MCP Server Quality Scores

Independent quality analysis of 69135 public MCP servers

69135
Discovered
→
33833
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
56551
nikolaymokh-dev
Read-only MCP server for Yandex Metrika analytics, enabling report retrieval vi…
— ○ ⏳ — — — — — —
56552
nuwainfo
ffl-mcp Claim
MCP server for ffl. Let AI share anything for you.
— ○ ⏳ — N/A N/A — — —
56553
dschnurbusch
mattergate Claim
A self-hostable MCP permissions gateway for legal-tech systems that connects le…
— ○ ⏳ — — — — — —
56554
shadcnspace
MCP server for Shadcn Dashboard that enables AI to discover, search, and instal…
— ○ ⏳ — N/A N/A — — —
56555
AIops-tools
Governed OPNsense + pfSense firewall ops: rules, NAT, VPN, DHCP, RCA. 35 tools.
— ○ ⏳ — N/A N/A — — —
56556
Evaan-devlops
Local-first, read-only MCP server for Claude Code that indexes and searches ful…
— ○ ⏳ — N/A N/A — — —
56557
jcdreamjc
悟道数据 Wudao Data 是面向 OpenClaw、Hermes、Claude 和自建 AI Agent 的 A股股票数据 MCP Server,提供市…
— ○ ⏳ — — — — — —
56558
mattcoatsworth
A comprehensive MCP server for interacting with the Klaviyo API, providing tool…
— ○ ⏳ — N/A N/A — — —
56559
myraffy
homelab-mcp Claim
Enables management of homelab infrastructure, including Docker/Podman container…
— ○ ⏳ — N/A N/A — — —
56560
Abhishekpendyala06
Provides comprehensive real estate market intelligence, property valuation, and…
— ○ ⏳ — — — — — —
56561
jackychen129
CyberDestiny Claim
Provides 35 MCP tools for Chinese metaphysical divination, including BaZi, ZiWe…
— ○ ⏳ — N/A N/A — — —
56562
applicate2628
A loopback-bound MCP server that enables MCP clients to control Ableton Live (s…
— ○ ⏳ — N/A N/A — — —
56563
brssignals
Provides real-time Bitcoin market regime detection by fusing on-chain, derivati…
— ○ ⏳ — — — — — —
56564
H2ejctu
Czech audiobook catalog MCP server. Search 12 000+ titles + compare prices acro…
— ○ ⏳ — — — — — —
56565
sughosh-pocketfm
kbask Claim
Hybrid MCP server that combines Graphify’s structural code graphs with Understa…
— ○ ⏳ — N/A N/A — — —
56566
tcwangh01
Provides image processing tools for Claude Code, including downloading toy-rela…
— ○ ⏳ — N/A N/A — — —
56567
1Shubham7
kubeaid-mcp Claim
Exposes a Kubernetes cluster to MCP-compatible AI clients, enabling read-only a…
— ○ ⏳ — N/A N/A — — —
56568
iamfiscus
Provides D3 visualization documentation, chart recommendations, and code genera…
— ○ ⏳ — — — — — —
56569
cchesebro-prog
A remote MCP server that connects Claude to Acumatica ERP 2025 R2 with per-user…
— ○ ⏳ — — — — — —
56570
tianyilt
qzcli Claim
Enables managing OpenI platform resources (login, query nodes, submit jobs, vie…
— ○ ⏳ — — — — — —
56571
shaneslo
An MCP server that provides email sending, reading, replying, and searching cap…
— ○ ⏳ — — — — — —
56572
sandraschi
Conversational AI control for Software Defined Radio via the Model Context Prot…
— ○ ⏳ — N/A N/A — — —
56573
nagendramishr
Enables AI assistants to search, query, and manage Azure AI Search indexes usin…
— ○ ⏳ — N/A N/A — — —
56574
elvirchik
heor-agent Claim
AI-powered Health Economics and Outcomes Research (HEOR) MCP server. 14 tools f…
— ○ ⏳ — — — — 81 —
56575
fastmcp-me
