MCP Server Quality Scores

Independent quality analysis of 69070 public MCP servers

69070
Discovered
→
33788
Scored
→
2112
Verified
→
16953
Complete

Last updated 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8401
jacksteamdev
A Model Context Protocol server that provides database interaction capabilities…
C 69 5⁄4 ◉ ⏳ 57 57 N/A 44 95 92
8402
progress-all
ACOMO MCP Server ⚡ Claim 1
Enables interaction with ACOMO API through MCP tools and resources. Provides co…
C 69 5⁄5 ◉ ⏳ 72 82 — 51 80 49
8403
shrey4500
freshrelease Claim
C 69 5⁄4 ◉ ⏳ 62 61 N/A 16 95 99
8404
matsjfunke
Paperclip Claim
The paperclip server enables searching and retrieving research papers from vari…
C 69 5⁄5 ◉ ⏳ 82 36 — 48 81 96
8405
lhstorm
Transforms PDF collections into a searchable knowledge base using TF-IDF indexi…
C 69 5⁄4 ◉ ⏳ 88 31 N/A 25 95 95
8406
ikungsjl
A local document processing server that can index various document formats (PDF…
C 69 5⁄4 ◉ ⏳ 72 53 N/A 22 95 93
8407
saksham0712
Provides a complete end-to-end MCP server implementation with file system tools…
C 69 5⁄5 ◉ ⏳ 72 56 — 31 81 98
8408
hofill
RequestRepo MCP ⚡ Claim 2
An MCP server providing complete access to the RequestRepo toolset for managing…
C 69 5⁄5 ◉ ⏳ 45 70 — 49 82 100
8409
mitjaeichhorn
manus-mcp Claim 2
An MCP server that enables interaction with Google Drive through the Google Clo…
C 69 6⁄6 ◉ ⏳ 45 86 95 25 80 75
8410
HamzaFarhan
Memory MCP ⚡ Claim
A knowledge-graph-based memory system for AI agents that enables persistent inf…
C 69 5⁄4 ◉ ⏳ 60 60 N/A 25 95 100
8411
VaishnaviJagan
An MCP server generated from an OpenAPI specification that exposes Petstore API…
C 69 5⁄5 ◉ ⏳ 79 58 — 22 77 99
8412
agilesix
Enables research of federal contract awards and competitive landscape analysis …
C 69 5⁄5 ◉ ⏳ 66 58 — 45 81 91
8413
4R9UN
MCP KQL Server ⚡ Claim
Enables intelligent KQL query execution against Azure Data Explorer clusters wi…
C 69 5⁄5 ◉ ⏳ 82 20 — 77 81 90
8414
davise070893
A Python-based MCP server that extracts football match data from multiple globa…
C 69 5⁄5 ◉ ⏳ 80 56 — 22 82 94
8415
cuongtl1992
mcp-dbs ⚡ Claim
A Model Context Protocol (MCP) implementation for connecting to and working wit…
C 69 5⁄5 ◉ ⏳ 66 53 — 50 81 94
8416
narumiruna
gitingest-mcp ⚡ Claim 1
A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to c…
C 69 5⁄4 ◉ ⏳ 45 65 N/A 59 90 90
8417
fryjustinc
SSH MCP Server ⚡ Claim 1
Provides LLM clients with safe, persistent SSH access to remote machines throug…
C 69 5⁄5 ◉ ⏳ 70 82 N/A 59 89 39
8418
JustTryAI
A server that implements the Model Completion Protocol (MCP) to allow LLMs to i…
C 69 5⁄5 ◉ ⏳ 84 40 — 31 80 100
8419
clsferguson
Enables fetching and reading content from web URLs through a configurable proxy…
C 69 5⁄5 ◉ ⏳ 66 68 — 29 81 94
8420
AgentWong
IAC Memory MCP Server ⚡ Claim 2
A custom Memory MCP Server that acts as a cache for Infrastructure-as-Code info…
C 69 5⁄5 ◉ ⏳ 84 91 — 33 82 37
8421
sn0w-Xue
A locally-run MCP server that enables downloading images, videos, and LivePhoto…
C 69 5⁄4 ◉ ⏳ 58 50 N/A 43 95 99
8422
qabyai
Playwright MCP ⚡ Claim
Enables AI assistants to interact with web browsers in real-time through Playwr…
C 69 5⁄5 ◉ ⏳ 60 100 N/A 31 95 44
8423
jackalterman
Provides Windows system diagnostic capabilities to AI agents, allowing them to …
C 69 5⁄5 ◉ ⏳ 84 75 N/A 24 95 50
8424
alondmnt
Joplin MCP Server ⚡ Claim 1
FastMCP server exposing Joplin notes, notebooks, tags, and imports.
C 69 5⁄4 ◉ ⏳ 56 46 N/A 83 78 95
8425
Maverick-LjXuan
MCP Router ⚡ Claim
A service discovery and proxy for MCP servers that enables registration, discov…
