MCP Server Quality Scores

Independent quality analysis of 69182 public MCP servers

69182
Discovered
→
33868
Scored
→
2112
Verified
→
16953
Complete

Last updated 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52651
MariaDB
mcp-kp Claim
— ○ ⏳ — N/A N/A — 95 —
52652
bkmashiro
weixin-mcp Claim
Enables AI assistants to send and receive WeChat messages through the official …
— ○ ⏳ — N/A N/A — — —
52653
Enigma-Memory
Offers MCP tools for managing a local AI memory vault, including remembering, s…
— ○ ⏳ — N/A N/A — — —
52654
MichaelGagnon13
cura-mcp Claim
Enables AI agents to slice 3D models (STL files) headlessly using UltiMaker Cur…
— ○ ⏳ — N/A N/A — — —
52655
khuynh22
Enables browsing S3 buckets and objects, and generating secure presigned URLs f…
— ○ ⏳ — — — — — —
52656
dholliday3
A local MCP server that exposes Blacksmith.sh's usage and cost data, enabling q…
— ○ ⏳ — N/A N/A — — —
52657
enkiEng
Enables AI models to write, format, compile, lint, and structure modern Fortran…
— ○ ⏳ — N/A N/A — — —
52658
VKirill
Enables AI coding assistants to query and manage multiple MySQL and MariaDB dat…
— ○ ⏳ — — — — — —
52659
gerardjlynn
gnomon Claim
Manages a vault of articles and talk pages using an article/talk split pattern,…
— ○ ⏳ — N/A N/A — — —
52660
willcassell
Scorched Claim
An MCP server that lets you talk to your AI trading assistant in plain English …
— ○ ⏳ — N/A N/A — — —
52661
rev2ret
Model Context Protocol (MCP) server for static C/C++ memory-safety scanning and…
— ○ ⏳ — N/A N/A — — —
52662
OMGhozlan
Enables automated memory forensics analysis using Volatility 3, supporting Wind…
— ○ ⏳ — N/A N/A — — —
52663
guilleyalo
Minimal FastMCP Python server demonstrating basic MCP functionality with a cows…
— ○ ⏳ — — — — — —
52664
dkships
MCP server for Substack's official Publisher API that enables querying post ana…
— ○ ⏳ — — — — — —
52665
dagucloud
dagu Claim
Local-first workflow engine with a Web UI for small teams. Define DAGs in a dec…
— ○ ⏳ — N/A N/A — 95 —
52666
isaacwars
ARCO MCP Claim
Server for redacting, validating, and auditing ARCO rights requests under Mexic…
— ○ ⏳ — N/A N/A — — —
52667
trendbender
Real-time train, bus, ferry and private transfer prices between 40+ Italian cit…
— ○ ⏳ — — — — — —
52668
ProsodyAI
Exposes ProsodyAI documentation, SDK references, REST API reference (OpenAPI), …
— ○ ⏳ — — — — — —
52669
ravenyeh
Provides real-time stock quotes, technical analysis, and intelligent trading re…
— ○ ⏳ — — — — 81 —
52670
coderifts
An MCP server providing risk-aware API governance tools for AI agents. Agents c…
— ○ ⏳ — — — — — —
52671
arkadiusz-rosiak
Enables AI agents to manage Adobe Experience Manager instances, including OSGi …
— ○ ⏳ — N/A N/A — — —
52672
omelet-ai
Enables rapid exploration and integration of Omelet's Routing Engine and iNavi'…
— ○ ⏳ — — — — — —
52673
DavidPraise0x
AI-driven portfolio dashboard and MCP server for the Casper blockchain, enablin…
— ○ ⏳ — — — — — —
52674
y735832496
Enables interaction with employee management systems through a standardized MCP…
— ○ ⏳ — — — — 81 —
52675
sandraschi
A high-performance control plane for Ollama-based local LLM sessions with backg…
— ○ ⏳ — N/A N/A — — —
52676
rioriost
Enables an edit-verify-commit workflow inside Zed with a local MCP server and p…
— ○ ⏳ — N/A N/A — — —
52677
nexoreai
MCP server that generates images using Gemini 3 Pro Image on Vertex AI, with su…
— ○ ⏳ — — — — — —
52678
sudohakan
infoset-mcp Claim
MCP server for Infoset CRM that enables AI assistants to manage tickets, contac…
— ○ ⏳ — — — — — —
52679
amornpan
Provides access to earthquake data from the Thai Meteorological Department (TMD…
— ○ ⏳ — — — — — —
52680
NimbleBrainInc
Enables interaction with Pinecone vector databases for storing and searching em…
— ○ ⏳ — — — — 81 —
52681
eothL
Read-only MCP server for querying a running Obsidian vault from agentic runtime…
— ○ ⏳ — N/A N/A — — —
52682
amolchanov
code-search Claim
Enables semantic code search across indexed code folders using vector embedding…
— ○ ⏳ — N/A N/A — — —
52683
optave
codegraph Claim
Provides AI agents with a function-level dependency graph of the codebase throu…
— ○ ⏳ — N/A N/A — — —
52684
rsafaya-edrv
uk-aml-mcp Claim
— ○ ⏳ — N/A N/A — 95 —
52685
Laegend14
Enables AI assistants to search, retrieve, and browse GenLayer documentation th…
— ○ ⏳ — N/A N/A — — —
52686
DavidLMS
IPMentor Claim
Provides verified IPv4 subnet calculations, IP analysis, and network diagram ge…
— ○ ⏳ — — — — — —
52687
iamanantgupta
Gives AI assistants the power to find verified emails, phone numbers, and rich …
— ○ ⏳ — N/A N/A — — —
52688
Shubham070520
Integrates with Google Docs and Gmail to append content to documents and create…
— ○ ⏳ — N/A N/A — — —
52689
hkopenai
MCP server providing access to Hong Kong law and security data, including Forei…
— ○ ⏳ — N/A N/A — — —
52690
alejandro-cedeno-10
Enables AI agents to efficiently retrieve relevant code context via PageRank-op…
— ○ ⏳ — N/A N/A — — —
52691
lixiaowww
veragent-mcp Claim
Enables checking trust of MCP tools before installation, listing trusted tools,…
— ○ ⏳ — — — — — —
52692
Scout-AI-Labs
Provides coding agents with live web capabilities including web search, scrapin…
— ○ ⏳ — — — — — —
52693
octotrip
Free, no-login rental car search with real-time pricing.
— ○ ⏳ — — — — — —
52694
kavingas
Enables interaction with Adobe Commerce Catalog Services to retrieve product va…
— ○ ⏳ — — — — — —
52695
Edwson
Enables AI agents to access design system tokens and component contracts throug…
— ○ ⏳ — N/A N/A — — —
52696
CerevoxAI
Model Context Protocol server for Cerevox AI that exposes document parsing (Lex…
— ○ ⏳ — — — — — —
52697
iwaokimura
zbmath-mcp Claim
MCP server to search and retrieve mathematical publications, author profiles, a…
— ○ ⏳ — — — — — —
52698
autodesk-platform-services
Provides access to Autodesk Platform Services API, enabling interaction with AC…
— ○ ⏳ — N/A N/A — — —
52699
GoodFaithExteriors
Provides browser automation capabilities using Playwright, allowing LLMs to int…
— ○ ⏳ — — — — — —
52700
thecreativelabs
plutio-mcp Claim
Enables Claude and other MCP clients to interact with Plutio's business platfor…
— ○ ⏳ — — — — — —
Showing 52651–52700 of 69182 servers