MCP Server Quality Scores

Independent quality analysis of 67181 public MCP servers

67181
Discovered
32311
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 23 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
38001
Astrix-Labs
Open-source causal memory for AI agents: persistent, explainable, MCP-native me…
N/A N/A
38002
prak16
Install + verify the panini-connector SDK on self-hosted sites, driven by AI ag…
N/A N/A
38003
iamfaham
Provide seamless access to investor data through a dedicated MCP server. Enable…
N/A N/A 95
38004
mattcoatsworth
Enables sending messages, managing templates, uploading media, and configuring …
38005
amajorai
Provides tools for AI assistants to search and explore the Update Night catalog…
38006
philipk19238
Exposes Cursor's semantic code search through MCP, enabling tools like codebase…
N/A N/A
38007
potentgtm-prog
A remote MCP server deployed on Cloudflare Workers without authentication, enab…
N/A N/A
38008
FDiskas
sonic-boom Claim
Encodes a TypeScript/JavaScript codebase into a deterministic PNG heatmap that …
N/A N/A
38009
NicolasAEV
Allows AI assistants to query public procurement opportunities, purchase orders…
38010
abhiyoheswaran1
agentloopkit Claim
Read-only MCP server for AgentLoopKit tasks, policies, reports, handoffs, and s…
N/A N/A
38011
scmcphub
Enables querying celltype markers from CellMarker database using natural langua…
81
38012
CodefiLabs
mcp-proxy Claim
Bypasses Claude Desktop sandbox network restrictions by providing tools to fetc…
N/A N/A
38013
NigelVanHattum
mealie-mcp Claim
Docker-hosted MCP server for Mealie that enables AI agents to read cookbooks, e…
81
38014
smitraonline
snow-mcp Claim
An MCP server for interacting with a ServiceNow instance via its Table API, ena…
38015
ffpy
my-mcp-ssh Claim
An MCP server that enables large language models to connect to remote servers v…
N/A N/A
38016
QWER-ASDF-1234
hachanha-mcp Claim
MCP server that converts user requests into deliberately poor drawing prompts, …
38017
honu-ai
Enables context-powered task management on Trello boards, automatically creatin…
38018
pereirrd
Stores and searches AI-generated knowledge about software projects, enabling Cu…
38019
pvoo
Enables LLMs to explore BigQuery datasets and tables, run safe read-only querie…
38020
pipeworx-io
Enables AI agents to search, query, and retrieve metadata from the Cook County …
38021
decionis
mcp Claim
Fail-closed policy gate for AI agent actions, with local evaluation and native …
38022
optimikelabs
MCP server for Obsidian that exposes tools for reading/writing notes, managing …
38023
nevermined-io
Weather MCP Claim
Minimal MCP server exposing today's weather for a city via tool, resource, and …
38024
Rovemark
Logica Mind Claim
Long-term memory for AI agents over MCP — episodic + semantic memory, a tempora…
N/A N/A
38025
sabiertas
Enables AI assistants to manage Bricks Builder pages, templates, and elements v…
38026
xyz50270
Enables LLMs to manage your Microsoft 365 calendar, tasks, and email via Micros…
N/A N/A
38027
0xJem
An authenticated Streamable HTTP bridge that wraps the local OmniFocus MCP serv…
N/A N/A
38028
FGC-Shreyansh-Chachaundiya
CodeSherlock Claim
AI-powered static and contextual code analysis MCP server
N/A N/A 95
38029
Song-JunHyeong
Appwrite MCP Claim
Enables AI agents to fully automate Appwrite backend operations with 143 tools …
81
38030
tornidomaroc-web
Gives your AI coding agent a bounded map of an unfamiliar TypeScript SaaS repo:…
N/A N/A
38031
jdug-jadodev
Efficiently loads, caches, and delivers project file context for AI agents usin…
N/A N/A
38032
Agent-Pattern-Labs
state-trace Claim
Graph-native working memory for coding agents, providing typed memories, causal…
N/A N/A
38033
AlexOBarnes
IMDB MCP Claim
Enables semantic and similarity search across IMDB movie data using vector embe…
N/A N/A
38034
silverze
nutstore-mcp Claim
MCP server for Nutstore cloud storage, enabling AI assistants to manage files v…
N/A N/A
38035
dbfournier33
outlook-mcp Claim
An MCP server that gives AI agents structured access to a Microsoft Outlook mai…
N/A N/A
38036
Influship
Influship Claim
Find and analyze influencers with creator search, lookalikes, profiles, posts, …
38037
danie1net0
Manages Laravel Forge servers, sites, deployments, SSL certificates, databases,…
38038
lrferr
Enables monitoring and administration of MySQL databases through natural langua…
38039
higebu
cml2-mcp Claim
Thin MCP server for Cisco CML2 that exposes the live OpenAPI specification and …
38040
pkyit
dm-mcp Claim
Provides secure SELECT queries and table structure retrieval for Dameng databas…
38041
aiproductscout
Agentic commerce with 58 MCP tools for product search, checkout, A2A negotiatio…
38042
basaranbaran
Enables real-time weather queries via Claude Desktop using OpenWeatherMap API, …
N/A N/A
38043
ark-forge
mcp-dora Claim
DORA compliance scanner MCP server that scans projects for regulatory gaps, cla…
N/A N/A
38044
ziyuyu23
A read-only MCP server for inspecting Kubernetes clusters, allowing LLMs to lis…
N/A N/A
38045
rlawogh1005
green-mcp Claim
Measures CPU energy and LLM token usage of programs to enable cost-efficient re…
N/A N/A
38046
linkwut-create
A headless local knowledge library and RAG substrate that enables LLM clients t…
N/A N/A
38047
bilginerdem
CrawMcp Claim
Self-hosted MCP server for web crawling that bypasses anti-bot walls and JS cha…
38048
ivncmp
dbrain Claim
Provides persistent, structured memory for AI assistants across multiple client…
38049
iflow-mcp
Enables generating Robot Framework test cases with SeleniumLibrary, creating pa…
N/A N/A
38050
CSOAI-ORG
readme-generator-ai-mcp MCP server by MEOK AI Labs
N/A N/A
Showing 38001–38050 of 67181 servers
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