MCP Server Quality Scores

Independent quality analysis of 69365 public MCP servers

69365
Discovered
→
34005
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 38 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
40051
yogimathius
A symbolic reasoning engine that enables symbolic ontology operations through a…
— ○ ⏳ — — — — — —
40052
amitds1997
Enables connecting to Amazon Redshift and executing SQL queries with read-only …
— ○ ⏳ — — — — — —
40053
zwczwczwc
A Model Context Protocol server for Chroma, enabling AI models to create collec…
— ○ ⏳ — — — — — —
40054
madtank
Exposes Amazon Nova Act browser-automation tools via the Model Context Protocol…
— ○ ⏳ — — — — — —
40055
youjunxiaji
A feedback-oriented MCP server with a Web UI for AI development workflows, enab…
— ○ ⏳ — N/A N/A — — —
40056
parserelay
Enables document parsing into structured, confidence-scored fields via the scan…
— ○ ⏳ — — — — — —
40057
ignaciotachini
Local MCP server that turns Mark Builds Brands' YouTube knowledge into an AI co…
— ○ ⏳ — N/A N/A — — —
40058
swamy.fwd
av1 Claim
— ○ ⏳ — N/A N/A — 95 —
40059
workadu
Enables AI assistants to interact with Workadu data through natural language, m…
— ○ ⏳ — — — — — —
40060
kevics1
A geographic ontology layer MCP server that exposes hierarchical relations, top…
— ○ ⏳ — N/A N/A — — —
40061
narrateai
NarrateAI Claim
Stop recording your voice. NarrateAI adds professional voiceover to silent scre…
— ○ ⏳ — — — — 81 —
40062
wulfitect
A Model Context Protocol server that provides comprehensive GitHub integration …
— ○ ⏳ — — — — 81 —
40063
ivangr1
walletap Claim
Issue and manage Apple Wallet & Google Wallet passes from any AI assistant.
— ○ ⏳ — N/A N/A — 83 —
40064
vaibhavpandeyvpz
wappmcp Claim
A WhatsApp Web MCP server that enables reading chats, contacts, and messages, a…
— ○ ⏳ — N/A N/A — — —
40065
NORTHTEKDevs
Praxis Claim
Gives AI assistants a reliable memory for proven, verified skills, enabling the…
— ○ ⏳ — N/A N/A — — —
40066
alexgenovese
Spawn headless OpenCode workers on cheap models to delegate expensive tool-usin…
— ○ ⏳ — N/A N/A — — —
40067
ezhuk
A lightweight MCP server that connects LLM agents to BACnet devices for buildin…
— ○ ⏳ — — — — — —
40068
Lulu-The-Narwhal
Dali by Lulu Claim
The prediction MCP — score your prompt before you generate, so you never waste …
— ○ ⏳ — — — — — —
40069
Milor123
A minimalist MCP server that fetches transcripts from YouTube videos using the …
— ○ ⏳ — — — — — —
40070
LiterallyBlah
Dradis MCP Claim
Integrates with Dradis Pro to manage projects, vulnerabilities, content blocks,…
— ○ ⏳ — — — — — —
40071
oemoem12
Provides local agent capabilities for LM Studio including file I/O, terminal ex…
— ○ ⏳ — — — — — —
40072
nyx-builds
MCP server for scheduling tasks with cron-like recurring jobs, one-time tasks, …
— ○ ⏳ — N/A N/A — — —
40073
nik-red
Enables AI assistants to execute Python functions and system commands via Strea…
— ○ ⏳ — N/A N/A — — —
40074
keeganthewhi
Adversarial review system that spawns three independent contrarian reviewers to…
— ○ ⏳ — N/A N/A — — —
40075
PandaDoc
PandaDoc MCP server for creating, sending, signing, and tracking PandaDoc docum…
— ○ ⏳ — — — — — —
40076
bsv-blockchain
@bsv/mcp Claim
Provides tools and prompts for Bitcoin SV development, enabling code search, BR…
— ○ ⏳ — N/A N/A — — —
40077
gsaccardi
Dichiarino Claim
Enables AI assistants to help compile the Italian Modello 730 income tax return…
— ○ ⏳ — N/A N/A — — —
40078
herotech101
Hardened C# Model Context Protocol (MCP) server for MS SQL Server and PostgreSQ…
— ○ ⏳ — N/A N/A — — —
40079
Setell-AI
Setell Claim
Modern quote to cash powered by AI
— ○ ⏳ — — — — — —
40080
kallusuvaidyam
Connects Claude AI to any development project (Django, Next.js, Laravel, etc.) …
— ○ ⏳ — — — — — —
40081
CSOAI-ORG
Security Scanner Ai automation via MCP. Includes scan dependencies, check heade…
— ○ ⏳ — N/A N/A — — —
40082
sandraschi
A FastMCP server providing comprehensive file system, Docker, and Git operation…
— ○ ⏳ — N/A N/A — — —
40083
yuichisuzuki0601
Provides VS Code active editor context (open file, cursor position, selection) …
— ○ ⏳ — N/A N/A — — —
40084
johnsnow-nam
MCP server for controlling compatible boards over Bluetooth serial, including D…
— ○ ⏳ — N/A N/A — — —
40085
akbad
MCP server exposing Sourcegraph's AI-enhanced code search capabilities to codin…
— ○ ⏳ — N/A N/A — — —
40086
StuartMacKay
Exposes Django runtime information (settings, apps, URLs, models, migrations) a…
— ○ ⏳ — N/A N/A — — —
40087
DigitalBrewLLC
Chords, scales, progressions, transposition, and MIDI tools for music theory AI…
— ○ ⏳ — N/A N/A — — —
40088
Qvakk
docs-scraper Claim
Enables scraping and searching documentation websites using semantic or keyword…
— ○ ⏳ — N/A N/A — — —
40089
bina165
Provides LLMs with access to Microsoft Outlook email functionality, allowing th…
— ○ ⏳ — N/A N/A — — —
40090
tether-md
Tether MD Claim
Enables anchored comments in Markdown files that AI agents can propose changes …
— ○ ⏳ — N/A N/A — — —
40091
kh-54
A lightweight MCP server that exposes the web_reader tool via r.jina.ai for rea…
— ○ ⏳ — — — — — —
40092
outscraper
Connects AI agents to Outscraper for business discovery, Google Maps intelligen…
— ○ ⏳ — — — — — —
40093
Acuris-GmbH
Address validation, UK postcode lookup (PAF), geocoding & reverse-geocoding in …
— ○ ⏳ — N/A N/A — — —
40094
halilcengel
IzmirMCP Claim
MCP server for accessing real-time Izmir public transport data (IZBAN, ESHOT, T…
— ○ ⏳ — — — — — —
40095
danielrosehill
Enables management of BTRFS snapshots via Snapper and monitoring of BTRFS files…
— ○ ⏳ — N/A N/A — — —
40096 — ○ ⏳ — N/A N/A — 95 —
40097
code-alchemist01
Enables AI assistants to interact with and manage multiple database types (Post…
— ○ ⏳ — N/A N/A — — —
40098
Quartalis
A minimal MCP server with calculator and memory store tools, ready to use with …
— ○ ⏳ — N/A N/A — — —
40099
org-mobicycle
MCP server for posting and managing LinkedIn content, supporting personal and c…
— ○ ⏳ — — — — — —
40100
crunchtools
A secure MCP server for interacting with GitHub issues, pull requests, reposito…
— ○ ⏳ — — — — — —
Showing 40051–40100 of 69365 servers
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