MCP Server Quality Scores

Independent quality analysis of 67286 public MCP servers

67286
Discovered
32326
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
57851
AiAgentKarl
Compliance and guardrails infrastructure for AI agents, enabling safe operation…
N/A N/A
57852
guanweiqiang
Converts documents between Markdown, PDF, DOCX, and HTML locally with AI-friend…
N/A N/A
57853
red-cars-io
Enables AI agents to access FDA and ClinicalTrials.gov data for medical device …
57854
prreobby
Provides controlled, verifiable access to jw.org content for AI applications, e…
57855
kotinder
roomcomm-mcp Claim
Ephemeral REST chatrooms where AI agents of different owners coordinate on a sh…
57856
ajtgjmdjp
Compound MCP agent that integrates EDINET, TDNET, e-Stat, and stock price sourc…
N/A N/A
57857
websfactory
Searches for children's programs at public facilities like libraries and cultur…
57858
gptForYou
FinData Claim
MCP server providing professional financial data access for LLMs through provid…
57859
swesmith-repos
Provides controlled access to llms.txt documentation files through MCP tools, a…
81
57860
tanmay-girdhar
An MCP server for React Native Upgrade Helper diffs. It fetches the same genera…
N/A N/A
57861
devRonPark
Translates Korean KakaoTalk messages to natural Japanese with pronunciation and…
57862
MCP server for orchestrating Node.js development servers (backend, frontend, da…
N/A N/A 81
57863
db-inlee
MCP server that diagnoses RAG pipeline regression by detecting which failure mo…
N/A N/A
57864
Ansvar-Systems
Query Slovak data protection regulations, decisions, and guidelines from ÚOOÚ S…
N/A N/A
57865
GetHammerpath
MCP server that integrates with ARXsec.io API to execute security scans, compli…
57866
NimbleBrainInc
Enables interaction with Pinecone vector databases for storing and searching em…
81
57867
tidewave-ai
Better agentic Rails development, runtime-level tools for your agent to talk to…
N/A N/A
57868
sandraschi
AI-driven USB oscilloscope control via FastMCP, enabling waveform capture, CSV …
N/A N/A
57869
BuildWithBeacon
A collection of over 20 specialized MCP servers that enable LLMs to manage cust…
57870
quizlar
Quizlar Claim
Quizlar is the learning MCP server. It turns whatever source the user brings — …
57871
cognis-digital
aegis Claim
MCP server for auditing AI agent permissions and access by scanning for the tri…
N/A N/A
57872
hosthobbit
Enables AI assistants to manage WHM hosting accounts and server administration …
57873
jordnlvr
Enables AI assistants to extract and document Mendix Studio Pro modules by inte…
N/A N/A 95
57874
Ryvonetwork
MCP server for Ryvo Protocol state reads and prepare-only payment-channel actio…
N/A N/A
57875
CSOAI-ORG
mortgage-calculator-ai-mcp MCP server by MEOK AI Labs
N/A N/A
57876
kodegrenade
Enables AI assistants to generate fake Nigerian data including names, addresses…
N/A N/A
57877
Abdur-Rahman-Palash
Access a 24/7 AI senior developer with 26 specialized tools for the full softwa…
81
57878
UnbearableDev
Four IaC audits in one call: Compose, Dockerfile, GitHub Actions, Kubernetes. 1…
57879
cyanheads
Store, query, and create YAML workflow playbooks for LLM agents.
N/A N/A 83
57880
usrivastava92
LLM-optimized MCP server for Obsidian vaults with surgical edits, hash-based co…
N/A N/A
57881
akilat-spec
Manage employee leave with quick lookups for balances, histories, and recent ac…
N/A N/A 95
57882
mikesmullin
mcp-zen Claim
Lets MCP clients control a live Zen/Firefox browser to navigate, click, fill fo…
N/A N/A
57883
jaworjar95
Enables AI tools like Claude Desktop and Cline to interact with Salesforce, pro…
57884
Humotica
MCP server for Phantom Resume that enables cross-device AI session portability …
57885
Offline AI-powered local file search. BM25 + semantic hybrid search across all …
N/A N/A 81
57886
nesirat
A comprehensive system that helps organizations track, manage, and respond to s…
57887
chhanz
Fetches AWS What's New announcements by month, allowing users to query announce…
57888
evnchn-nicegui
Enables LLMs to drive NiceGUI apps by exposing an interactive element tree via …
N/A N/A
57889
pedrofalchi-fullstack
EcommAPI Claim
Enables AI-powered analysis of e-commerce products and sales data, proposing pr…
N/A N/A
57890
Salah-XD
appCN Claim
Install & correctly use appCN React Native / Expo components, streamed from the…
N/A N/A
57891
liunan-githu
Enables text-only language models to 'see' and describe images by calling multi…
N/A N/A
57892
kevin0195
Enables award flight search across 20+ airline programs using PointsYeah, with …
N/A N/A
57893
daniloneto
MCP server for Bitbucket Cloud, focused on pull-request review workflows
57894
Kristos
A secure, controlled terminal MCP server that enables executing whitelisted she…
N/A N/A
57895
BigSweetPotatoStudio
一个基于 MCP 协议的 Electron 桌面终端应用,为 AI 助手提供安全的远程 shell 执行能力。
N/A N/A
57896
solidlime
MemoryMCP Claim
A persistent memory MCP server specialized for Japanese, featuring hybrid searc…
N/A N/A
57897
wzy4163
Enables querying of Hangzhou Dianzi University course schedules, exams, and cam…
N/A N/A
57898
pipeworx-io
Enables querying and searching Connecticut Open Data via Socrata SoQL API, allo…
57899
mikeheilmann1024
Enables advanced HubSpot CRM operations including unlimited record extraction, …
N/A N/A
57900
Gernika-Labs
mcp Claim
Score agent manifests, generate CI workflows, and pull Clarx scan findings into…
N/A N/A
Showing 57851–57900 of 67286 servers