MCP Server Quality Scores

Independent quality analysis of 69224 public MCP servers

69224
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 5 hours, 37 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
48651
turbot
Connects AI assistants to Turbot Guardrails for natural language exploration, a…
— ○ ⏳ — — — — — —
48652
prasanth-personal
Enables Claude AI to securely query live SAP inventory data through Salesforce …
— ○ ⏳ — — — — — —
48653
VanBarbascu
zulip-mcp Claim
MCP server that exposes Zulip REST API tools via SSE, enabling message retrieva…
— ○ ⏳ — N/A N/A — — —
48654
leadbay
LeadClaw Claim
MCP server that enables AI agents to discover and qualify B2B leads from Leadba…
— ○ ⏳ — — — — — —
48655
cmudrc
su2-mcp Claim
Enables interaction with SU2 CFD solver for session lifecycle management, confi…
— ○ ⏳ — N/A N/A — — —
48656
technoriver
chordsynth Claim
Render a chord progression to WAV. Supports 28 named presets or custom chord st…
— ○ ⏳ — N/A N/A — 95 —
48657
Scrape-Technology
abrasio-mcp Claim
MCP server that exposes Abrasio as an agentic browser for AI models, allowing C…
— ○ ⏳ — — — — — —
48658
burakdirin
Query your Apple Health data including sleep, heart rate, steps, workouts, and …
— ○ ⏳ — N/A N/A — — —
48659
quick-sort
llm-wiki-mcp Claim
Enables natural language query and ingestion of wiki knowledge bases built from…
— ○ ⏳ — N/A N/A — — —
48660
kazan-project-manufactory
Enables AI assistants to manage CRM deals and tasks on Aspro Cloud, including C…
— ○ ⏳ — N/A N/A — — —
48661
vaspap1790
jira-mcp Claim
A Model Context Protocol (MCP) server that provides tools for interacting with …
— ○ ⏳ — — — — — —
48662
Kris-Wang05
ibkr-mcp Claim
Enables LLM agents to interact with Interactive Brokers accounts for market dat…
— ○ ⏳ — N/A N/A — — —
48663
cwt
Enables AI assistants to interact with Mercurial repositories, supporting versi…
— ○ ⏳ — — — — — —
48664
predictionmarketspicks
Prediction-market quant tools — expected value, Kelly sizing, Bayesian updating…
— ○ ⏳ — — — — — —
48665
jiahuidegit
A secure remote server management tool based on MCP protocol, supporting SSH co…
— ○ ⏳ — — — — — —
48666
advaitgore
Arbor Claim
AgentPay is the authorization layer between an AI agent and real spending. You …
— ○ ⏳ — — — — 81 —
48667
davep
ngmcp Claim
Enables AI agents to query and browse Norton Guide database files, providing to…
— ○ ⏳ — N/A N/A — — —
48668
BACH-AI-Tools
Enables scraping Walmart product data, including product details, top products …
— ○ ⏳ — N/A N/A — — —
48669
iflow-mcp
Enables secure terminal command execution, directory navigation, and file syste…
— ○ ⏳ — N/A N/A — — —
48670
pipeworx-io
mcp-data-pa Claim
Enables searching and querying Pennsylvania Open Data datasets via the Socrata …
— ○ ⏳ — — — — — —
48671
bsmnyk
An MCP server for generating HTML presentation slides from Markdown content usi…
— ○ ⏳ — — — — 81 —
48672
pawprint0706
Enables blind AI coding models to debug visual bugs by capturing screenshots, a…
— ○ ⏳ — N/A N/A — — —
48673
bounded-systems
Local, read-only MCP server that provides verified access to bounded.tools' sig…
— ○ ⏳ — N/A N/A — — —
48674
orthosie
Give your AI agent access to 150+ translators covering fictional languages, pop…
— ○ ⏳ — — — — 81 —
48675
clemdevlin
