MCP Server Quality Scores

Independent quality analysis of 69111 public MCP servers

69111
Discovered
→
33827
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 57 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12451
conacts
A deployable Model Context Protocol server for Cloudflare Workers that enables …
C 61 5⁄5 ◉ ⏳ 48 66 — 21 81 83
12452
itsphily
MCP Generix ⚡ Claim
Provides semantic search and management of shared documentation using ChromaDB …
C 61 5⁄4 ◉ ⏳ 54 31 N/A 29 90 99
12453
markjukerburg
MCP Server Demo ⚡ Claim
A getting started guide and template for creating Python-based MCP servers usin…
C 61 5⁄4 ◉ ⏳ 56 12 N/A 45 94 100
12454
andyfe76
CouchDB MCP Server ⚡ Claim 1
Provides tools for interacting with CouchDB databases, enabling document manage…
C 61 6⁄6 ◉ ⏳ 84 53 0 48 80 99
12455
JackKuo666
🔍 Enable AI assistants to search and access Google Scholar papers through a sim…
C 61 5⁄5 ◉ ⏳ 70 27 — 24 83 96
12456
airatech
Enables searching for Auckland public transport stops and retrieving real-time …
C 61 5⁄5 ◉ ⏳ 62 20 — 42 81 100
12457
imlewc
Provides an MCP protocol interface for interacting with Elasticsearch 7.x datab…
C 61 5⁄5 ◉ ⏳ 72 31 — 42 78 79
12458
discava
mcp-server ⚡ Claim
Search Millions of local businesses worldwide (Europe, Northamerica, Southameri…
C 61 5⁄5 ◉ ⏳ 72 10 — 50 81 94
12459
PuneetChandel
Enables secure interaction with billing systems through comprehensive PII/PCI r…
C 61 5⁄5 ◉ ⏳ 60 46 — 16 81 92
12460
ropon
mcp_demo Claim
mcp demo ip query
C 61 5⁄4 ◉ ⏳ 40 37 N/A 41 91 100
12461
VinayakTiwari1103
MCP-Smallest.ai Claim 1
A Model Context Protocol server implementation that provides a standardized int…
C 61 5⁄5 ◉ ⏳ 51 68 — 22 81 76
12462
intentos-labs
beeper-mcp ⚡ Claim
Beeper provides transactions on BSC, including balance/token transfers, token s…
C 61 5⁄4 ◉ ⏳ 66 32 N/A 27 77 97
12463
Pevansh
Tracks learning progress and generates personalized daily learning insights usi…
C 61 5⁄5 ◉ ⏳ 76 25 — 26 81 90
12464
SongT-50
Korean stock market data - prices, dividends, short selling, financial disclosu…
C 61 6⁄6 ◉ ⏳ 72 66 53 20 82 57
12465
anvikasa
Enables interaction with Cisco network devices through the RADKit SDK, allowing…
C 61 5⁄5 ◉ ⏳ 54 35 — 45 81 93
12466
abuttoncc
A tool server that enables large language models to directly access and utilize…
C 61 5⁄4 ◉ ⏳ 60 33 N/A 42 95 75
12467
weidwonder
Crawl4AI MCP Server is an intelligent information retrieval server offering rob…
C 61 5⁄5 ◉ ⏳ 60 33 — 51 80 83
12468
jhgaylor
A utility that integrates Model Context Protocol (MCP) into Express application…
C 61 5⁄5 ◉ ⏳ 72 33 — 42 82 70
12469
datumnova
Fabric MCP ⚡ Claim
A Python-based MCP server that enables interaction with Microsoft Fabric APIs f…
C 61 5⁄5 ◉ ⏳ 54 41 — 27 80 98
12470
ghchen99
A Model Context Protocol server that provides programmatic control over MuseSco…
C 61 5⁄4 ◉ ⏳ 51 22 N/A 50 94 91
12471
jjyaoao
Weather MCP Server ⚡ Claim
Provides real-time weather information for 12 major Chinese cities and global l…
C 61 5⁄5 ◉ ⏳ 54 30 — 52 81 94
12472
es617
obsidian-sync-mcp ⚡ Claim 1
Give AI agents access to your Obsidian vault via local files or Self-hosted Liv…
C 61 5⁄5 ◉ ⏳ 82 0 N/A 77 56 100
12473
thanharmstrong86
A multi-server system that converts PDF documents to Markdown format using Fast…
C 61 5⁄5 ◉ ⏳ 60 33 — 29 81 100
12474
Thomasneatbiggers
Perplexity-Comet-MCP ⚡ Claim 1
Connects Claude Code to the Perplexity Comet browser to enable autonomous web b…
C 61 6⁄4 ◉ ⏳ 68 61 0 56 90 99
12475
