MCP Server Quality Scores

Independent quality analysis of 59573 public MCP servers

59573
Discovered
29911
Scored
2112
Verified
16953
Complete

Last updated 27 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
2601
he-yang
The Excel to JSON MCP provides a standardized interface for converting Excel an…
B 77 55 78 100 31 81 79
2602
meyannis
ClaudePost Claim
Enables seamless email management through natural language conversations with C…
B 77 54 84 60 N/A 46 95 93
2603
niradler
dependency-mcp Claim 2
MCP server for checking package versions across multiple package managers
B 77 55 85 100 N/A 30 95 55
2604
ColeMurray
Enables execution of SQL queries against AWS Athena databases with schema disco…
B 77 55 68 65 81 82 94
2605
patrickkarle
LODA MCP Server Claim
Provides token-efficient document search and retrieval for LLMs by returning re…
B 77 54 94 56 N/A 39 92 94
2606
marswaveai
Enables AI-powered podcast generation with single or dual speakers, FlowSpeech …
B 77 55 84 73 48 81 92
2607
kunobi-ninja
Kunobi MCP Server Claim
Exposes Kunobi's application data and store querying capabilities to AI assista…
B 77 44 70 N/A N/A 53 95 84
2608
ggc180820
mcp-keyward Claim
Local encrypted vault for API keys. LLMs never see your real keys — the server …
B 77 44 78 N/A N/A 21 95 99
2609
blake365
usgs-quakes-mcp Claim 1
B 77 55 94 100 N/A 40 95 37
2610
nfishel48
Conduit Claim
A bridge that exposes any GraphQL API as tools consumable by Large Language Mod…
B 77 55 90 68 46 81 91
2611
jagan-shanmugam
mattermost-mcp-host Claim 1
A MCP server along with MCP host that provides access to Mattermost teams, chan…
B 77 54 85 66 N/A 44 87 97
2612
warpdev
MCP Hub MCP Server Claim 1
A hub server that connects to and manages other MCP (Model Context Protocol) se…
B 77 55 66 100 80 80 58
2613
mehmetfiskindal
Enables real-time monitoring of Cursor Pro usage limits and API quotas across d…
B 77 55 86 100 N/A 43 95 44
2614
Lspace-io
An open-source server implementing the Model Context Protocol (MCP) that enable…
B 77 55 100 68 27 77 98
2615
aringad
fattureincloud-mcp Claim 1
Italian e-invoicing with Fatture in Cloud. Create, send to SDI, manage clients.
B 77 55 84 74 N/A 51 83 87
2616
danielsuguimoto
Node.js server implementing Model Context Protocol for secure read-only filesys…
B 77 54 84 65 N/A 40 92 95
2617
jasonxkensei
xProof Claim 1
Proof primitive for AI agents on MultiversX. Anchor file hashes on-chain as ver…
B 77 66 71 84 88 34 81 92
2618
cloudwarriors-ai
A generic MCP server that dynamically exposes any OpenAPI-documented REST API t…
B 77 55 96 71 32 82 90
2619
chroma-core
chroma-mcp Claim
Chroma MCP server to access local and cloud Chroma instances for retrieval capa…
B 77 55 84 48 75 82 100
2620
xwang152-jack
Enables AI applications to manage WeChat Official Accounts through standardized…
B 77 55 80 75 70 81 77
2621
stat-guy
Provides comprehensive web, news, and Twitter search capabilities using the xAI…
B 77 55 100 55 48 80 91
2622
persistenceOne
bridgekitty Claim
Cross-chain bridge aggregator — compares LI.FI, deBridge, Relay, Across & more …
B 77 54 72 72 N/A 70 81 92
2623
Yashkashte5
Youtube-MCP Claim
Production-grade Model Context Protocol server for YouTube intelligence. Extrac…
B 77 55 78 75 43 82 100
2624
crystaldba
postgres-mcp Claim
All-in-one MCP server for Postgres development and operations, with tools for p…
B 77 54 88 31 N/A 77 95 97
2625
tech-sushant
Calculator MCP Server Claim 1
Provides basic mathematical calculation functionality through MCP tools includi…
