MCP Server Quality Scores
Independent quality analysis of 67181 public MCP servers
Last updated 3 hours, 53 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 38601 |
GEO Inspector
Claim
Inspect a site's AI-search readiness: AI crawler access, llms.txt, schema marku…
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| 38602 |
rekordbox-mcp
Claim
A comprehensive MCP server for rekordbox database management with real-time dat…
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| 38603 |
An MCP server that scaffolds runnable Roku channels from a validated AppSpec, z…
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| 38604 |
collective-memory
Claim
MCP server for persistent, semantic memory across AI sessions
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| 38605 |
allai
Claim
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| 38606 |
local-web-search-service
Claim
Self-hosted web search and page fetch service using SearXNG metasearch and Scra…
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| 38607 |
Accela MCP
Claim
A Model Context Protocol server that wraps the Accela Construct API as a curate…
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| 38608 |
investbrain
Claim
Investment discipline MCP server with RAG, behavior detection, journaling, and …
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| 38609 |
UnityMCP
Claim
Integrate AI assistants seamlessly into your Unity projects. Monitor editor sta…
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| 38610 |
CodeRifts API Governance
Claim
An MCP server providing risk-aware API governance tools for AI agents. Agents c…
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| 38611 |
csoai-governance-crosswalk-mcp MCP server by MEOK AI Labs
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| 38612 |
figma-slides-mcp
Claim
MCP server for controlling Figma Slides — create, edit, and screenshot slides f…
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| 38613 |
amanahfy-ai-mcp
Claim
Provides tools for AI assistants to access Amanahfy APIs, enabling campaign det…
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| 38614 |
METAR MCP Server
Claim
Fetches and parses METAR/TAF aviation weather data from NOAA with caching and h…
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| 38615 |
mcp-arcgis-stlouiscounty
Claim
St. Louis County GIS — St. Louis County, Missouri open geospatial data (ArcGIS)…
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| 38616 |
mcp-arcgis-leecounty
Claim
Enables AI agents to search and query Lee County GIS open geospatial datasets (…
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| 38617 |
firebird-mcp-server
Claim
A Model Context Protocol server that provides read-only access to Firebird data…
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| 38618 |
Enables image upscaling, face enhancement, and background removal via public im…
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| 38619 |
Linear MCP Server
Claim
Enables AI tools like Cline to manage Linear issues, projects, and teams via th…
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| 38620 |
freee-chat-mcp-server
Claim
Enables Claude Desktop to interact with freee accounting API for expense regist…
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| 38621 |
Workflow
Claim
Create, browse, remix, collaborate on, and run durable AI workflow nodes from M…
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| 38622 |
Kakao Map MCP Server
Claim
Provides location-based place recommendations in South Korea using the Kakao Ma…
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| 38623 |
CSV parsing API for AI agents. Convert CSV data to JSON array with auto-detecti…
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| 38624 |
Enables LLMs to retrieve, analyze, and visualize stock prices and financial rep…
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| 38625 |
NitroStack
Claim
A Python framework for building MCP servers with modular architecture, dependen…
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| 38626 |
git-helper-ai-mcp
Claim
git-helper-ai-mcp MCP server by MEOK AI Labs
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| 38627 |
Magic MCP Local
Claim
A local-first MCP server for generating production-ready React UI components en…
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| 38628 |
oorep-mcp
Claim
MCP server and TypeScript SDK for OOREP homeopathic repertory and materia medic…
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| 38629 |
mcp-uniprot
Claim
Provides access to UniProt protein sequence and function knowledge base, enabli…
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| 38630 |
A high-performance MCP server for the USPTO Patent File Wrapper API with contex…
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| 38631 |
gr-splitwise-mcp
Claim
MCP server for Splitwise. Enables creating and managing expenses, splits, and g…
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| 38632 |
elorus-mcp
Claim
MCP server for the Elorus invoicing and accounting platform, enabling AI assist…
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| 38633 |
Grafana FastMCP Server
Claim
Enables MCP-compatible agents to interact with Grafana instances for searching,…
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| 38634 |
Octoparse MCP Server
Claim
Official Octoparse MCP server for template discovery, cloud tasks, and structur…
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| 38635 |
openai-ads-mcp
Claim
Read-only MCP server for the OpenAI Ads API: campaigns, ad groups, ads, and ins…
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| 38636 |
MarsNMe
Claim
Agent-agnostic memory backend that preserves continuity between humans and AI o…
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| 38637 |
fake-star-audit
Claim
Transparent rule-based GitHub fake-star detector — LOW/MEDIUM/HIGH with per-rul…
|
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| 38638 |
arm-code-mcp
Claim
MCP server for Arm64 Linux performance: parse perf output, suggest NEON intrins…
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| 38639 |
stock-data-mcp
Claim
MCP server exposing 43 financial data tools for A-share, HK, US stocks, crypto,…
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| 38640 |
open-vision-mcp
Claim
Provider-neutral Vision MCP Server — image analysis via 10 inference providers …
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| 38641 |
Unfold It MCP Server
Claim
Connect AI assistants to Unfold It -- create goals with AI-generated plans, age…
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| 38642 |
Buchhaltungsbutler MCP
Claim
Enables AI assistants to manage BuchhaltungsButler bookkeeping through all 48 A…
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| 38643 |
habit-tracker-ai-mcp
Claim
habit-tracker-ai-mcp MCP server by MEOK AI Labs
|
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| 38644 |
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
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| 38645 |
beast-baseball
Claim
MCP server for natural language analysis of baseball league data, enabling team…
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| 38646 |
vechain-mcp-server-
Claim
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| 38647 |
claude-teams
Claim
MCP server that enables multi-agent collaboration with task lists, inter-agent …
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| 38648 |
Server Ops MCP
Claim
Server ops MCP: logs, monitoring, code edit, Nginx & certs. Local + SSH, confir…
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| 38649 |
UniArticles MCP Server
Claim
Unifies academic literature retrieval from multiple sources like Scopus, ArXiv,…
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| 38650 |
plori
Claim
Create and drive plori cloud agents and workflows over MCP; each agent has its …
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