MCP Server Quality Scores
Independent quality analysis of 67291 public MCP servers
Last updated 5 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 62201 |
Centia MCP Server
Claim
Exposes the Centia API as MCP tools generated from its OpenAPI spec, enabling n…
|
— | ||||||||
| 62202 |
BestReads MCP Server
Claim
Enables personalized book recommendations by managing reading profiles and pref…
|
— | ||||||||
| 62203 |
whiteboard-mcp-server
Claim
Shared context for multiple Claude Code sessions working on the same project.
|
— | ||||||||
| 62204 |
ContextBolt Bookmarks
Claim
AI-powered recall over your saved bookmarks. It gives Claude semantic search, t…
|
— | ||||||||
| 62205 |
MCP Server Kickstarter
Claim
A CLI tool to scaffold and manage new MCP-compatible server projects with uv, i…
|
— | ||||||||
| 62206 |
hello-server
Claim
Greet anyone with a friendly, customizable message. Tailor tone and format for …
|
— | ||||||||
| 62207 |
Stripe MCP Server
Claim
Enables Claude to integrate with Stripe for creating payment links, processing …
|
— | ||||||||
| 62208 |
telegram-mcp-server
Claim
Enables Claude to interact with Telegram channels and groups through API or web…
|
— | ||||||||
| 62209 |
mcp-current-repo
Claim
A proof-of-concept MCP server that scopes GitHub tools to the current repositor…
|
— | ||||||||
| 62210 |
Enables LLMs to interact with Cloudera AI Workbench APIs for managing files, jo…
|
— | ||||||||
| 62211 |
npmguard
Claim
Pre-install risk gate for npm packages.
Stops AI coding agents from running mal…
|
— | ||||||||
| 62212 |
Binelek MCP Server
Claim
Enables interaction with the Binelek Platform's knowledge graph, search, AI, an…
|
— | ||||||||
| 62213 |
iiq-mcp
Claim
MCP server for SailPoint IdentityIQ 8.5 that enables searching and requesting r…
|
— | ||||||||
| 62214 |
CosTrack MCP
Claim
Enables AI agents to track LLM costs, enforce budgets, compare models, and esti…
|
— | ||||||||
| 62215 |
cognition-wheel
Claim
Enables querying multiple AI models in parallel (Claude, Gemini, O3) and synthe…
|
— | ||||||||
| 62216 |
Augent
Claim
MCP server that turns any audio or video source into structured, searchable int…
|
— | ||||||||
| 62217 |
tree-sitter-analyzer
Claim
An MCP code-intelligence server for AI agents with pre-indexed AST cache, 62 MC…
|
— | ||||||||
| 62218 |
debug-thinking
Claim
Structures debugging processes into a persistent knowledge graph, enabling prob…
|
— | ||||||||
| 62219 |
Joplin MCP Server
Claim
Enables AI assistants to interact with Joplin notes and notebooks, including se…
|
— | ||||||||
| 62220 |
Provides a standardized interface for interacting with Replicate's tools and se…
|
— | ||||||||
| 62221 |
Day One MCP Server
Claim
Read-only MCP server for Day One journal on macOS, enabling search and browsing…
|
— | ||||||||
| 62222 |
SIEMen
Claim
Enables AI agents to read, write, and search security findings, engagement memo…
|
— | ||||||||
| 62223 |
mcp-awareness
Claim
Shared memory for any MCP-compatible AI, enabling cross-platform knowledge pers…
|
— | ||||||||
| 62224 |
Repo Interrogator
Claim
A local-first MCP server that enables AI tools to safely inspect and search cod…
|
— | ||||||||
| 62225 |
GitHub PR Review MCP
Claim
An MCP server that collects Pull Request comments from private GitHub repositor…
|
— | ||||||||
| 62226 |
Provides tools for indexing documents, creating notes, searching content, and e…
|
— | ||||||||
| 62227 |
AI Image Analysis MCP
Claim
Provides AI-powered image analysis using Google Gemini 2.0 Flash, with support …
|
— | ||||||||
| 62228 |
modforge
Claim
Provides deterministic, audit-chain-backed Minecraft symbol migration and versi…
|
— | ||||||||
| 62229 |
@kubova/mcp
Claim
Lets AI agents pack shipping containers using the Kubova calculator, with tools…
|
— | ||||||||
| 62230 |
PageSpeed MCP Server
Claim
Enables AI assistants to perform comprehensive web performance analysis using G…
|
— | ||||||||
| 62231 |
MCP Contractor
Claim
A contract linter for AI agents that uses structured YAML contracts to define d…
|
— | ||||||||
| 62232 |
TunaPay TX Classifier
Claim
Classifies Solana on-chain transactions into tax categories (e.g., swap, stake,…
|
— | ||||||||
| 62233 |
Enables AI assistants to search and explore Databricks AWS documentation throug…
|
— | ||||||||
| 62234 |
mcp-omics
Claim
A Model Context Protocol server that enables retrieval of -omics data from sour…
|
— | ||||||||
| 62235 |
ruru-swbot-mcp
Claim
Enables control of SwitchBot devices by name, reducing the risk of AI misidenti…
|
— | ||||||||
| 62236 |
Memento
Claim
A persistent memory MCP server for AI assistants, storing and retrieving notes …
|
— | ||||||||
| 62237 |
colab-autopilot
Claim
Enables AI agents to autonomously manage Google Colab GPU sessions, submit and …
|
— | ||||||||
| 62238 |
Scrivener MCP Server
Claim
Enables Claude AI to seamlessly interact with Scrivener projects for document m…
|
— | ||||||||
| 62239 |
Outlook MCP Python
Claim
A Python-based MCP server for Microsoft Outlook integration using Microsoft Gra…
|
— | ||||||||
| 62240 |
podcast-summarizer-mcp
Claim
Search and discover YouTube channels via natural language, track them, and summ…
|
— | ||||||||
| 62241 |
jv-idx-mcp
Claim
MCP server exposing Indonesia Stock Exchange (IDX) market data as tools — funda…
|
— | ||||||||
| 62242 |
買屋快搜
Claim
MCP server for searching and querying detailed housing listings in Taiwan, enab…
|
— | ||||||||
| 62243 |
billforward-mcp
Claim
Enables LLMs to interact with Billforward's billing and subscription management…
|
— | ||||||||
| 62244 |
dispatch-mcp
Claim
A security-constrained MCP server that provides tools to dispatch tasks to allo…
|
— | ||||||||
| 62245 |
esolat-mcp
Claim
MCP server providing Malaysian/global prayer times (JAKIM + Aladhan fallback), …
|
— | ||||||||
| 62246 |
Selecchor MCP Server
Claim
Lets Claude read and manage the Selecchor house-tasks app including tasks, hous…
|
— | ||||||||
| 62247 |
universal-mail-mcp
Claim
A cross-platform MCP server that provides Claude with email access via IMAP, su…
|
— | ||||||||
| 62248 |
appstore-mcp
Claim
Enables reading and updating App Store Connect metadata, in-app purchases, scre…
|
— | ||||||||
| 62249 |
Google Docs MCP Server
Claim
A powerful Model Context Protocol (MCP) server implementation for seamless Goog…
|
— | ||||||||
| 62250 |
mystreet
Claim
MCP oracle of reputation for ia agent
|
— | ||||||||