MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29776
Scored
2112
Verified
16952
Complete

Last updated 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
54051
BetaBots-LLC
callimachus Claim
Local index and hybrid search (SQLite FTS5 + on-device vector KNN) over your AI…
N/A N/A
54052
pythondev-pro
PyForge IDE Claim
Enables Python code execution in a sandboxed environment with virtual file syst…
N/A N/A 95
54053
cyanheads
Access US federal award, recipient, agency, and spending analytics data from US…
54054
bettyguo
obsidian-mcp Claim
An MCP server that enables AI agents to read, search, write, and link notes in …
N/A N/A
54055
you922
Enables AI-powered multi-account Telegram management with over 123 tools for me…
54056
lmn451
Analyzes JSX prop usage in React/TypeScript codebases using AST parsing, enabli…
N/A N/A
54057
zinanga
Enables scaffolding, validating, and managing plugins for the Motor Agéntico ec…
N/A N/A
54058
babasida246
Intelligent multi-model orchestrator with dynamic routing that optimizes AI cos…
81
54059
Operative-Sh
web-eval-agent Claim 1
An MCP Server that autonomously debugs web applications with browser-use browse…
N/A N/A 95
54060
AvengerMoJo
mcp-service Claim
A reusable MCP HTTP server with OAuth 2.1 that turns any JSON-RPC handler into …
54061
EricBoix
An MCP server that exposes PDF files as resources, page by page, over Streamabl…
N/A N/A
54062
SapienEx-AI
Converts URLs and raw HTML to clean Markdown, enabling AI assistants to read we…
54063
chen-muxi
AI-SyncForge Claim
A LAN multi-AI collaborative development ecosystem connecting tools like Cursor…
54064
wise-toddler
redash-mcp Claim
Model Context Protocol (MCP) server for Redash - manage queries, dashboards, an…
54065
forgemeshlabs
AI-native travel search MCP with affiliate booking links and optional x402 prem…
54066
ravirdp
Citare Claim
AI search intelligence + Ahrefs-class SEO suite as 59 MCP tools. Track your bra…
54067
jmerelnyc
proxmox-mcp Claim
Enables AI assistants to manage Proxmox VE virtual machines via MCP and OpenAPI…
54068
zmGiser
Enables natural language and geospatial queries on PostGIS databases, with 32 t…
54069
maThiaslI152
Turn any MCP-aware IDE into an agentic coding system backed by tree-sitter, a l…
N/A N/A
54070
CodeAbra
iai-mcp Claim
Local memory daemon with three-tier storage (episodic/semantic/procedural), vec…
N/A N/A
54071
Sceptre
MCP server that exposes Sceptre CloudFormation management operations as tools f…
N/A N/A
54072
jbaker48
Connects to Garmin Connect and exposes fitness and health data (activities, ste…
54073
golem15com
MCP server for Inventory (whereiput.it) that enables searching, full CRUD opera…
54074
Himan-D
Connects AI assistants to a persistent memory engine with Neo4j knowledge graph…
54075
anomalyarmor-uib0
AnomalyArmor Claim
Data observability for AI agents. Query alerts, monitor freshness, investigate …
81
54076
dravidsajinraj-iex
Extract content and metadata from various file formats including PDF, DOC, DOCX…
N/A N/A 95
54077
dangamsoft
cafe-mcp Claim
Korean Saju (Four Pillars / 사주명리) birth-chart analysis — 5 free tools: chart, f…
54078
ojaogezi
opm-mcp Claim
Provides Claude with direct access to the Open Porous Media (OPM) reservoir sim…
N/A N/A
54079
blame-today
blame-mcp Claim
Provides a self-serve recipe for agents to anonymously post and read blames on …
54080
CSOAI-ORG
Time Tracker Ai tools for AI agents. Capabilities: start timer, stop timer, get…
N/A N/A
54081
jigneshsuvariya
Enables storing and querying structured information about software code entitie…
N/A N/A
54082
OpenZeroAgent
Provides AI agents with a persistent internal dynamical state and emotional res…
N/A N/A 95
54083
atmospore
Per-species pollen forecasts at any point on Earth, seven days ahead, via the A…
54084
Dishant27
Enables AI assistants to interact with Kaggle competitions, including listing c…
54085
RuleMesh
compliance Claim
Engineered GDPR compliance for engineers and AI agents: pull rules, implement, …
54086
fernforestgames
An MCP server that enables AI assistants to generate images using Black Forest …
54087 81
54088
bruchris
TypeScript MCP server for Canvas LMS — 115 read+write tools across 17 domains.
N/A N/A
54089
SproitNET
mcp-abap-adt Claim
An MCP server that bridges tools like Cline to SAP ABAP systems, enabling retri…
54090
cinderhaus
heygen-mcp Claim
Exposes HeyGen's video generation API to MCP-compatible clients, enabling listi…
54091
jamesdowzard
MCP Apps POC Claim
A proof-of-concept demonstrating interactive UI capabilities for MCP servers th…
81
54092
byebyebruce
Renders infographics from DSL syntax into PNG images using AntV Infographic. Su…
N/A N/A
54093
ezhuk
Enables LLM agents to securely monitor and control MQTT devices for building au…
54094
lobehub
A minimal MCP server mock for testing, providing echo, debug, and greeting reso…
54095
deepdik
Basic MCP server demonstrating tools for arithmetic operations (add, subtract) …
54096
grupr-ai
MCP server to interact with Grupr agents, enabling polling new messages, postin…
54097
LyuboslavLyubenov
MCP server for context-aware codebase exploration using FastContext model, comb…
N/A N/A
54098
nickymitnick
MCP server for Probo print-on-demand — search products, configure orders, track…
N/A N/A 83
54099
gigimento
MCP-based production monitoring agent for manufacturing OEE, providing real-tim…
54100
perceptron-ai-inc
A vision MCP server that gives MCP-compatible agents direct access to Perceptro…
Showing 54051–54100 of 54421 servers