MCP Server Quality Scores

Independent quality analysis of 69236 public MCP servers

69236
Discovered
→
33911
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 26 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22601
zerocore-ai
microsandbox Claim
microsandbox
C 64 4⁄4 ◐ ⏳ 56 41 — 83 82 —
22602
CDataSoftware
This read-only MCP Server allows you to connect to Sage 50 UK data from Claude …
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 33 95 —
22603
brutalzinn
An MCP Selenium Server for controlling browsers using natural language in Curso…
C 64 4⁄3 ◐ ⏳ 72 62 N/A 23 88 —
22604
mikeychann-hash
MCP server with intelligent memory management and file monitoring that enables …
C 64 4⁄4 ◐ ⏳ 94 43 — 24 77 —
22605
justmytwospence
Strava MCP Server ⚡ Claim 1
An MCP server that enables interaction with the Strava API v3 to manage fitness…
C 64 4⁄4 ◐ ⏳ 63 72 — 30 81 —
22606
Super-I-Tech
mcp-plexus ⚡ Claim
mcp-plexus
C 64 4⁄4 ◐ ⏳ 84 43 — 39 80 —
22607
coolmew
Exposes Unity Editor project context and manipulation tools to AI coding agents…
C 64 3⁄3 ◐ ⏳ 50 N/A N/A 48 95 —
22608
vidal-renao
Enterprise-grade AI-powered helpdesk MCP server for Swiss SMEs, enabling autono…
C 64 3⁄3 ◐ ⏳ 54 N/A N/A 40 95 —
22609
bazylhorsey
Enables comprehensive access to Obsidian vaults through MCP, supporting multi-v…
C 64 4⁄4 ◐ ⏳ 70 66 — 30 80 —
22610
neurondb
neurondb Claim
PostgreSQL extension for vector search, embeddings, and ML, plus NeuronAgent ru…
C 64 4⁄3 ◐ ⏳ 64 36 N/A 62 95 — C
22611
CDataSoftware
This read-only MCP Server allows you to connect to Google Spanner data from Cla…
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 33 95 —
22612
CDataSoftware
Power BI XMLA MCP Server by CData
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 34 95 —
22613
JeenyJAI
Desktop UI automation for AI agents: screenshots, windows, mouse, keyboard, UI …
C 64 3⁄3 ◐ ⏳ 54 N/A N/A 41 95 —
22614
electrocucaracha
MCP OpenAPI Proxy ⚡ Claim
A tool that accelerates MCP protocol adoption by automatically generating MCP-c…
C 64 4⁄4 ◐ ⏳ 86 45 — 30 81 —
22615
CDataSoftware
Shopify MCP Server by CData
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 34 95 —
22616
asadullokhn
teztun ⚡ Claim
Manage TezTun tunnels, subdomains, and service tokens from any MCP-compatible A…
C 64 3⁄3 ◐ ⏳ 60 N/A N/A 47 83 —
22617
alkoleft
Инструмент для выгрузки синтаксис помощника в файлы
C 64 3⁄3 ◐ ⏳ 48 N/A N/A 50 95 —
22618
jacobcwright
runpod-mcp ⚡ Claim 1
C 64 3⁄3 ◐ ⏳ 66 N/A N/A 20 95 —
22619
CDataSoftware
This read-only MCP Server allows you to connect to Dropbox data from Claude Des…
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 33 95 —
22620
CDataSoftware
This read-only MCP Server allows you to connect to Authorize.Net data from Clau…
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 33 95 —
22621
CDataSoftware
Kintone MCP Server by CData
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 34 95 —
22622
CDataSoftware
SAS Data Sets MCP Server by CData
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 34 95 —
22623
aliengiraffe
spotdb Claim
Ephemeral data sandbox for AI workflows with guardrails and security
C 64 4⁄3 ◐ ⏳ 64 41 N/A 74 81 —
22624
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 33 95 —
22625
