MCP Server Quality Scores

Independent quality analysis of 69052 public MCP servers

69052
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7501
SailFish-Finance
An MCP server that provides tools for interacting with EDUCHAIN, allowing Claud…
B 70 5⁄5 ◉ ⏳ 75 100 — 48 69 48
7502
nick-telsan
A demonstration server for ModelContextProtocol that provides weather tools and…
B 70 5⁄5 ◉ ⏳ 72 65 — 18 81 100
7503
Chase-Bullock
A server implementation that allows AI models to interact with Jira through the…
B 70 5⁄5 ◉ ⏳ 78 73 — 15 81 89
7504
m-siles
An MCP server for navigating thought processes using branches, supporting thoug…
B 70 5⁄5 ◉ ⏳ 71 57 — 50 80 87
7505
databridge-int
Internal data access API. Tools: get_users (user list with API keys), read_conf…
B 70 6⁄6 ◉ ⏳ 64 66 84 22 81 93
7506
avarant
A server that enables vector and keyword search capabilities in Typesense datab…
B 70 5⁄5 ◉ ⏳ 74 52 — 41 80 98
7507
MatthewDailey
Rime MCP ⚡ Claim 1
A Model Context Protocol server that enables AI models to generate and play hig…
B 70 5⁄5 ◉ ⏳ 63 68 — 46 81 91
7508
ChromeDevTools
Chrome DevTools MCP ⚡ Claim 1
MCP server for Chrome DevTools
B 70 5⁄4 ◉ ⏳ 71 30 N/A 95 90 76
7509
varunreddy
SkillMesh ⚡ Claim
SkillMesh is a retrieval router for MCP/LLM tool catalogs. It selects top-K rel…
B 70 5⁄4 ◉ ⏳ 72 42 — 59 92 85
7510
fjing1
Enables AI-powered natural language stock market queries with real-time data fr…
B 70 5⁄5 ◉ ⏳ 86 51 — 19 81 99
7511
glebis
Sketch MCP Server ⚡ Claim
Provides a collaborative SVG canvas that allows Claude to create, read, and man…
B 70 5⁄4 ◉ ⏳ 60 63 N/A 39 87 100
7512
babicko
Enables AI assistants to interact with the Apollo.io API to search global datab…
B 70 5⁄5 ◉ ⏳ 78 61 — 26 81 95
7513
stefanveliki
Vreme Temporal MCP ⚡ Claim 1
Provides AI assistants with rich temporal intelligence including timezone conve…
B 70 5⁄5 ◉ ⏳ 78 53 — 42 82 89
7514
wopal-cn
A Model Context Protocol server that provides real-time hot trending topics fro…
B 70 5⁄5 ◉ ⏳ 75 87 — 43 82 51
7515
marcoeg
mcp-bauplan ⚡ Claim 1
A minimalist MCP server for interacting with Bauplan data tables and executing …
B 70 5⁄5 ◉ ⏳ 84 41 — 41 80 99
7516
huangjien
Writer MCP Claim 1
A Model Context Protocol server that manages character knowledge and relationsh…
B 70 5⁄5 ◉ ⏳ 71 60 — 36 81 95
7517
Scofieldkoh
Todoist MCP ⚡ Claim
Enables LLMs to interact with Todoist task management platform through its API,…
B 70 5⁄5 ◉ ⏳ 60 61 — 49 81 100
7518
pwfarmer87
Slate MCP Server ⚡ Claim
Connects Technolutions Slate with Claude to query and analyze student enrollmen…
B 70 5⁄5 ◉ ⏳ 78 65 — 21 81 93
7519
RhombusSystems
Rhombus MCP Server ⚡ Claim
Enables AI assistants to interact with Rhombus physical security systems, provi…
B 70 5⁄5 ◉ ⏳ 60 66 — 37 82 99
7520
skyDuanXianBing
Enable AI assistants and applications to seamlessly interact with ArcGIS Online…
B 70 5⁄5 ◉ ⏳ 60 100 N/A 47 89 42
7521
jimbul
MCP server that provides Claude AI assistants with the ability to search the we…
B 70 5⁄5 ◉ ⏳ 54 65 — 56 80 95
7522
zhangzhongnan928
A versatile Model Context Protocol server that enables AI assistants to manage …
B 70 5⁄5 ◉ ⏳ 90 47 — 20 80 98
7523
fnf-deepHeading
Provides secure, read-only access to Snowflake databases through the Model Cont…
B 70 5⁄5 ◉ ⏳ 76 40 — 57 81 94
7524
CaptainCrouton89
A starter template for building Model Context Protocol servers that integrate w…
B 70 5⁄5 ◉ ⏳ 54 100 N/A 23 95 64
7525
promokit
A Model Context Protocol server designed to integrate with Claude Desktop, allo…
B 70 5⁄4 ◉ ⏳ 63 68 N/A 23 95 90
7526
swairshah
Zotero MCP Server ⚡ Claim