B 77 54 78 71 31 94 100
2626
NyxToolsDev
Cross-session memory for Claude Code — context capture, semantic search, recall
B 77 44 67 N/A N/A 41 95 97
2627
Eis4TY
SymPy Sandbox MCP Claim
A secure mathematical computation sandbox that enables LLMs to perform symbolic…
B 77 54 78 65 51 95 91
2628
qpd-v
File Deletion Claim 1
A Model Context Protocol (MCP) server that provides file deletion capabilities,…
B 77 55 90 100 N/A 37 95 46
2629
mgsrevolver
ConsoleSpy Claim 1
A tool that captures browser console logs and makes them available in Cursor ID…
B 77 54 90 58 N/A 37 89 100
2630
mamertofabian
mcp-everything-search Claim 1
Fast Windows file search using Everything SDK
B 77 54 84 58 N/A 63 90 88
2631
Durable-Technology
mcp-micromanage Claim 1
Controls coding agents by enforcing structured implementation plans with PRs an…
B 77 55 76 100 N/A 41 95 60
2632
forayconsulting
Make MCP Server Claim
This server enables AI assistants to discover, parameterize, and trigger Make.c…
B 77 55 84 68 56 78 93
2633
hyunjae-labs
Enables Excel file manipulation through Microsoft's official COM automation int…
B 77 55 60 82 N/A 43 95 98
2634
Memphora
Memphora Claim
Add persistent memory to AI assistants. Store and recall info across conversati…
B 77 54 90 68 N/A 42 81 96
2635
clemensv
Avrotize Claim
Schema conversion and schema-driven code generation MCP server.
B 77 54 90 37 N/A 70 92 98
2636
bretoreta
MariaDB MCP Server Claim
Provides secure, read-only access to MariaDB/MySQL databases, allowing users to…
B 77 55 86 68 41 81 98
2637
ofershap
npm-search Claim 1
npm search MCP — find packages, view details, compare, check downloads.
B 77 55 76 100 N/A 58 95 46
2638
entira
ArchiMate MCP Server Claim 1
Enables generation of PlantUML ArchiMate enterprise architecture diagrams with …
B 77 55 86 87 59 84 59
2639
shellsage-ai
Production-ready MCP server starter templates in TypeScript and Python. Include…
B 77 54 66 61 N/A 67 95 100
2640
localden
🔒 Reference MCP servers that demo how authentication works with the current Mod…
B 77 54 80 65 N/A 34 95 100
2641
surisagar900
Figma to React MCP Claim
Automates the conversion of Figma designs into TypeScript React components and …
B 77 55 72 73 66 81 91
2642
multiluca2020
Provides structured sequential thinking capabilities for AI assistants to break…
B 77 55 78 100 N/A 50 95 47
2643
CodePlayData
A TypeScript wrapper library for the Model Context Protocol SDK that provides a…
B 77 54 90 50 N/A 39 95 100
2644
ikoskela
wisepanel-mcp Claim
Multi-agent deliberation with divergent context enhancement. Roles are dynamica…
B 77 54 90 61 50 83 94
2645
JiantaoFu
An MCP server that provides comprehensive market intelligence by analyzing data…
B 77 55 57 100 52 81 94
2646
joemclo
Enables users to search UK property prices by postcode, street, or city using t…
B 77 55 90 61 63 80 88
2647
CarlosGtrz
Enables AI coding agents like Claude to read Windows clipboard contents (text a…
B 77 54 88 60 N/A 32 95 100
2648
arian-gogani
Provides covenant rule enforcement, hash-chained audit logs, and integrity veri…
B 77 44 72 N/A N/A 35 95 96
2649
Bigsy
Clojars-MCP-Server Claim 1
Clojars MCP Server for upto date dependency information of Clojure libraries
B 77 55 90 61 41 82 100
2650
VetCoders
Unicode Puzzles MCP Claim 1
Creates and manages encoded messages using zero-width characters and advanced U…
B 77 54 80 58 N/A 57 92 94
Showing 2601–2650 of 59573 servers
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