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 33 95 —
22626
federicodeponte
openpaper-mcp ⚡ Claim 1
Generate academic papers with AI agents and verified citations via OpenPaper.dev
C 64 3⁄3 ◐ ⏳ 60 N/A N/A 47 83 —
22627
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 33 95 —
22628
Yarmoluk
Compressed Knowledge Graphs over MCP — 97 domains, 4× F1 vs RAG at 11× fewer to…
C 64 3⁄3 ◐ ⏳ 60 N/A N/A 29 95 —
22629
ancrz
Penpot MCP Server ⚡ Claim
Enables AI agents to programmatically access self-hosted Penpot instances to re…
C 64 4⁄4 ◐ ⏳ 72 63 — 45 71 —
22630
jghiringhelli
codeseeker ⚡ Claim
Graph-powered code intelligence with semantic search and knowledge graph for AI…
C 64 4⁄3 ◐ ⏳ 64 33 N/A 72 90 —
22631
pinecone-io
assistant-mcp ⚡ Claim
Connects to your Pinecone Assistant and gives the agent context from its knowle…
C 64 4⁄4 ◐ ⏳ 56 60 — 53 85 —
22632
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 33 95 —
22633
ai-debugger-inc
AI Debugger ⚡ Claim 1
Bringing the debugging we know and love as human programmers to our AI agents –…
C 64 4⁄3 ◐ ⏳ 60 32 N/A 76 94 —
22634
CakekritsananXi
agents Claim
C 64 4⁄3 ◐ ⏳ 60 58 N/A 42 90 —
22635
elijahdev0
Control AI agents creation and modification via MCP.
C 64 4⁄4 ◐ ⏳ 92 45 — 19 80 —
22636
groupdocs-metadata
MCP server for GroupDocs.Metadata — read and remove document metadata via AI ag…
C 64 3⁄3 ◐ ⏳ 39 N/A N/A 66 95 —
22637
bch1212
agentfetch-mcp ⚡ Claim
Token-budgeted web fetch for AI agents. Auto-routes between Trafilatura, Jina R…
C 64 3⁄3 ◐ ⏳ 72 — — 47 67 —
22638
mcp-wp
mcp-server Claim
MCP server implementation using the WordPress REST API
C 64 3⁄3 ◐ ⏳ 50 N/A N/A 46 95 —
22639
infobip
Infobip OpenAPI MCP is a framework for exposing OpenAPI documented HTTP APIs as…
C 64 4⁄3 ◐ ⏳ 60 38 N/A 66 95 —
22640
CDataSoftware
This read-only MCP Server allows you to connect to Highrise data from Claude De…
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 33 95 —
22641
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 33 95 —
22642
rohith1125
AI-controlled algorithmic trading engine exposing 40 MCP tools across 9 namespa…
C 64 3⁄3 ◐ ⏳ 60 N/A N/A 31 95 —
22643
CDataSoftware
SQL Server Analysis Services MCP Server by CData
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 34 95 —
22644
JiaboLi-GitHub
renderdoc-mcp Claim 1
An MCP server for RenderDoc: Empowering AI assistants to analyze GPU frame capt…
C 64 3⁄3 ◐ ⏳ 37 N/A N/A 66 95 — C
22645
ForrestKim42
A pattern for LLM agents to explore and control any app — mobile or desktop. Ac…
C 64 3⁄3 ◐ ⏳ 52 N/A N/A 42 95 —
22646
ken00bu
A local MCP server that guides users through Linux From Scratch (LFS) documenta…
C 64 3⁄3 ◐ ⏳ 60 N/A N/A 29 95 —
22647
rohitsoni007
mcp-gearbox ⚡ Claim
A modern desktop application for managing Model Context Protocol (MCP) servers …
C 64 4⁄3 ◐ ⏳ 54 32 N/A 81 95 —
22648
CDataSoftware
This read-only MCP Server allows you to connect to Basecamp data from Claude De…
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 33 95 —
22649
CDataSoftware
Neo4J MCP Server by CData
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 34 95 —
22650
prisma
Manage Prisma Postgres databases with ease
C 64 4⁄3 ◐ ⏳ 60 17 N/A 90 95 —
Showing 22601–22650 of 69236 servers
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