protocol (MCP) server that provides access to Yandex Metrika an…
— ○ ⏳ — — — — 81 —
60546
Rocketech-Software-Development
Provides accurate meeting transcription with speaker diarization and multilingu…
— ○ ⏳ — — — — — —
60547
DIDA-AI
Hotel Booking MCP Server (Global/AI Edition)
— ○ ⏳ — N/A N/A — — —
60548
SkillfulAgents
DialMCP Claim
Let AI agents place real phone calls from your verified number, with transcript…
— ○ ⏳ — — — — — —
60549
cognis-digital
aegis Claim
MCP server for auditing AI agent permissions and access by scanning for the tri…
— ○ ⏳ — N/A N/A — — —
60550
AojdevStudio
A lightweight MCP server that provides persistent knowledge graph storage for A…
— ○ ⏳ — N/A N/A — — —
Showing 60501–60550 of 69070 servers