MCP Server Quality Scores
Independent quality analysis of 46347 public MCP servers
Last updated 2 hours, 13 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 46201 |
Dynamic MCP Server
Claim
A flexible, extensible framework for building MCP servers with API key authenti…
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| 46202 |
a-mem-mcp-server
Claim
A memory MCP server with a dual-storage system using ChromaDB and NetworkX DiGr…
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| 46203 |
Enables AI assistants like Claude to interact with Databricks workspaces throug…
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| 46204 |
HERB Lookup
Claim
Map genes, targets, diseases, herbs, and ingredients within the HERB database. …
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| 46205 |
research-mcp
Claim
MCP server for searching, retrieving, and extracting full-text PDFs from arXiv …
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| 46206 |
hw_rag_mcp
Claim
MCP server that indexes a knowledge base into Chroma and provides search tools …
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| 46207 |
ssh-mcp
Claim
An MCP server that gives AI agents SSH access to remote machines through your l…
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| 46208 |
totem
Claim
Totem — talk to your wearables with AI. Today: full Whoop access (48 tools).
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| 46209 |
google_maps_mcp
Claim
Enables querying Google Maps and Places APIs for local businesses and tourist a…
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| 46210 |
Lint AI agent context files (CLAUDE.md, AGENTS.md, etc.) against your actual co…
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| 46211 |
GitLab MCP Server
Claim
A Model Context Protocol (MCP) server for GitLab integration, written in TypeSc…
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| 46212 |
mem-agent-mcp
Claim
MCP server for the driaforall/mem-agent model that enables interaction with an …
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| 46213 |
CourtListener MCP Server
Claim
A comprehensive Model Context Protocol (MCP) server for accessing CourtListener…
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| 46214 |
Arcane MCP
Claim
AI-powered Docker management server that enables natural language control of en…
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| 46215 |
agent-twitter-client-mcp
Claim
Enables AI models to interact with Twitter, including posting tweets, searching…
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| 46216 |
DataHub MCP Server
Claim
Enables AI agents to search, explore data lineage, understand business context,…
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| 46217 |
trane-mcp
Claim
Provides AI agents with read access to Trane Tracer SC+ building automation sys…
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| 46218 |
Kakao Map MCP Server
Claim
Provides location-based place recommendations in South Korea using the Kakao Ma…
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| 46219 |
Cartorio Certidao
Claim
MCP server para gerenciamento de certidoes de cartorio via IA.
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| 46220 |
origin-MCP
Claim
Enables AI assistants to control Origin 2025b for scientific plotting via natur…
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| 46221 |
Artemis MCP Server
Claim
Enables interaction with the Artemis API to retrieve and analyze cryptocurrency…
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| 46222 |
principia-mcp
Claim
Enables Claude to access and search a local Zotero library by querying metadata…
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| 46223 |
Enables Claude Desktop to interact with the VeChain blockchain through natural …
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| 46224 |
MCP server for AI-powered image recognition and description using OpenAI vision…
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| 46225 |
Introducing PQS: The Fastest Way to Get Better Output From Any AI Model. Score …
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| 46226 |
hn-tech-signal-mcp
Claim
Aggregates tech and AI signals from HackerNews, arXiv, Lobste.rs, and GitHub in…
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| 46227 |
DSers MCP Product
Claim
An MCP server that automates importing products from AliExpress, Alibaba, and A…
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| 46228 |
An MCP server that delivers various joke types (Chuck Norris, Dad jokes, etc.) …
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| 46229 |
Memory Vault
Claim
Local-first AI memory layer with hybrid search. Postgres + pgvector. Self-hoste…
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| 46230 |
second-brain MCP
Claim
Self-maintaining knowledge vault: figure-level search, auto-wikilinks, and memo…
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| 46231 |
ADB MCP Server
Claim
A MCP server that enables AI assistants to control Android devices via ADB, sup…
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| 46232 |
taxformatter
Claim
Parse crypto CSVs and bank PDFs into clean transaction data for Koinly, TurboTa…
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| 46233 |
Fast, local VM orchestration (QEMU/KVM) with native MCP support for autonomous …
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| 46234 |
dominion-observatory
Claim
Behavioral trust scoring for MCP servers and AI agents. Live registry tracking …
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| 46235 |
connectwise-manage-mcp
Claim
An MCP server for ConnectWise Manage PSA, enabling management of tickets, proje…
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| 46236 |
Gmail MCP Server
Claim
A Model Context Protocol server for Gmail that lets AI assistants read, send, s…
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| 46237 |
intruder-io
Claim
test
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| 46238 |
pyspark-mcp
Claim
SQL to PySpark conversion, AWS Glue job generation, and Spark code optimization.
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| 46239 |
tenderapi-mcp
Claim
MCP server for French (BOAMP) + EU (TED) public procurement data via TenderAPI.
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| 46240 |
pronote-mcp
Claim
A local MCP server that exposes Pronote (French school management system) data …
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| 46241 |
marketing-analytics-ai-mcp MCP server by MEOK AI Labs
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| 46242 |
Flux MCP Server
Claim
Enables AI agents to create, update, list, and delete tasks on a Kanban board v…
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| 46243 |
log-mcp-server
Claim
A log analysis MCP server that enables tailing, searching, filtering, and summa…
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| 46244 |
MySQL MCP Server
Claim
Read-only access to MySQL databases with query sanitization, Cloud SQL Proxy su…
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| 46245 |
samsung-health-mcp
Claim
Unofficial local-first MCP server for Samsung Health personal-data CSV/ZIP expo…
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| 46246 |
oci-mcp-server
Claim
Enables natural-language access to Oracle Cloud Infrastructure resources, allow…
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| 46247 |
Enables AI assistants to interact with humans through GUI dialogs for text inpu…
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| 46248 |
Novu MCP Server
Claim
Enables AI agents to interact with Novu's notification infrastructure, supporti…
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| 46249 |
Grafana FastMCP Server
Claim
Enables MCP-compatible agents to interact with Grafana instances for searching,…
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| 46250 |
MCP Weather Service
Claim
A weather service built using Model-Context-Protocol (MCP) that provides curren…
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