MCP Server Quality Scores
Independent quality analysis of 67286 public MCP servers
Last updated 1 hour, 12 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 56951 |
chatgpt-review-mcp
Claim
An MCP server that lets Claude Code send prompts to a logged-in ChatGPT web ses…
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| 56952 |
XRPL MCP Server
Claim
Provides read-only access to the XRP Ledger for querying accounts, transactions…
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| 56953 |
Enables AI agents to assess AWS environments against the AWS Security Reference…
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| 56954 |
Cost-of-living & quality-of-life comparison: take-home pay, equivalent salary, …
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| 56955 |
newrelic-mcp-server
Claim
Provides New Relic observability tools for AI assistants, enabling discovery, d…
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| 56956 |
chatgpt-kg
Claim
Builds a personal knowledge graph from selected ChatGPT conversations (stored i…
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| 56957 |
toggle-brain MCP Server
Claim
Exposes the Toggle Brain knowledge base, prompt templates, and executable scrip…
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| 56958 |
CloudChampion MCP Server
Claim
MCP server to query Cloud Champion's training catalog. Enables AI agents to sea…
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| 56959 |
SEI-MCP
Claim
Enables automation of the SEI! (Sistema Eletrônico de Informações) system via C…
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| 56960 |
SkyFi MCP Server
Claim
Provides access to SkyFi's satellite imagery API for searching, ordering, taski…
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| 56961 |
YouTube Scraping Server
Claim
Provide advanced YouTube data extraction and analysis capabilities including mu…
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| 56962 |
Strapi MCP Suite
Claim
MCP server that exposes Strapi v5 content management, visual layout configurati…
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| 56963 |
MCP Python Interpreter
Claim
Enables LLMs to interact with Python environments, execute code, manage files, …
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| 56964 |
MemoryVault MCP
Claim
A self-hosted, graph-aware memory server for AI assistants that provides persis…
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| 56965 |
genesis-proofrelay
Claim
Read-only ProofRelay MCP verifier for non-confidential evidence bundles. Expose…
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| 56966 |
mcp_flutter
Claim
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| 56967 |
travel-agent-mcp
Claim
Free travel utilities plus live x402 travel intelligence: $0.01 Travel Pulse di…
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| 56968 |
source-rag-mcp
Claim
MCP server for searching, browsing, and analyzing decompiled Minecraft source c…
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| 56969 |
Philippines payments for AI agents — GCash, Maya, cards via PayMongo. Never hol…
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| 56970 |
notes-mcp-server-l16
Claim
A Model Context Protocol (MCP) server that gives Claude a persistent personal n…
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| 56971 |
nol MCP server -- search, cited Q&A, and pages over your team's knowledge base
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| 56972 |
PyMemSim-MCP
Claim
Exposes membrane simulation capabilities through an MCP server, enabling gas ho…
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| 56973 |
Worcadian MCP Service
Claim
Exposes three tools from the Worcadian JSON-RPC game server API (check_wordlist…
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| 56974 |
Enables interactive exploration of guitar chord voicings through an MCP server …
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| 56975 |
notes-mcp-server
Claim
Provides MCP tools to create and retrieve notes stored in memory.
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| 56976 |
Debug microcontrollers directly from Claude. This is an MCP server that drives …
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| 56977 |
kalundborg-mcp
Claim
MCP server for Kalundborg Kommune, enabling search of content, news, popular pa…
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| 56978 |
Wikipedia MCP Server
Claim
Enables AI assistants to access Wikipedia content, search articles, retrieve hi…
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| 56979 |
Provides Indonesian stock (IDX) analysis tools for Claude Code, enabling real-t…
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| 56980 |
caselegis-mcp
Claim
Enables searching, retrieving, and checking citation status of California legal…
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| 56981 |
Provides tools to search and retrieve Italian data protection regulations, deci…
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| 56982 |
courier-mcp
Claim
The official Model Context Protocol server for the Courier notification API. It…
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| 56983 |
nomos-slack-mcp
Claim
An MCP server that enables AI agents to read and write Slack messages as the us…
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| 56984 |
testclaw-mcp
Claim
Provides a remote HTTP MCP layer for TestClaw, enabling MCP clients to interact…
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| 56985 |
local-rag
Claim
Semantic code search for AI agents — hybrid vector + BM25 with cross-encoder re…
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| 56986 |
brkt-gdrive-mcp
Claim
MCP server for semantic search over Google Drive documents, enabling AI tools t…
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| 56987 |
mcp-estat-japan
Claim
Enables querying Japanese government statistics from e-Stat, including metadata…
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| 56988 |
sanshu
Claim
An AI-assisted programming enhancement system that integrates decision-making, …
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| 56989 |
Creative fatigue, winning-angle, competitor ad, and hook benchmark intelligence.
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| 56990 |
model-version-mcp
Claim
Provides up-to-date AI model names and pricing from models.dev, solving model h…
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| 56991 |
Testing Farm MCP Server
Claim
Analyzes Testing Farm jobs, checks job status, and investigates failures with d…
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| 56992 |
Fabits MCP Server
Claim
Enables investment in mutual funds through the Fabits MyWealth platform with na…
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| 56993 |
Yaw MCP - one install, every MCP server, managed from yaw.sh/mcp
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| 56994 |
AI-native Experience Decisioning lifecycle automation for Adobe Journey Optimiz…
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| 56995 |
Graylog MCP Server
Claim
An MCP server that gives AI assistants direct access to your Graylog logs -- se…
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| 56996 |
Provider Config Sync
Claim
Unified management of AI-agent configuration across Claude, Codex, and Gemini, …
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| 56997 |
YouTube MCP Server
Claim
Enables AI models to interact with YouTube content through 18 MCP tools for vid…
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| 56998 |
teamdynamix-mcp
Claim
Enables AI agents to interact with TeamDynamix ITSM operations including ticket…
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| 56999 |
WorldOracle
Claim
Contradiction detector and belief repairer for multi-source facts — ensures kno…
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| 57000 |
Enables EHR Copilot operations such as order cloning, queue building, and execu…
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