C 69 5⁄5 ◉ ⏳ 60 82 — 23 81 90
8426
stackai
Enables users to connect and run Stack AI workflows directly through MCP-compat…
C 69 5⁄5 ◉ ⏳ 78 57 — 32 81 86
8427
relayprotocol
Relay MCP Server ⚡ Claim
A Model Context Protocol (MCP) server for Relay Protocol — cross-chain bridge a…
C 69 5⁄5 ◉ ⏳ 66 63 — 36 80 92
8428
rrq974kf
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 69 5⁄5 ◉ ⏳ 60 70 — 27 81 100
8429
FranciscoYuster
mcp-skills ⚡ Claim
Integrates with the skills.sh ecosystem to allow AI coding agents to discover, …
C 69 5⁄5 ◉ ⏳ 56 61 — 58 78 96
8430
WhissleAI
Whissle MCP Server ⚡ Claim
A Python-based server that provides access to Whissle API endpoints for speech-…
C 69 5⁄5 ◉ ⏳ 60 82 — 18 80 93
8431
nasoma
Joomla MCP Server ⚡ Claim
Joomla MCP Server
C 69 5⁄5 ◉ ⏳ 76 47 — 47 81 91
8432
YangLiangwei
PersonalizationMCP ⚡ Claim
Aggregate personal data from Steam, YouTube, Bilibili, Spotify, Reddit and othe…
C 69 5⁄5 ◉ ⏳ 82 43 — 46 76 93
8433
shashwatgtm
Provides B2B positioning and messaging tools based on the IMPACT Framework, ena…
C 69 5⁄4 ◉ ⏳ 72 52 — 29 95 90
8434
n1byn1kt
ApiTap ⚡ Claim 1
MCP server that turns any website into an API by capturing or importing API end…
C 69 6⁄4 ◉ ⏳ 96 72 0 69 90 89
8435
fliptheweb
fatsecret-mcp ⚡ Claim 4
MCP server for FatSecret API - food search, nutrition, diary, recipes, weight t…
C 69 5⁄5 ◉ ⏳ 63 82 N/A 76 74 51
8436
FYZAFH
mcp-codex-dev ⚡ Claim 1
An MCP server that integrates Codex CLI into Claude Code workflows for code wri…
C 69 5⁄4 ◉ ⏳ 57 63 N/A 41 92 88
8437
m0nochr0me
Arca MCP ⚡ Claim 1
An MCP server providing semantic memory storage and retrieval using vector embe…
C 69 5⁄5 ◉ ⏳ 57 68 — 48 78 94
8438
evlon
Enables interaction with ZenTao bug tracking system to search products, query a…
C 69 5⁄5 ◉ ⏳ 68 71 — 31 76 89
8439
oculairmedia
Ghost MCP Server ⚡ Claim 1
A Model Context Protocol server that enables management of Ghost blog content (…
C 69 5⁄5 ◉ ⏳ 63 68 — 33 77 99
8440
ccq1
awsome kali MCPServers is a set of MCP servers tailored for Kali Linux
C 69 5⁄4 ◉ ⏳ 72 48 N/A 45 87 91
8441
trymonoly
Kali-Mcp-Toolkit ⚡ Claim 1
An MCP server that exposes over 500 Kali Linux security tools to AI models for …
C 69 5⁄4 ◉ ⏳ 51 66 N/A 45 88 94
8442
NandiniLReddy
A Model Context Protocol server that enables AI assistants to manage Gmail thro…
C 69 5⁄5 ◉ ⏳ 51 68 — 43 81 99
8443
ssonthal
A Model Context Protocol server that integrates with Zerodha APIs for automated…
C 69 5⁄5 ◉ ⏳ 63 66 — 26 81 100
8444
Shameerpc5029
Notion MCP Server ⚡ Claim
Enables AI assistants to search, create, and manage Notion workspace content in…
C 69 5⁄5 ◉ ⏳ 72 68 — 21 80 91
8445
jsukup
Medium MCP Server ⚡ Claim 1
A protocol server that enables programmatic interaction with Medium's content e…
C 69 5⁄5 ◉ ⏳ 68 68 — 25 82 94
8446
himly0302
Web Analysis MCP ⚡ Claim 1
Enables intelligent web searching using SearXNG with content crawling via Creep…
C 69 5⁄5 ◉ ⏳ 72 71 — 37 76 80
8447
Nicolas-One
Provides comprehensive Redis database operations supporting all major data type…
C 69 5⁄5 ◉ ⏳ 72 57 — 53 81 80
8448
GongRzhe
JSON MCP Server ⚡ Claim 4
A Model Context Protocol server implementation that enables LLMs to query and m…
C 69 5⁄5 ◉ ⏳ 77 100 — 42 69 42
8449
heniv96
🤖 AI-powered Kubernetes management with 37+ tools via natural language. Transfo…
C 69 5⁄4 ◉ ⏳ 76 26 N/A 55 95 95
8450
jpbullalayao
An MCP-compliant server that enables AI agents to perform accurate Pokémon batt…
C 69 5⁄5 ◉ ⏳ 90 70 — 48 82 40
Showing 8401–8450 of 69070 servers
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