MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 45 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 53701 |
exocortex
Claim
Personal unified memory system for AI coding agents, providing persistent memor…
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| 53702 |
horoshop-mcp-server
Claim
An unofficial MCP server that connects AI agents to Horoshop e-commerce stores,…
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| 53703 |
AgentValet
Claim
Identity and credential governance broker for MCP servers. Issues scoped, short…
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| 53704 |
A low-latency text-to-speech MCP server that uses local Kokoro GGUF inference v…
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| 53705 |
mcpypi
Claim
MCP server for comprehensive PyPI package intelligence, providing tools for dep…
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| 53706 |
supabase-mcp-server
Claim
Enables LLMs to interact with Supabase services including Database, Auth, Stora…
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| 53707 |
Settled
Claim
Enables AI agents to query a team's decision ledger to check if past decisions …
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| 53708 |
pretext-pdf-mcp
Claim
MCP server for generating professional PDFs from structured JSON in AI agents l…
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| 53709 |
Legal Court MCP Server
Claim
MCP Server providing AI agents access to over 3 million US court decisions via …
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| 53710 |
Neuron MCP Server
Claim
Enables AI assistants to manage WhatsApp business operations including chatbots…
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| 53711 |
mcp-server
Claim
Provides AI-powered tools for querying customer and order analytics, enabling o…
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| 53712 |
admin-mcp
Claim
MCP server for Odoo administration, enabling customer listing and search via co…
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| 53713 |
newsintel
Claim
Personalized news intelligence for AI agents — 100+ sources, ranked briefings.
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| 53714 |
deeplore
Claim
Self-hosted RAG-powered knowledge base that surfaces context from structured no…
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| 53715 |
mcp-github-pm
Claim
Enables GitHub project management from Claude, supporting issue creation, miles…
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| 53716 |
GoldenGate MCP Server
Claim
A production-grade MCP server that exposes real-time banking data replicated vi…
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| 53717 |
python-mcp-server
Claim
Enables deterministic static analysis of Python code, providing tools to inspec…
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| 53718 |
gency-lite
Claim
Generate Amazon-style A+ Content and AI product images from product photos.
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| 53719 |
auto-mcp-server
Claim
Local MCP server for AI agents that enables Jira issue management, Confluence W…
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| 53720 |
Monitors and analyzes GitHub repository health by detecting stale branches, old…
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| 53721 |
freezetext-mcp
Claim
MCP server for [FreezeText](https://store.juergenkoller.software/en/apps/freeze…
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| 53722 |
TheMCP-server
Claim
Enables interaction with SQLite databases, filesystem, AWS IAM, and Gmail throu…
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| 53723 |
Memory Bear
Claim
An MCP server that transforms markdown notes into a searchable knowledge base w…
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| 53724 |
MCP Mail Server
Claim
Automates email handling for a hardware store, enabling classification, respons…
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| 53725 |
Linked Layer MCP
Claim
An MCP server that provides a permission-aware context layer over team tools, e…
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| 53726 |
Omotenashi QR MCP Server
Claim
Enables text-to-speech generation through the Omotenashi QR API, supporting mul…
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| 53727 |
Enables a stateless, horizontally scaled MCP server using the 2026-07-28 specif…
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| 53728 |
Telegram Agent for Codex
Claim
Privacy-first Telegram MCP server enabling maintainers to triage chats, inspect…
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| 53729 |
Approval Gate
Claim
Provides a human approval gate for AI agents, enabling interactive inline cards…
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| 53730 |
docjet-mcp
Claim
Render branded PDF documents (invoices, reports, certificates) and PNG social i…
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| 53731 |
artl-mcp
Claim
Enables comprehensive scientific literature retrieval and analysis through Euro…
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| 53732 |
MCP Calculation Server
Claim
A stateless MCP server that exposes arithmetic operations (add, subtract, multi…
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| 53733 |
glasz-mcp
Claim
Fetches glasz-style spec files (product.md, tech.md, test-plan.md, and INDEX.md…
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| 53734 |
Cursor Talk to Figma MCP
Claim
Enables Cursor AI to read and modify Figma designs programmatically via the Mod…
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| 53735 |
Joplin MCP Server
Claim
Enables AI assistants to interact with Joplin notes through full-text search, r…
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| 53736 |
pdfspark-api
Claim
Free HTML/URL to PDF conversion API powered by Playwright. No API key required.
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| 53737 |
Qdrant RAG MCP Server
Claim
Provides RAG search and ask capabilities over markdown and text files using Qdr…
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| 53738 |
gmailmcp
Claim
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| 53739 |
nmdc-mcp
Claim
A fastmcp-based tool for writing prompts against data in the NMDC database.
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| 53740 |
garmin-mcp
Claim
Exposes Garmin Connect data and workout management to AI agents, supporting too…
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| 53741 |
Email Alert MCP Server
Claim
Enables AI agents to read, filter, send emails, and check unread counts via the…
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| 53742 |
LabOps Agent MCP Server
Claim
MCP server that enables clinical lab staff to predict reagent stockouts, check …
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| 53743 |
Docker MCP Server
Claim
Enables managing Docker containers (run, list, stop, remove, view logs) through…
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| 53744 |
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| 53745 |
Yougile MCP Server
Claim
Enables AI agents and developer tools to interact programmatically with Yougile…
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| 53746 |
jina-mcp-server
Claim
Remote MCP server providing access to Jina Reader, Embeddings, and Reranker API…
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| 53747 |
Boolsai Signals
Claim
Quant-research MCP — tradeable signals from public-company website stack change…
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| 53748 |
ci-sentinel
Claim
Multi-CI security scanner with a live threat-intel feed of compromised CI compo…
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| 53749 |
optimizely-cms-mcp
Claim
Enables AI assistants to interact with Optimizely CMS via its GraphQL and Conte…
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| 53750 |
opencrater-mcp
Claim
Provides live network stats, supported AI tools, and guidance for earning USDC …
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