MCP Server Quality Scores

Independent quality analysis of 66402 public MCP servers

66402
Discovered
31753
Scored
2112
Verified
16953
Complete

Last updated 55 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
65301
Youn-17
Enables AI agents to create publication-quality scientific diagrams, flowcharts…
N/A N/A
65302
kao273183
MCP server bridging product ideas to prioritized roadmaps + spec drafts. Hands …
65303
nirvana6
A zero-friction stdio MCP bridge connecting Cursor Desktop to a local Hermes Ag…
N/A N/A
65304
JonasSousaAP
Enables AI agents to interact with the Advbox legal management system, supporti…
N/A N/A
65305
michaeljfazio
MCP server enabling LLMs to interact with a Cardano node by wrapping cardano-cl…
N/A N/A
65306
yeominsoo
NVIDIA MCP Claim
Provides tools for NVIDIA NIM and Visual GenAI APIs, enabling chat completions,…
N/A N/A
65307
jbandu
Manages airline crew qualifications, certifications, FAA Part 117 compliance, a…
81
65308
iflow-mcp
Lets Claude Code query multiple AI models (Gemini, Grok, ChatGPT, DeepSeek) for…
N/A N/A
65309
wheelfor
wheelfor-mcp Claim
Create, spin, and manage shareable decision wheels on wheelfor.com. Supports cr…
65310
seanjmartin
A Python MCP server that gives AI assistants full access to your Evernote accou…
65311
buildsyncinc
gibs-mcp Claim
Regulatory compliance (AI Act, GDPR, DORA) with article-level citations
81
65312
pipeworx-io
Provides keyless access to NIH clinical data including ICD-10/9, RxTerms, LOINC…
65313
SuperInstance
Enables AI tools to interact with constraint theory tools for pitch snapping, m…
65314
harelrech
c2pa-mcp Claim
Verifies C2PA Content Credentials for local files or URLs and returns an LLM-re…
N/A N/A
65315
ajeetraina
A Model Context Protocol implementation for managing context, prompts, and mode…
65316
ajitnk-lab
Exposes a local MCP server via ngrok with SSE and Streamable HTTP transports fo…
N/A N/A
65317
kinthaiofficial
Exposes DeerFlow's multi-agent capabilities (deep research, data analysis, char…
65318
product-on-purpose
MCP server exposing 40 best-practice product management skills plus workflows a…
65319
lokafinnsw
Argus MCP Claim
Enables AI-powered, zero-trust code review with multiple models, supporting sin…
N/A N/A
65320
yunqi-zhilian
让支持 MCP 的 AI 客户端直接调用票据识别能力,包括银行回单、对账单、增值税发票等解析。
65321
kuramalab
An MCP server for QA and test automation that provides runtime switching betwee…
N/A N/A
65322 N/A N/A 95
65323
RadonUmar
ctalk Claim
Enables coworkers to register profiles, ask questions, check inboxes, propose d…
65324
capritora
Clonst Claim
Enables adversarial code review by connecting Claude Code to OpenAI Codex, iter…
N/A N/A
65325
Seoki2000
An MCP server for Unity that enables AI agents to query and control the Unity E…
N/A N/A
65326
syokiel
Enables AI agents to query Microsoft Copilot Studio telemetry and governance da…
65327
elevateinformatics
Enables AI assistants to manage Paperclip AI agents, issues, goals, approvals, …
65328
sreenathvemula
AI equity-research analyst for Indian NSE/BSE markets with 28 MCP tools enablin…
N/A N/A
65329
Arizona-dev
discord-mcp Claim
An MCP server for managing Discord servers with 73 tools including channels, ro…
65330
luisf371
Manages Docker containers, images, and Compose stacks on a remote host over SSH…
65331
rhdh-exploration-org
A FastMCP server that wraps a REST API as MCP tools, enabling AI agents to inte…
65332
ogprotege
Enables analysis of American Express credit card statements with vendor unmaski…
N/A N/A
65333
andysalvo
crest-verify Claim
Verify x402 endpoints before your agent spends. Three tools: verify (SPEND/CAUT…
65334
turbyho
mem-context Claim
Temporal memory MCP server with LanceDB vector search, weight-decay scoring, an…
N/A N/A
65335
yangfeng20
Enables AI agents to dynamically register and query MySQL-compatible databases …
65336
yifanyifan897645
codescan-mcp Claim
Scans codebases for TODOs, FIXMEs, code complexity, file stats, and dependencie…
N/A N/A
65337
VitorKaeZ
MCP Template Claim
A production-ready Model Context Protocol server template in TypeScript that en…
65338
cyrilpanicker
genai-lab Claim
Exposes tools for semantic search and RAG-based Q\&A from a local knowledge bas…
N/A N/A
65339
VitalyMalakanov
A powerful MCP server that enhances LLMs with advanced sequential thinking capa…
65340
splice-cad
MCP server for Splice CAD cable assembly and wiring harness design tool. Enable…
65341
aws-samples
Enables analyzing AWS cloud spending and Bedrock usage through natural language…
65342
DioNanos
Searchable agent memory: BM25 corpus recall, original-text injection, remember/…
N/A N/A
65343
gbfeliped
mcp-postgres Claim
Read-only PostgreSQL MCP server that enables running SELECT queries, listing ta…
65344
Roast-Labs
An MCP server that exposes the ChatGPT Ads API as tools an LLM host can call.
65345
KappaML
Exposes the KappaML API as tools for AI assistants, enabling user management, m…
N/A N/A
65346
36412749-collab
OpenAI-compatible LLM, image and video APIs via Routara (api.routara.ai).
N/A N/A
65347
guillaumehussong
Provides French address data from DVF, Géorisques, and SSMSI sources, including…
65348
a-g-e-n-t-s
Listens for Discord @mentions via Gateway and queues them for processing by an …
65349
mambaventures
An MCP server that gives AI assistants direct access to New Zealand stock marke…
65350
eren0315
nano-pdf-mcp Claim
Memory-efficient MCP server for reading and splitting large PDF files page by p…
N/A N/A
Showing 65301–65350 of 66402 servers