MCP Server Quality Scores
Independent quality analysis of 62662 public MCP servers
Last updated 1 hour, 51 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 33851 |
mcp-fraudlabspro
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Fraud Prevention MCP server using FraudLabs Pro API.
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| 33852 |
AI triage for quantum computing POC proposals. Screens before budget is allocat…
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| 33853 |
brag-fast
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| 33854 |
packet-tracer-mcp
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Enables AI agents to control Cisco Packet Tracer in real time, allowing natural…
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| 33855 |
Duvo MCP
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Governed retail, FMCG, and CPG operational tools: runs, cases, approvals, audit…
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| 33856 |
encrypted-vault-mcp
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Local-first encrypted key-value vault for securely storing and retrieving secre…
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| 33857 |
Kalshi MCP Server
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FastMCP server for Kalshi's Trade API, enabling interaction with prediction mar…
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| 33858 |
Code Context Engine
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Index your codebase. AI searches instead of re-reading files. 94% token savings.
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| 33859 |
vcf-mcp-sddc-vc
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Enables natural language interaction with VMware SDDC Manager and vCenter APIs …
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| 33860 |
Study Database MCP
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An MCP server that provides deterministic math computation (numeric, symbolic, …
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| 33861 |
OpenCoffer
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Enables querying personal finance data including accounts, transactions, spendi…
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| 33862 |
UnityBridge-MCP
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Normalizes heterogeneous trade data (FIX, JSON, CSV) into a unified schema and …
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| 33863 |
solidworks-mcp
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Enables AI (e.g., Claude) to control SolidWorks via natural language, automatin…
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| 33864 |
MCP Gateway
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A Home Assistant custom integration that provides standalone MCP server endpoin…
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| 33865 |
Enables intelligent access to React Native Godot documentation, examples, API r…
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| 33866 |
oig-leie-mcp
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Screens individuals and entities against the OIG LEIE exclusion list, returning…
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| 33867 |
MCPCloud
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A self-hosted MCP gateway that lets you write Python functions and register the…
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| 33868 |
oura-mcp-server
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Enables AI assistants to query Oura Ring health data (sleep, readiness, activit…
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| 33869 |
MCP LTM Server
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A networked long-term memory server that enables AI agents to maintain persiste…
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| 33870 |
salonrunner-mcp
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Enables AI assistants to find, book, and cancel salon appointments via SalonRun…
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| 33871 |
chain-context-mcp
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Provides live cryptocurrency market data including current prices, 24h stats, a…
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| 33872 |
janusmcp
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Local, open-source multi-account MCP broker — one endpoint, every account. Add …
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| 33873 |
authentik-mcp
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MCP server for Authentik identity provider enabling management of users, groups…
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| 33874 |
K8s MCP Server
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A Docker-based MCP server that enables Claude to run Kubernetes CLI tools (kube…
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| 33875 |
mcp-ibge
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Exposes official IBGE data as MCP tools, including Brazilian localities, SIDRA …
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| 33876 |
Gantry
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An MCP proxy and dashboard for Space Molt AI fleets that provides compound tool…
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| 33877 |
wave-mcp
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Provides 54 tools across 10 categories for Wave Accounting, enabling invoicing,…
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| 33878 |
galaxus-mcp
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Enables AI assistants to search products and retrieve detailed information from…
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| 33879 |
agentic-cal
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Unified email and calendar management with AI agent, supporting email operation…
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| 33880 |
discord-dm-mcp
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A tiny MCP server that lets Claude send Discord direct messages through a bot w…
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| 33881 |
Okta MCP Server
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Enables natural language management of Okta organizations, allowing users to pe…
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| 33882 |
mcp-openai-images-audio
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Exposes OpenAI's gpt-image-2 and gpt-image-1.5 to Claude Code as a single tool …
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| 33883 |
mcp
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Stateful OpenAPI sandbox for AI agents to validate API integrations end-to-end.
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| 33884 |
Workflow MCP Server
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Guides agents through structured workflows with predefined steps, allowing for …
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| 33885 |
census-mcp-server
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Query U.S. Census Bureau data, variables, and geography via MCP.
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| 33886 |
MCP-Secrets-Vault
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Enables AI agents and MCP clients to securely store, retrieve, and manage encry…
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| 33887 |
RhinoMCP
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A Rhino MCP Server for AI Agents to create and edit Rhino.
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| 33888 |
travala-mcp
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Remote MCP server for searching, booking, paying, and canceling hotel stays via…
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| 33889 |
gmail-mcp-server
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A production-ready MCP server that connects Claude AI to Gmail, enabling full e…
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| 33890 |
AI memory buyer routing with Forge docs, pricing, paid recommendations, and MCP…
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| 33891 |
ce-mcp
Claim
Enables AI agents to programmatically control Cheat Engine for memory scanning,…
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| 33892 |
mcp-devenv
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An MCP server that gives your AI assistant full awareness of your local dev env…
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| 33893 |
unbiased
Claim
Reads your GitHub profile and provides developer context (stack, projects, expe…
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| 33894 |
mysql-mcp
Claim
Enables AI agents to query and manage MySQL databases through a structured MCP …
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| 33895 |
PDF Inline Image RAG MCP
Claim
Builds searchable SQLite databases from PDFs, preserving inline image locations…
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| 33896 |
standupbot-mcp
Claim
Connects Claude to GitHub activity to generate standup summaries of commits, PR…
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| 33897 |
ahshare-mcp
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Provides real-time and historical Chinese A-share market data, including stock …
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| 33898 |
A2CR
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Save AI-agent handoff checkpoints, WorkStash notes, and WorkThreads in a local …
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| 33899 |
LabelChop MCP Server
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AI tools for MyPost A4 labels, 4x6 thermal printers and LabelChop resources.
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| 33900 |
SDDC AI Assistant
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Enables interaction with VMware SDDC Manager through natural language, exposing…
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