MCP Server Quality Scores

Independent quality analysis of 59993 public MCP servers

59993
Discovered
29919
Scored
2112
Verified
16953
Complete

Last updated 54 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22401
cycodehq
Cycode Claim
Boost security in your dev lifecycle via SAST, SCA, Secrets & IaC scanning
C 65 44 60 45 81 81
22402
yokan-board
Yokan Board MCP Claim
Enables AI agents to interact with Yokan Kanban Board API to manage boards, col…
C 65 44 56 73 48 81
22403
sdiehl
sympy-mcp Claim 1
A MCP server for symbolic manipulation of mathematical expressions
C 65 44 57 58 N/A 66 81
22404
examplary-ai
Provides AI assistants with access to Examplary's exam management platform, ena…
C 65 44 56 62 61 82
22405
daviddraiumbrella
Provides read-only access to Umbrella Cost finops platform, enabling natural la…
C 65 44 96 40 27 81
22406
mckinsey
vizro-mcp Claim
Tools and templates to create validated and maintainable data charts and dashbo…
C 65 43 60 30 N/A 79 96
22407
vectra-ai-research
Connects AI assistants to the Vectra AI security platform to enable intelligent…
C 65 44 56 67 48 86
22408
kw510
strava-mcp Claim 1
An MCP server for Strava, an app for tracking physical exercise
C 65 44 67 63 49 78
22409
pdogra1299
Bitbucket MCP Server Claim 1
An MCP server that enables interaction with Bitbucket repositories through the …
C 65 44 77 43 54 81
22410
praveenc
kiro-powers Claim
Repository of custom kiro powers. https://kiro.dev/docs/powers/
C 65 33 54 N/A N/A 43 95
22411
Stoops0311
Automate and accelerate Indian legal research with intelligent tools that searc…
C 65 43 60 70 N/A 30 92
22412
loglmhq
A server that allows AI assistants to browse and read files from specified GitH…
C 65 44 68 68 35 81
22413
scmcphub
Scanpy-MCP Claim
Provides a natural language interface for scRNA-Seq analysis using the Scanpy l…
C 65 44 56 68 55 80
22414
googleworkspace
dev-assist Claim
A monorepo for the Google Workspace Dev Assist project, providing an MCP server…
C 65 43 58 50 N/A 65 89
22415
back1ply
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
C 65 33 50 N/A N/A 51 95
22416
samuelgursky
MCP server integration for DaVinci Resolve providing powerful tools for video e…
C 65 43 80 31 N/A 55 87
22417
peakflames
MCP Server for Polarion
C 65 43 71 28 N/A 65 95
22418
interzoid
MCP server exposing 29 AI-powered Interzoid data quality APIs — company/name/ad…
C 65 44 84 37 46 82
22419
akash143antor
vision-mcp Claim 2
An MCP server that analyzes images using OpenRouter's Gemini Flash model, suppo…
C 65 33 63 N/A N/A 30 95
22420
aprilelevengo
swotpal-mcp-server Claim 1
MCP Server for SWOTPal — SWOT analysis tools for AI agents (Claude, Cursor, Win…
C 65 33 57 N/A N/A 55 83
22421
rwestergren
rachio-mcp Claim 2
MCP server for Rachio sprinkler controllers — schedules, zones, and live wateri…
C 65 33 49 N/A N/A 66 83
22422
atla-ai
Atla Claim
The Atla MCP Server provides a standardized interface for LLMs to interact with…
C 65 44 60 61 59 81
22423
FinAegis
Zelta MCP Server Claim 1
Enables connecting to Zelta through the Model Context Protocol for use with Cla…
C 65 33 60 N/A N/A 34 95
22424
m2ai-archive
ComfyUI MCP Server Claim
Enables Claude to generate images through a local ComfyUI instance using Stable…
C 65 33 66 N/A N/A 25 95
22425
mcp-security-standard
