MCP Server Quality Scores
Independent quality analysis of 59221 public MCP servers
Last updated 1 hour, 14 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 59051 |
Code Index
Claim
SQLite-backed hybrid (vector + FTS) code search index for Claude Code over MCP.
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| 59052 |
Enables semantic search and retrieval of AI alignment articles from Alignment F…
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| 59053 |
Azure MCP Server
Claim
Provides tools for interacting with Azure services including Storage, Virtual M…
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| 59054 |
An MCP server that enables Large Language Models to interactively create, edit,…
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| 59055 |
jobs-mcp-server
Claim
MCP server that exposes a MongoDB healthcare jobs collection, enabling listing,…
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| 59056 |
bybit-mcp-server
Claim
Enables AI assistants to interact with the Bybit cryptocurrency exchange via th…
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| 59057 |
MCP server for interacting with cloud deployments of Jetbrains Datalore platfor…
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| 59058 |
mem9-guard-mcp
Claim
An MCP server that provides a guarded interface to the mem9 persistent memory b…
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| 59059 |
A Model Context Protocol server that analyzes customer cancellation survey data…
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| 59060 |
Self-hosted continuity and collaboration substrate for autonomous agents.
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| 59061 |
mcp-server
Claim
stories.yaml — an open specification for software requirements, enforced by CI.
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| 59062 |
kie-mcp
Claim
MCP for kie.ai: 45+ image, 70+ video, 20+ audio models with model intelligence
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| 59063 |
AI agents discover, pay for, and consume any Lightning-gated API autonomously
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| 59064 |
MCP server for Panoramic Ireland tours. Discover, check availability, and creat…
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| 59065 |
A configurable MCP server for managing multiple GitHub repositories, branches, …
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| 59066 |
World Clock
Claim
Get the current time in any timezone. Set a default timezone for fast lookups. …
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| 59067 |
decapodkernel-mcp
Claim
A paid remote MCP for Decapod, built to return verdicts, receipts, usage logs, …
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| 59068 |
Langfuse Trace Fetcher
Claim
Fetches Langfuse observability traces directly into a VS Code coding agent's co…
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| 59069 |
mcp-database
Claim
MCP server for connecting to databases (PostgreSQL, MySQL, SQL Server, Redis) e…
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| 59070 |
Igniral MCP Server
Claim
Bridges AI agents with Igniral's platform to generate production-ready backends…
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| 59071 |
ProjectDoc
Claim
Enables AI editors to collaboratively manage project documentation, including t…
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| 59072 |
Enables autonomous orchestration of vector search, knowledge graph queries, and…
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| 59073 |
storms
Claim
StormAxis Storm Intelligence is an MCP server that gives AI agents direct acces…
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| 59074 |
loinc-mcp
Claim
Enables searching LOINC codes and retrieving detailed information including pan…
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| 59075 |
Canvas MCP
Claim
MCP server for Canvas LMS that exposes courses, assignments, modules, pages, fi…
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| 59076 |
Godot Scene Analyzer
Claim
Analyzes Godot game projects to enforce ECS architecture patterns, automaticall…
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| 59077 |
gravityui-reference-mcp
Claim
Provides AI-optimized offline access to the Gravity UI design system, enabling …
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| 59078 |
A Model Context Protocol server for LLM fuzzing and testing, providing secure a…
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| 59079 |
Event Escapes
Claim
Search event travel: F1, MotoGP, soccer, NFL, tennis, concerts. Tickets + hotel…
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| 59080 |
resume-markdown-mcp
Claim
Write your resume in Markdown and export to PDF with AI assistance, using a bui…
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| 59081 |
Enables authenticated user profile retrieval via the 'whoami' tool, using OAuth…
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| 59082 |
MCP Art Supply Store
Claim
A comprehensive business management server with 36 tools for running an art sup…
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| 59083 |
Mem0 Memory Server
Claim
Enable AI agents to store, search, and delete persistent memories across sessio…
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| 59084 |
gsc-mcp-connector
Claim
Self-hosted MCP server that exposes Google Search Console tools (list sites, qu…
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| 59085 |
lightfast-mcp
Claim
Connects creative applications like Blender and Adobe Creative Suite to AI mode…
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| 59086 |
Search instances across GCP, AWS, K8s, Consul & Proxmox
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| 59087 |
k8s-mcp
Claim
A lightweight MCP server that enables AI assistants to deploy, inspect, and ope…
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| 59088 |
Gitea MCP Proxy Agent
Claim
A comprehensive MCP server suite that enables AI interaction with Gitea for rep…
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| 59089 |
DEX swap quote API for AI agents. Best swap quotes across Uniswap V2/V3, SushiS…
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| 59090 |
airflow-mcp-server
Claim
Airflow REST API — 7 tools (DAG list, runs, task instances, log tails, trigger,…
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| 59091 |
Delia
Claim
Routes AI tasks to appropriate local LLM models (quick, coder, MoE, thinking) w…
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| 59092 |
lazarus-mcp
Claim
Enables automatic diagnosis, safe repair, and evidence generation for broken No…
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| 59093 |
codecks-mcp
Claim
MCP server for Codecks project management, providing 38 tools to manage cards, …
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| 59094 |
M-Pesa MCP Server
Claim
An experimental MCP server that lets AI agents interact with guarded payment wo…
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| 59095 |
transcend
Claim
A code-intelligence MCP server for coding agents that combines a static reposit…
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| 59096 |
SMU Schedule MCP Server
Claim
Enables management and querying of Sangmyung University schedules, meal plans, …
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| 59097 |
Vala-Fi MCP Server
Claim
A Bloomberg Terminal you can talk to. Query company relationships — suppliers, …
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| 59098 |
Mem0 MCP Server
Claim
Provides long-term memory capabilities for MCP clients by wrapping the Mem0 API…
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| 59099 |
clawsfund-mcp
Claim
Enables AI assistants to search campaigns, view agent profiles, and build fundi…
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| 59100 |
Enables interaction with Spotify's services and tools through a standardized MC…
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