A server that enables MCP clients like Anthropic Claude App to interact with lo…
B 70 5⁄4 ◉ ⏳ 78 41 N/A 45 88 94
7527
scmcphub
decoupler-MCP ⚡ Claim
Provides a natural language interface for single-cell RNA-Seq analysis using th…
B 70 5⁄5 ◉ ⏳ 78 60 — 39 81 85
7528
spences10
mcp-turso-cloud ⚡ Claim 3
🗂️ A Model Context Protocol (MCP) server that provides integration with Turso d…
B 70 5⁄4 ◉ ⏳ 67 61 N/A 73 60 95
7529
scgreenhalgh
NanoKVM MCP Server ⚡ Claim 1
Enables AI assistants to remotely control Sipeed NanoKVM hardware for BIOS-leve…
B 70 5⁄5 ◉ ⏳ 60 82 — 24 77 96
7530
DynamicEndpoints
Enables management of Palo Alto firewalls through their REST API, including sys…
B 70 5⁄5 ◉ ⏳ 78 67 — 25 81 87
7531
glenngunnarsson-spp
Enables AI assistants to interact with Jira by executing commands through the A…
B 70 5⁄4 ◉ ⏳ 78 52 N/A 30 84 97
7532
gabbar910
Integrates Jira and GitLab to enable AI agents to seamlessly manage issues, cre…
B 70 5⁄5 ◉ ⏳ 78 58 — 27 76 100
7533
dandalgatov
A Cloudflare Workers server that extends a traditional full-stack TODO applicat…
B 70 5⁄4 ◉ ⏳ 54 62 N/A 44 90 100
7534
sworddut
MCP FFmpeg Helper ⚡ Claim 2
A lightweight server that exposes FFmpeg's video processing capabilities to AI …
B 70 5⁄5 ◉ ⏳ 84 75 N/A 51 87 39
7535
stefanspycher
Provides comprehensive CRUD access to Anki flashcard data via MCP, enabling Cla…
B 70 5⁄4 ◉ ⏳ 78 56 N/A 16 90 99
7536
LassiterJ
MCP Server Starter ⚡ Claim 1
A minimal TypeScript starter template for building Model Context Protocol (MCP)…
B 70 5⁄5 ◉ ⏳ 68 100 — 43 81 44
7537
rkilchmn
ChromaDB MCP Server ⚡ Claim 1
An MCP server that exposes ChromaDB vector database operations, enabling AI ass…
B 70 5⁄5 ◉ ⏳ 63 82 — 21 81 90
7538
afarhadi99
Enables downloading and AI-powered transcription of Twitter Spaces audio record…
B 70 5⁄5 ◉ ⏳ 80 57 — 19 81 100
7539
noopstudios
A MCP server that enables human-in-the-loop workflow in AI-assisted development…
B 70 5⁄4 ◉ ⏳ 47 56 N/A 64 95 94
7540
BoosClues
A starter template for building custom MCP servers that can integrate with Clau…
B 70 5⁄5 ◉ ⏳ 60 100 N/A 26 95 55
7541
OpenLinkSoftware
mcp-server-odbc Claim 2
An MCP server for generic Database Management System (DBMS) Connectivity via th…
B 70 5⁄4 ◉ ⏳ 67 65 N/A 45 87 83
7542
RKTakami
Provides up-to-date information for Rust and Slint development by fetching real…
B 70 5⁄5 ◉ ⏳ 72 60 — 44 80 87
7543
apexneural-hansika
Graphiti MCP ⚡ Claim
Provides persistent memory and context continuity for AI agents using Zep's Gra…
B 70 5⁄5 ◉ ⏳ 84 56 — 24 81 93
7544
dbono711
Enables AI-powered network automation through natural language interactions wit…
B 70 5⁄5 ◉ ⏳ 78 43 — 47 81 100
7545
zorrobyte
macnotes-mcp ⚡ Claim
A production-ready MCP server for macOS that provides async, cache-backed acces…
B 70 5⁄4 ◉ ⏳ 76 28 N/A 64 88 99
7546
amcharts
amcharts5 ⚡ Claim
On-demand access to amCharts 5 docs, code examples, and API reference
B 70 5⁄4 ◉ ⏳ 60 56 N/A 39 92 100
7547
withLinda
A Model Context Protocol server that enables AI assistants to control a real we…
B 70 5⁄4 ◉ ⏳ 81 36 N/A 39 95 95
7548
radup
MCP Sigmund Claim
Enables AI assistants to analyze personal financial data from Open Banking sour…
B 70 5⁄5 ◉ ⏳ 66 67 — 47 81 87
7549
asaficontact
Time MCP Server ⚡ Claim
Provides current time information and timezone conversion capabilities using IA…
B 70 5⁄5 ◉ ⏳ 78 100 — 29 81 43
7550
somospragma
Enables the validation and generation of Terraform Infrastructure as Code accor…
B 70 5⁄4 ◉ ⏳ 72 58 N/A 18 90 100
Showing 7501–7550 of 69052 servers
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