Enables GitHub repository operations (list/read files, create branches, commit …
— ○ ⏳ — — — — — —
48676
shanika
mcp-waggle Claim
An MCP server for planning and overseeing the tecture-graph project, giving cod…
— ○ ⏳ — — — — — —
48677
ElliotTheGreek
Turns long-form videos into short-form clips (TikTok/Reels) by reasoning over w…
— ○ ⏳ — N/A N/A — — —
48678
ryanyogan
Fizzy Do MCP Claim
Open-source MCP server that connects AI assistants to Fizzy (Basecamp's task ma…
— ○ ⏳ — — — — — —
48679
jensonChow
Provides free tarot card readings for AI assistants with real deck shuffles, mu…
— ○ ⏳ — — — — — —
48680
heronsec
Heron Claim
Security scanning for AI agent skills, MCP servers, and agent prompts, returnin…
— ○ ⏳ — — — — — —
48681
CidLucas
Enables AI agents to execute tools securely with Docker isolation, tier-based p…
— ○ ⏳ — — — — — —
48682
VodoooFilms
A lightweight, modular MCP server for the Linka ecosystem, providing read-only …
— ○ ⏳ — N/A N/A — — —
48683
udaykakade25
A Model Context Protocol implementation that bridges language models with Linke…
— ○ ⏳ — N/A N/A — 95 —
48684
pipeworx-io
data-sncf Claim
Enables querying SNCF Open Data (train schedules, stations, punctuality, etc.) …
— ○ ⏳ — — — — — —
48685
albertvalleeduval
brain-mcp Claim
Connects claude.ai to a private GitHub repo of markdown files as a personal sec…
— ○ ⏳ — — — — — —
48686
agentaudit-dev
AgentAudit Claim
Security scanner for AI agent packages that enables AI agents to audit MCP serv…
— ○ ⏳ — — — — — —
48687
darksider4all
Romania company registry: search 4.2M businesses by name/CUI, directors, financ…
— ○ ⏳ — — — — — —
48688
sselvara
MCP server built with Mastra that analyses all URLs of a website from a given U…
— ○ ⏳ — N/A N/A — — —
48689
affteamgit
Wraps bitcoincasinokings.com APIs to enable natural language queries for casino…
— ○ ⏳ — — — — — —
48690
beF99
Provides MCP tools to fetch weather forecasts for Israeli cities using browser …
— ○ ⏳ — N/A N/A — — —
48691
stevengonsalvez
todoist Claim
Enables language models to manage Todoist tasks, projects, sections, labels, co…
— ○ ⏳ — N/A N/A — — —
48692
thana0623
Automatically generates and manages a prompts system for software projects, ena…
— ○ ⏳ — N/A N/A — — —
48693
Wave-Engineering
A flight recorder for Claude Code that captures tool calls and observations int…
— ○ ⏳ — N/A N/A — — —
48694
tmdaidevs
Enables full CRUD control of Ontology items in Microsoft Fabric, including enti…
— ○ ⏳ — N/A N/A — — —
48695
coolexer
Enables managing Nokia SR OS devices via NETCONF from Claude Desktop, supportin…
— ○ ⏳ — N/A N/A — — —
48696
shaxzodrashid
Enables AI agents to interact with Telegram via MTProto, supporting high-perfor…
— ○ ⏳ — — — — — —
48697
guardianer9-debug
Enables AI agents to control CST Studio Suite for 3D electromagnetic simulation…
— ○ ⏳ — N/A N/A — — —
48698
Python-Blade
A powerful SQLite-backed expense tracking server built with the Model Context P…
— ○ ⏳ — N/A N/A — — —
48699
radmail-ai
RadMail MCP Claim
An MCP server that provides an email operating system for AI agents, enabling i…
— ○ ⏳ — — — — — —
48700
bramboe
Enables AI assistants to search New York Times Cooking recipes, fetch full reci…
— ○ ⏳ — — — — — —
Showing 48651–48700 of 69224 servers
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