tohoanganhai
Provides soccer match predictions and league statistics using xG data and Poiss…
C 61 5⁄5 ◉ ⏳ 66 33 — 27 82 93
12476
16Coffee
A Model Context Protocol server providing comprehensive financial data from Yah…
C 61 5⁄4 ◉ ⏳ 45 43 N/A 43 90 87
12477
arebury
Validates IVR flow definitions (JSON) to detect errors like unreachable nodes, …
C 61 6⁄6 ◉ ⏳ 78 72 0 51 81 86
12478
honeybluesky
Unipile MCP Server ⚡ Claim 1
Enables AI models to interact with messages from various messaging platforms (M…
C 61 6⁄6 ◉ ⏳ 84 65 0 36 81 97
12479
yescay
emailmcp ⚡ Claim
C 61 5⁄4 ◉ ⏳ 58 27 N/A 37 90 90
12480
Jay4242
An MCP server that enables web searches using a SearxNG instance, allowing MCP-…
C 61 5⁄5 ◉ ⏳ 61 30 — 39 81 92
12481
onurpolat05
n8n-asistans ⚡ Claim
Used to create an assistant integrated with n8n that can search n8n documentati…
C 61 5⁄5 ◉ ⏳ 54 31 — 44 81 96
12482
voxmenthe
Enables intelligent code analysis and search across repositories using the Code…
C 61 5⁄4 ◉ ⏳ 60 27 N/A 47 84 87
12483
kukapay
tornado-cash-mcp ⚡ Claim 1
An MCP server that tracks Tornado Cash deposits and withdrawals to reveal hidde…
C 61 5⁄5 ◉ ⏳ 45 42 — 40 80 100
12484
MessengerFlow
Enables AI assistants to manage marketing campaigns, Facebook accounts, and lea…
C 61 6⁄6 ◉ ⏳ 76 68 0 55 80 92
12485
DaniBedz
A deployable Model Context Protocol server on Cloudflare Workers that enables A…
C 61 5⁄5 ◉ ⏳ 48 67 — 21 81 82
12486
hongsw
A Model Context Protocol (MCP) server that allows AI agents like Claude to inte…
C 61 6⁄6 ◉ ⏳ 72 72 0 58 77 91
12487
DevCycleHQ
mcp ⚡ Claim
DevCycle MCP server for feature flag management
C 61 6⁄6 ◉ ⏳ 84 43 0 73 81 94
12488
0xCarbon
qt-mcp ⚡ Claim 2
An MCP server for inspecting, debugging, and interacting with PySide6 desktop a…
C 61 5⁄4 ◉ ⏳ 45 26 N/A 58 92 89
12489
yuezheng2006
Personal JIRA MCP ⚡ Claim 1
An MCP server that enables AI assistants to interact with JIRA, allowing for qu…
C 61 5⁄5 ◉ ⏳ 47 43 — 46 81 93
12490
KatherLab
STAMP ⚡ Claim
Solid Tumor Associative Modeling in Pathology
C 61 6⁄4 ◉ ⏳ 68 55 0 75 87 92
12491
irwantocrimson
MySQL MCP Server ⚡ Claim
Provides MySQL database connectivity and schema inspection tools, allowing user…
C 61 5⁄5 ◉ ⏳ 54 55 — 29 77 87
12492
Sunwood-ai-labs
A simple note-taking MCP server that allows storing and summarizing notes with …
C 61 5⁄4 ◉ ⏳ 72 25 N/A 15 95 89
12493
uraoz
A Model Context Protocol server that enables AI assistants like Claude to use B…
C 61 5⁄4 ◉ ⏳ 33 57 N/A 41 95 78
12494
sudomock
SudoMock ⚡ Claim
Product mockup rendering API for e-commerce and print-on-demand. Upload Photosh…
C 61 5⁄5 ◉ ⏳ 76 10 — 57 69 98
12495
Moderator11
An MCP server that interfaces with the WorldBank API to retrieve economic and l…
C 61 5⁄4 ◉ ⏳ 45 56 N/A 29 95 76
12496
ingero-io
ingero Claim
eBPF-based GPU causal observability agent with MCP server. Traces CUDA Runtime/…
C 61 5⁄4 ◉ ⏳ 68 0 N/A 59 89 93
12497
S1R15H
Enables interaction with blog RSS/Atom feeds to list posts, fetch content, get …
C 61 5⁄5 ◉ ⏳ 66 33 — 19 81 99
12498
mehmetakinn
An MCP server that integrates AI assistants like Claude with GitLab's merge req…
C 61 5⁄5 ◉ ⏳ 45 37 — 45 81 99
12499
smhajimirzaei
An intelligent continuous integration server that provides automated Python cod…
C 61 5⁄5 ◉ ⏳ 60 31 — 37 81 93
12500
mikeysrecipes
Logseq MCP Tools ⚡ Claim 1
A Model Context Protocol server that enables AI agents to interact with a local…
C 61 5⁄4 ◉ ⏳ 39 37 N/A 41 95 95
Showing 12451–12500 of 69111 servers
« Prev 1 … 248 249 250 251 252 … 1383 Next »