MCP Server Quality Scores

Independent quality analysis of 69093 public MCP servers

69093
Discovered
→
33827
Scored
→
2112
Verified
→
16953
Complete

Last updated 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11301
nikhilchintawar
An MCP server that enables searching for messages and listing channels within a…
C 63 5⁄5 ◉ ⏳ 57 63 — 35 82 74
11302
isnow890
책 싫어하는 제가 책에 대해 아는척하고 싶어서 만들었습니다.. 내 주변 도서관 실시간 대출 확인 읽고 싶은 책을 검색하면 주변 도서관 대출 가…
C 63 6⁄6 ◉ ⏳ 88 71 0 46 81 86
11303
qy527145
Acemcp ⚡ Claim
Enables semantic code search across codebases with automatic incremental indexi…
C 63 6⁄6 ◉ ⏳ 86 63 0 55 81 91
11304
CDataSoftware
Enable AI agents to query and manage cloud-connected data sources using SQL, me…
C 63 6⁄4 ◉ ⏳ 88 70 0 38 85 94
11305
Jongryong
Connects to Jira instances to generate weekly reports based on issue activity, …
C 63 5⁄4 ◉ ⏳ 62 67 N/A 20 95 59
11306
algtools
A template for deploying authentication-free MCP servers on Cloudflare Workers,…
C 63 5⁄5 ◉ ⏳ 48 70 — 29 84 77
11307
ctaylor86
Connect your video workflows to cloud storage. Organize and access video assets…
C 63 6⁄6 ◉ ⏳ 90 63 0 42 81 96
11308
whit3rabbit
Provides privacy-focused browser automation using a specialized Firefox fork wi…
C 63 5⁄5 ◉ ⏳ 60 82 — 58 80 27
11309
takuya0206
A Model Context Protocol server that enables LLMs to understand BigQuery datase…
C 63 5⁄5 ◉ ⏳ 57 38 — 48 81 94
11310
g4-business-ai
Enables deployment of a customizable MCP server on Cloudflare Workers without a…
C 63 5⁄5 ◉ ⏳ 48 70 — 24 81 84
11311
KrishnaPramodParupudi
kaggle Claim
This Kaggle MCP Server makes Kaggle more accessible by letting you browse compe…
C 63 5⁄4 ◉ ⏳ 56 30 N/A 37 90 100
11312
structured-world
GitLab MCP server with 44 tools for projects, MRs, pipelines, and more
C 63 6⁄4 ◉ ⏳ 92 42 0 87 83 86
11313
cheongqinxue
Enables safe Python code execution in isolated Docker containers through the Ag…
C 63 5⁄5 ◉ ⏳ 60 52 — 24 81 93
11314
Traia-IO
Provides Model Context Protocol access to the ICON MCP v101 API with support fo…
C 63 5⁄5 ◉ ⏳ 68 46 — 24 80 91
11315
gage-russell
resumejson-mcp ⚡ Claim 1
An MCP server for managing career experience data using the JSON Resume schema …
C 63 5⁄4 ◉ ⏳ 45 56 N/A 31 87 94
11316
Fadi88
Enables scraping and comparing pricing information for LLM inference services a…
C 63 5⁄4 ◉ ⏳ 58 43 N/A 24 95 89
11317
info-rbp
A template for deploying an authentication-free MCP server on Cloudflare Worker…
C 63 5⁄5 ◉ ⏳ 48 68 — 27 84 80
11318
Azure-Samples
An MCP server that provides weather information like forecasts and alerts for U…
C 63 5⁄5 ◉ ⏳ 63 37 — 29 81 100
11319
IBM
chuk-mcp-vfs ⚡ Claim
Provides virtual filesystem workspaces with full file operations (read, write, …
C 63 5⁄5 ◉ ⏳ 54 82 — 54 81 37
11320
craigsdennis
A template for deploying MCP servers on Cloudflare Workers without authenticati…
C 63 5⁄5 ◉ ⏳ 48 70 — 24 83 83
11321
MarvelEyiosa
Enables AI systems to remember interactions, understand document context throug…
C 63 5⁄5 ◉ ⏳ 72 56 — 19 81 72
11322
SeongminJaden
tok_mcp ⚡ Claim
A specialized architecture design MCP server that enables AI-assisted developer…
C 63 5⁄5 ◉ ⏳ 80 83 — 29 81 21
11323
carlosrm22
This MCP server provides comprehensive read and write access to Google Classroo…
C 63 5⁄5 ◉ ⏳ 66 45 — 25 80 89
11324
tebinraouf
Enables control of Philips Hue lights through VS Code Copilot or Claude Desktop…
C 63 5⁄4 ◉ ⏳ 56 38 N/A 25 95 96
11325
System-R-AI
Pre-trade risk validation and position sizing for AI trading agents via G-formu…
C 63 6⁄6 ◉ ⏳ 90 60 0 55 83 91
