MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 3 hours, 57 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 44701 |
Mashov MCP Server
Claim
Enables interaction with the Mashov school management system API, allowing retr…
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| 44702 |
Enforces pre-trade planning discipline by checking entry, stop, target, and ris…
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| 44703 |
hoton-mcp
Claim
Enables AI agents to purchase Telegram Stars, Premium, and TON top-ups by build…
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| 44704 |
Google Tasks MCP Server
Claim
Enables managing Google Tasks (list, add, complete, delete, update) using natur…
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| 44705 |
Soroka
Claim
Telegram bot that turns saved messages into a personal knowledge base with AI-p…
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| 44706 |
Connects AI assistants to the ClearFi personal finance API for searching transa…
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| 44707 |
YouTube MCP Server
Claim
A comprehensive MCP server integrating YouTube Data, Analytics, and Reporting A…
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| 44708 |
Enables LLMs to create PayPal invoices through a simple tool interface.
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| 44709 |
OriginLab MCP Server
Claim
Bridge between AI assistants and OriginLab, enabling data import, plotting, ana…
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| 44710 |
A Model Context Protocol server that provides Artsy partner analytics tools for…
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| 44711 |
jamjet-policy
Claim
MCP stdio interceptor (`@jamjet/mcp-shim`) that applies one YAML policy file (b…
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| 44712 |
comfyui-mcp-server-node
Claim
A lightweight MCP server that bridges AI agents with a local ComfyUI instance t…
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| 44713 |
VMware Workstation MCP
Claim
A stdio MCP server that controls VMware Workstation via vmrun, enabling VM life…
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| 44714 |
Struq
Claim
Struq MCP gives coding agents secure access to your Struq vault of reusable pro…
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| 44715 |
shadowgate-mcp
Claim
Security firewall for AI agents — scans MCP calls for injection, secrets, and r…
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| 44716 |
pr-review-mcp
Claim
Unified MCP control plane for AI pull request reviews on GitHub.
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| 44717 |
github-stars-mcp
Claim
Analyzes and compares GitHub repositories, tracks star growth, and offers AI-po…
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| 44718 |
Vehicle MCP
Claim
Enables AI assistants to control vehicles by checking battery status, managing …
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| 44719 |
dbridge-mcp
Claim
Read-only MCP server that lets AI agents safely query SQLite, PostgreSQL, and M…
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| 44720 |
LocalRoots MCP
Claim
Enables discovery and scoring of independent local businesses by inverting algo…
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| 44721 |
kogcat-mcp
Claim
Local-first judgment layer: counter-examples & blind spots from your own knowle…
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| 44722 |
speckitacceptance-mcp
Claim
Paid remote MCP for spec driven development acceptance gate MCP, structured rec…
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| 44723 |
api-hub
Claim
300+ free MCP tools: weather, crypto, DNS, QR, colors, SEO, UUIDs, and more.
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| 44724 |
masterplan
Claim
Minimal MCP server that keeps implementation plans and handoffs as plain markdo…
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| 44725 |
WeJob
Claim
Read-only MCP server for public WeJob jobs, formations, and companies.
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| 44726 |
universal-brute-workpack
Claim
Turns an Agent client into a local-first workbench with tools for files, grep, …
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| 44727 |
Bitrix24 MCP Server
Claim
Enables AI agents to interact with Bitrix24 CRM for managing contacts, deals, t…
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| 44728 |
eurorack
Claim
Citation-anchored Eurorack module reference: specs, compatibility, and patch te…
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| 44729 |
Enables creation, editing, listing, and management of Home Assistant automation…
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| 44730 |
Read-first Redis MCP: SCAN key explorer, keyspace/TTL/memory/slowlog stats, DBA…
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| 44731 |
ContextBridge
Claim
Local-first code retrieval for AI agents — cuts codebase context from thousands…
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| 44732 |
pytest-mcp-server
Claim
MCP server for debugging pytest failures, allowing users to register test failu…
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| 44733 |
IL2CPP Frida MCP Server
Claim
Enables AI assistants to analyze and manipulate Unity IL2CPP applications via F…
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| 44734 |
mcp
Claim
Manage discussion topics, gather votes and video rationale, and read AI insight…
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| 44735 |
groupdocs-conversion-mcp
Claim
MCP server for GroupDocs.Conversion — convert, inspect, and list supported form…
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| 44736 |
ASTRA MCP Server
Claim
Exposes a bio-hybrid neuromorphic simulation pipeline (SNN LIF+STDP, consciousn…
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| 44737 |
TTS MCP Server
Claim
Text-to-speech MCP server using Microsoft Edge TTS, supporting multiple voices …
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| 44738 |
mcp-arcgis-sanclemente
Claim
Provides access to City of San Clemente GIS open geospatial data (ArcGIS), enab…
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| 44739 |
Construction estimating MCP: 48 tools — materials, labor, cost, structural, MEP…
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| 44740 |
Python MCP Template
Claim
A DevOps-friendly template for building MCP servers with CI/CD, Docker support,…
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| 44741 |
MNEE MCP Server
Claim
Enables AI agents to interact with MNEE stablecoin on Bitcoin SV, including che…
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| 44742 |
PDF Inline Image RAG MCP
Claim
Builds searchable SQLite databases from PDFs, preserving inline image locations…
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| 44743 |
GovPing
Claim
[Free regulatory intelligence](https://govping.org) for AI agents. Search 27,00…
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| 44744 |
geminiupgradeqa-mcp
Claim
Remote MCP for Gemini upgrade evals, prompt regressions, output diffs, and eval…
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| 44745 |
Connects Antigravity to a LiteLLM instance, enabling chat completions, model li…
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| 44746 |
Enables calling Google's Antigravity CLI (agy) headlessly through MCP, providin…
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| 44747 |
mcp-dailymed
Claim
Search and retrieve FDA Structured Product Labels from DailyMed via NLM, suppor…
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| 44748 |
data-cambridge
Claim
DataCambridge MCP — Cambridge open data (data.cambridgema.gov, Socrata SODA API…
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| 44749 |
Browse Power BI workspaces, run DAX queries, and page through large results.
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| 44750 |
WorldQuant MCP
Claim
Automates WorldQuant BRAIN alpha research workflows, including simulation, refe…
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