MCP Server Quality Scores
Independent quality analysis of 69365 public MCP servers
Last updated 2 hours, 38 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 40051 |
Symbols Awakening MCP
Claim
A symbolic reasoning engine that enables symbolic ontology operations through a…
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| 40052 |
Redshift MCP Server
Claim
Enables connecting to Amazon Redshift and executing SQL queries with read-only …
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| 40053 |
Chroma MCP Server
Claim
A Model Context Protocol server for Chroma, enabling AI models to create collec…
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| 40054 |
nova-act-mcp-server
Claim
Exposes Amazon Nova Act browser-automation tools via the Model Context Protocol…
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| 40055 |
gl-mcp-feedback
Claim
A feedback-oriented MCP server with a Web UI for AI development workflows, enab…
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| 40056 |
@parserelay/mcp
Claim
Enables document parsing into structured, confidence-scored fields via the scan…
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| 40057 |
mark-coach-mcp
Claim
Local MCP server that turns Mark Builds Brands' YouTube knowledge into an AI co…
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| 40058 |
av1
Claim
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| 40059 |
Workadu MCP Server
Claim
Enables AI assistants to interact with Workadu data through natural language, m…
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| 40060 |
GeoOntology-MCP
Claim
A geographic ontology layer MCP server that exposes hierarchical relations, top…
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| 40061 |
NarrateAI
Claim
Stop recording your voice. NarrateAI adds professional voiceover to silent scre…
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| 40062 |
A Model Context Protocol server that provides comprehensive GitHub integration …
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| 40063 |
walletap
Claim
Issue and manage Apple Wallet & Google Wallet passes from any AI assistant.
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| 40064 |
wappmcp
Claim
A WhatsApp Web MCP server that enables reading chats, contacts, and messages, a…
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| 40065 |
Praxis
Claim
Gives AI assistants a reliable memory for proven, verified skills, enabling the…
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| 40066 |
mcp-fleet-worker
Claim
Spawn headless OpenCode workers on cheap models to delegate expensive tool-usin…
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| 40067 |
BACnet MCP Server
Claim
A lightweight MCP server that connects LLM agents to BACnet devices for buildin…
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| 40068 |
Dali by Lulu
Claim
The prediction MCP — score your prompt before you generate, so you never waste …
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| 40069 |
A minimalist MCP server that fetches transcripts from YouTube videos using the …
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| 40070 |
Dradis MCP
Claim
Integrates with Dradis Pro to manage projects, vulnerabilities, content blocks,…
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| 40071 |
lmstudio-agent-mcp
Claim
Provides local agent capabilities for LM Studio including file I/O, terminal ex…
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| 40072 |
agent-scheduler
Claim
MCP server for scheduling tasks with cron-like recurring jobs, one-time tasks, …
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| 40073 |
Enables AI assistants to execute Python functions and system commands via Strea…
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| 40074 |
tenth-man-mcp
Claim
Adversarial review system that spawns three independent contrarian reviewers to…
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| 40075 |
PandaDoc MCP Server
Claim
PandaDoc MCP server for creating, sending, signing, and tracking PandaDoc docum…
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| 40076 |
@bsv/mcp
Claim
Provides tools and prompts for Bitcoin SV development, enabling code search, BR…
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| 40077 |
Dichiarino
Claim
Enables AI assistants to help compile the Italian Modello 730 income tax return…
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| 40078 |
Hardened C# Model Context Protocol (MCP) server for MS SQL Server and PostgreSQ…
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| 40079 |
Setell
Claim
Modern quote to cash powered by AI
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| 40080 |
Universal Dev MCP
Claim
Connects Claude AI to any development project (Django, Next.js, Laravel, etc.) …
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| 40081 |
security-scanner-ai-mcp
Claim
Security Scanner Ai automation via MCP. Includes scan dependencies, check heade…
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| 40082 |
Filesystem MCP
Claim
A FastMCP server providing comprehensive file system, Docker, and Git operation…
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| 40083 |
Active Context MCP
Claim
Provides VS Code active editor context (open file, cursor position, selection) …
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| 40084 |
Buddy MCP Server
Claim
MCP server for controlling compatible boards over Bluetooth serial, including D…
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| 40085 |
sourcegraph-mcp
Claim
MCP server exposing Sourcegraph's AI-enhanced code search capabilities to codin…
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| 40086 |
django-mcp-inspector
Claim
Exposes Django runtime information (settings, apps, URLs, models, migrations) a…
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| 40087 |
PlayByKey Music Theory
Claim
Chords, scales, progressions, transposition, and MIDI tools for music theory AI…
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| 40088 |
docs-scraper
Claim
Enables scraping and searching documentation websites using semantic or keyword…
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| 40089 |
Outlook MCP Server
Claim
Provides LLMs with access to Microsoft Outlook email functionality, allowing th…
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| 40090 |
Tether MD
Claim
Enables anchored comments in Markdown files that AI agents can propose changes …
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| 40091 |
Jina MCP Server
Claim
A lightweight MCP server that exposes the web_reader tool via r.jina.ai for rea…
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| 40092 |
Outscraper MCP
Claim
Connects AI agents to Outscraper for business discovery, Google Maps intelligen…
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| 40093 |
acuris-mcp-server
Claim
Address validation, UK postcode lookup (PAF), geocoding & reverse-geocoding in …
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| 40094 |
IzmirMCP
Claim
MCP server for accessing real-time Izmir public transport data (IZBAN, ESHOT, T…
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| 40095 |
BTRFS Snapper MCP
Claim
Enables management of BTRFS snapshots via Snapper and monitoring of BTRFS files…
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| 40096 |
xray-mcp-server
Claim
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| 40097 |
MCP Database Manager
Claim
Enables AI assistants to interact with and manage multiple database types (Post…
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| 40098 |
MCP Server Starter
Claim
A minimal MCP server with calculator and memory store tools, ready to use with …
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| 40099 |
LinkedIn MCP HTTP Server
Claim
MCP server for posting and managing LinkedIn content, supporting personal and c…
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| 40100 |
MCP GitHub CrunchTools
Claim
A secure MCP server for interacting with GitHub issues, pull requests, reposito…
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