Provides tools for AI-driven development workflows including file system operat…
— ○ ⏳ — N/A N/A — — —
56576
alexgenovese
A fashion vertical MCP server providing tools for product SEO audits and trend …
— ○ ⏳ — N/A N/A — — —
56577
sgasser
Enables AI assistants to draft content such as PR descriptions, tickets, or mes…
— ○ ⏳ — N/A N/A — — —
56578
compresh
compresh-mcp Claim
Provides production-grade context compression for LLM agent conversations with …
— ○ ⏳ — — — — — —
56579
cpenniman12
text2sql-mcp Claim
Enables natural language querying of SQL databases by allowing the agent to exp…
— ○ ⏳ — — — — — —
56580
john-walkoe
Validates legal citations against the CourtListener database to detect hallucin…
— ○ ⏳ — — — — — —
56581
Marsmanleo
MarsNMe Claim
Agent-agnostic memory backend that preserves continuity between humans and AI o…
— ○ ⏳ — N/A N/A — — —
56582
devyeshtandon
Compose fake chat conversations and receive deep links to a pre-filled generato…
— ○ ⏳ — — — — — —
56583
derekkucera
Enable Claude to autonomously trade, analyze, and manage positions on Polymarke…
— ○ ⏳ — — — — — —
56584
marcomoauro
Enables LLM clients to interact with Substack's API for automations like creati…
— ○ ⏳ — — — — — —
56585
dominique-boerner
An MCP server that helps AI assistants plan and document software features usin…
— ○ ⏳ — N/A N/A — — —
56586
nguyenanhducdeveloper86
mcp-powerBI Claim
Enables discovery of Power BI workspaces and semantic models via REST API and M…
— ○ ⏳ — N/A N/A — — —
56587
Brightdotdev
Darwin RAG Claim
Local-first RAG engine with MCP server for AI agent integration.
— ○ ⏳ — — — — — —
56588
Arpit-saxena-2004
Enables AI assistants to send, search, and read emails via Gmail using OAuth2 a…
— ○ ⏳ — — — — — —
56589
SinanTufekci
An MCP server that bridges Claude Code with Antigravity CLI using a Swarm Agent…
— ○ ⏳ — N/A N/A — — —
56590
idealizing
Provides image analysis, inspection, cropping, OCR, and comparison capabilities…
— ○ ⏳ — — — — — —
56591
ayushgundecha
AI-powered code review assistant that analyzes repositories for security vulner…
— ○ ⏳ — N/A N/A — — —
56592
tykhokhod-dmytro
Hosted MCP server to manage a restaurant menu from AI agents - 39 tools over th…
— ○ ⏳ — — — — — —
56593
LWaetzig
Enables AI assistants to search arXiv papers, retrieve metadata, browse categor…
— ○ ⏳ — — — — — —
56594
fourleafai
Job search assistant and interview prep inside any ai tool via MCP or public sk…
— ○ ⏳ — — — — — —
56595
Goryalera
Exposes Yandex DataLens operations as tools for Claude, enabling API health che…
— ○ ⏳ — — — — — —
56596
thijs-hakkenberg
Enables LLMs to create, modify, and analyze ArchiMate architecture models using…
— ○ ⏳ — N/A N/A — — —
56597
NikkeTryHard
Docs-driven MCP server for SafeTrade REST API with a generic client that reads …
— ○ ⏳ — — — — — —
56598
AvinashBhargav
ab_mcp Claim
A file system MCP server that confines AI assistant file tools to a single fold…
— ○ ⏳ — N/A N/A — — —
56599
JiayuuWang
A Type 4 OAuth MCP server that enables AI assistants to interact with HubSpot C…
— ○ ⏳ — — — — — —
56600
BenBoBenBo
An MCP server with real AI capabilities (OpenAI/Anthropic) for natural language…
— ○ ⏳ — N/A N/A — — —
Showing 56551–56600 of 69135 servers