MCP Server Security Standard (MSSS): an open, testable security control standar…
C 65 33 54 N/A N/A 42 95
22426
tobiasGuta
nuclei-mcp Claim
A scoped Nuclei MCP server that only scans targets from HackerOne scope snapsho…
C 65 33 66 N/A N/A 25 95
22427
Probably-Computers
Turns your Obsidian vault into an AI memory palace, enabling AI assistants to s…
C 65 43 48 57 N/A 66 92
22428
cruxible-ai
cruxible-core Claim
Deterministic decision engine with receipts. Define rules in YAML, query a grap…
C 65 43 54 52 N/A 63 95
22429
ZLeventer
Marketo Claim 1
MCP server for Marketo — 32 tools for leads, programs, emails, forms, lists, an…
C 65 33 57 N/A N/A 54 83
22430
washyu
Homelab MCP Server Claim
Enables AI assistants to manage homelab infrastructure through automated servic…
C 65 44 64 46 73 81
22431
TheRealFloatDev
agentsbestfriend Claim
MCP that provides fast, token-efficient tools for navigating, searching, and un…
C 65 33 60 N/A N/A 32 95
22432
intellectronica
skillz Claim
An MCP server for loading skills (shim for non-claude clients).
C 65 44 72 32 N/A 74 81
22433
dhruvvenkat
A local MCP server that transforms an Obsidian vault into a structured learning…
C 65 33 62 N/A N/A 29 95
22434
kznr02
OpenTester Claim
OpenTester is a testing execution engine designed for AI coding tools (Claude C…
C 65 44 56 58 68 80
22435
VoxellInc
forge Claim 1
MCP server for Forge, Voxell's hosted text-embedding API. Tools: embed and list…
C 65 33 45 N/A N/A 74 83
22436
selvage-lab
selvage Claim
LLM-based code review MCP server with AST-powered smart context extraction. Sup…
C 65 43 60 43 N/A 65 95
22437
Tolomere21
latam-mcp Claim
Peruvian public data — SUNAT RUC, BCRP FX, SEACE tenders. Sourced from official…
C 65 33 60 N/A N/A 50 83
22438
daedalus
mcp-stl Claim 1
MCP server for editing STL 3D model files
C 65 33 39 N/A N/A 67 95
22439
jiseong-choi
An MCP server that uses AI to analyze code diffs and transform vague commit mes…
C 65 33 59 N/A N/A 35 95
22440
CoderDayton
Semantic Cache MCP Claim
Reduces token consumption by over 80% through intelligent file caching, returni…
C 65 43 60 32 N/A 84 89
22441
tje8x
anvx Claim
Track and optimize AI API spending across 16 providers with live pricing.
C 65 33 54 N/A N/A 44 95
22442
nguyenvanduocit
Some useful tools for developer, almost everything an engineer need: confluence…
C 65 33 58 N/A N/A 38 95
22443
PaddleHQ
Paddle MCP Server Claim 1
A Model Context Protocol server that provides tools for interacting with the Pa…
C 65 44 49 65 68 83
22444
christerso
civnode-mcp Claim 1
An MCP server for the CivNode 'slow web' social platform that enables interacti…
C 65 44 75 60 32 82
22445
njayp
ophis Claim
Transform any Cobra CLI into an MCP server
C 65 43 68 27 N/A 83 87
22446
dgalarza
YNAB MCP Server Claim
Enables AI assistants to help manage your You Need A Budget (YNAB) finances thr…
C 65 44 74 50 47 81
22447
wowinter13
solscan-mcp Claim
An MCP tool for querying Solana transactions using natural language with Solsca…
C 65 43 64 68 N/A 27 92
22448
richinex
A universal framework for creating and deploying custom Model Context Protocol …
C 65 44 96 32 34 81
22449
BetterThanTomorrow
Enables AI assistants to interact with Clojure REPLs for evaluating code, perfo…
C 65 43 78 10 N/A 76 95
22450 C 65 33 70 N/A N/A 16 95
Showing 22401–22450 of 59993 servers
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