11326
wayangalihpratama
A template for deploying an authentication-free remote MCP server on Cloudflare…
C 63 5⁄5 ◉ ⏳ 48 68 — 27 81 85
11327
chinmay4382
Email MCP Server ⚡ Claim 2
An MCP server that enables AI models to read, search, and send emails via IMAP …
C 63 5⁄4 ◉ ⏳ 45 58 — 27 87 97
11328
bobooooo
Exposes ASCIIFlow drawing primitives as tools to enable AI assistants to genera…
C 63 5⁄5 ◉ ⏳ 54 52 — 30 83 93
11329
chasey-ai
Mermaid-MCP ⚡ Claim 1
An MCP server that converts text inputs into visualized flowcharts, enabling AI…
C 63 5⁄5 ◉ ⏳ 47 58 — 36 81 89
11330
AdarshChaudhary03
A demonstration MCP server that provides a simple addition tool for learning ho…
C 63 5⁄5 ◉ ⏳ 62 82 N/A 23 95 39
11331
sourcefuse
A Model Context Protocol server that enables generating and managing Robot Fram…
C 63 5⁄5 ◉ ⏳ 45 82 N/A 45 95 44
11332
Rohit-Seelam
Integrates Perplexity AI's search-enhanced language models with Claude Desktop,…
C 63 5⁄4 ◉ ⏳ 72 27 N/A 20 95 91
11333
zpg6
A serverless solution for deploying Model Context Protocol (MCP) servers on Clo…
C 63 5⁄5 ◉ ⏳ 48 67 — 26 84 86
11334
Kurasuai-Inc
Enables text-to-speech playback with multiple Japanese character voices using V…
C 63 5⁄4 ◉ ⏳ 56 53 N/A 23 95 82
11335
nathanschepers
Provides interactive Python REPL capabilities with persistent sessions, virtual…
C 63 5⁄5 ◉ ⏳ 60 82 N/A 21 84 56
11336
bamwor-dev
bamwor-mcp-server ⚡ Claim
World geographic data for AI agents. 261 countries with 20+ statistics and 13.4…
C 63 6⁄6 ◉ ⏳ 66 75 0 59 82 100
11337
Ansvar-Systems
Bangladeshi legislation via MCP — full-text search across statutes and provisio…
C 63 6⁄4 ◉ ⏳ 90 43 0 66 95 91
11338
askbudi
roundtable ⚡ Claim
Meta-MCP server that unifies AI coding assistants (Codex, Claude Code, Cursor, …
C 63 5⁄5 ◉ ⏳ 72 31 — 32 80 95
11339
najva-ai
Provides AI-enhanced code search capabilities by integrating with Sourcegraph, …
C 63 5⁄5 ◉ ⏳ 72 45 — 46 81 64
11340
54yyyu
PyApple MCP Tools ⚡ Claim 1
Provides seamless integration with macOS native applications including Messages…
C 63 5⁄4 ◉ ⏳ 60 33 N/A 46 90 88
11341
dabblefish-solutions
Enables the analysis of DBT manifests with automatic schema version detection a…
C 63 5⁄5 ◉ ⏳ 68 30 — 36 82 95
11342
jake-ccnh
Integrates the Planning Center Online API with an MCP server to enable natural …
C 63 5⁄5 ◉ ⏳ 62 30 — 40 81 100
11343
stefanstranger
mcp-server-vanmoof ⚡ Claim
The VanMoof MCP Server implements the MCP specification to create a seamless co…
C 63 5⁄5 ◉ ⏳ 56 40 — 42 81 96
11344
ZacharyHampton
An MCP server built with Smithery that provides a foundation for real estate da…
C 63 5⁄5 ◉ ⏳ 53 57 — 23 83 94
11345
wenchuin89
A template for deploying an authentication-free MCP server on Cloudflare Worker…
C 63 5⁄5 ◉ ⏳ 48 70 — 24 81 83
11346
chry8822
A minimal, production-ready TypeScript template for building Model Context Prot…
C 63 5⁄5 ◉ ⏳ 60 100 — 43 81 16
11347
michaelbuckner
ServiceNow MCP Server ⚡ Claim 1
A Model Context Protocol server enabling AI agents to access and manipulate Ser…
C 63 5⁄5 ◉ ⏳ 33 71 — 45 81 90
11348
josuemj
Provides tools to retrieve and compare detailed information about countries, in…
C 63 5⁄5 ◉ ⏳ 48 56 — 28 82 100
11349
anjulbhatia
Enables personal finance management through conversational AI, including expens…
C 63 5⁄5 ◉ ⏳ 60 67 — 19 81 76
11350
cayirtepeomer
Provides integration with Gerrit code review system, allowing AI assistants to …
C 63 5⁄5 ◉ ⏳ 66 46 — 30 81 85
Showing 11301–11350 of 69093 servers
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