MCP Server Quality Scores

Independent quality analysis of 69419 public MCP servers

69419
Discovered
→
34036
Scored
→
2112
Verified
→
16953
Complete

Last updated 6 hours, 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
37651
aryaminus
astro Claim
Multi-tradition astrology. 19 modes, 18 tools. Deterministic ephemeris engine.
— ○ ⏳ — N/A N/A — — —
37652
apexradius
Multi-account Google Ads MCP: campaigns, keywords, search terms, and ad perform…
— ○ ⏳ — N/A N/A — — —
37653
oseni99
A minimal Model Context Protocol server implementation that provides tools for …
— ○ ⏳ — — — — 81 —
37654
RosenAdvertising
MCP server providing full Smokeball API coverage for law firm practice manageme…
— ○ ⏳ — — — — 81 —
37655
bratko1234
dbt-mcp Claim
MCP server that provides tools to interact with dbt, including dbt Core, Cloud …
— ○ ⏳ — — — — — —
37656
xiangzhicjm-cyber
cjm_test Claim
— ○ ⏳ — N/A N/A — 95 —
37657
GolderBrother
Gives AI coding assistants cross-session persistent memory with semantic search…
— ○ ⏳ — N/A N/A — — —
37658
artugrande
Celo MCP Claim
Enables read and write access to the Celo blockchain including balance checks, …
— ○ ⏳ — — — — — —
37659
c64dos-png
Deterministic SVG perception for LLM agents — measures, never guesses. MCP serv…
— ○ ⏳ — N/A N/A — — —
37660
dammyboss
An MCP server providing 69 tools for interacting with Azure DevOps, supporting …
— ○ ⏳ — — — — — —
37661
jeffmetricas
Enables WhatsApp automation through MCP protocol, allowing users to manage sess…
— ○ ⏳ — N/A N/A — 95 —
37662
deficlow
Zipp Claim
Multi-language crypto news with editorial sentiment + importance scoring; cites…
— ○ ⏳ — — — — — —
37663
axel-belfort
Webhook testing API for AI agents. Send POST/PUT/PATCH/DELETE requests to any e…
— ○ ⏳ — — — — 81 —
37664
berkbirkan
A FastMCP server that exposes core fal.ai model API operations, enabling model …
— ○ ⏳ — — — — — —
37665
Dmitriusan
MCP server for extracting structured intelligence from YouTube channels and vid…
— ○ ⏳ — — — — — —
37666
troelskn
swehockey Claim
Enables AI assistants to look up Swedish ice-hockey data from stats.swehockey.s…
— ○ ⏳ — — — — — —
37667
touch4645
Provides tools to access Japanese export control laws, annexes, and user lists …
— ○ ⏳ — — — — — —
37668
brianhuster
A Model Context Protocol server for Neovim that provides LSP-based symbol tools…
— ○ ⏳ — N/A N/A — — —
37669
DevquasarX9
A Model Context Protocol server for GitLab that provides AI agents structured a…
— ○ ⏳ — — — — — —
37670
cyanheads
Researcher profiles, works, affiliations, funding, and peer reviews from the OR…
— ○ ⏳ — — — — — —
37671
codewithabdulrahman
Enables AI-powered YouTube content management using Claude Code to orchestrate …
— ○ ⏳ — N/A N/A — — —
37672
umuterdal
Blindspot is a local, general-purpose context engine for AI coding agents. It h…
— ○ ⏳ — N/A N/A — — —
37673
BUZDOLAPCI
dns-intel Claim
Enables domain intelligence lookups including RDAP registration data, DNS recor…
— ○ ⏳ — N/A N/A — 95 —
37674
hello-emrah
Svetovid Claim
An MCP server that lets AI agents visually perceive and edit video inside DaVin…
— ○ ⏳ — N/A N/A — — —
37675
vibhasdutta
context-mcp Claim
Provides persistent memory and a codebase knowledge graph for AI coding assista…
— ○ ⏳ — N/A N/A — — —
37676
cnavarro
Project-scoped marketing ops for agents: Bearer dpk_/dpa_ or OAuth, read and su…
— ○ ⏳ — — — — — —
37677
adrielisa
Provides tools to check weather information for any city and manage prospects i…
— ○ ⏳ — — — — 81 —
37678 — ○ ⏳ — N/A N/A — 95 —
37679
gregcastro23
Converse with planetary-agent personas, council feeds & culinary debates from a…
— ○ ⏳ — N/A N/A — — —
37680
AI-powered meeting scheduling with intelligent auto-scheduling for Claude and A…
— ○ — N/A N/A — 69 —
37681
chaoz23
loudcheck Claim
Loudness compliance verdicts against formal broadcast standards (EBU R128, ATSC…
— ○ ⏳ — N/A N/A — — —
37682
wander8jackson
avocado-ai Claim
Generate AI images, videos, UGC ads, and product photos directly from Claude, C…
— ○ ⏳ — — — — 81 —
37683
wuwux666
Converts unstructured documents into a searchable knowledge base and exposes re…
— ○ ⏳ — N/A N/A — — —
37684
team-markmesh
MarkMesh Claim
Trademark search, monitoring and conflict research across 30+ registers, with p…
— ○ ⏳ — — — — — —
37685
context-engineering
sutra Claim
— ○ ⏳ — N/A N/A — 95 —
37686
Git-Fg
An MCP server for web content extraction that converts HTML pages into clean, L…
— ○ ⏳ — — — — 81 —
37687
null
Find relevant Smart‑Thinking memories fast. Fetch full entries by ID to get com…
— ○ ⏳ — — — — 81 —
37688
Bros-AI
Wedding provider directory, gift ideas, and a couple's own wedding plan behind …
— ○ ⏳ — — — — — —
37689
mcp-sse-demo-02 Claim 1
Spring Boot MCP 服务器(示例占位描述),通过 GHCR 以 OCI 镜像发布至 MCP Registry。
— ○ — N/A N/A — 72 —
37690
LanceRoylo
mcp Claim
AEO scoring, llms.txt audit, and agent-readiness checks for AI agents.
— ○ ⏳ — N/A N/A — — —
37691
Dusheh
23-in-1 developer utility toolkit — search, exchange rates, crypto, QR codes, a…
— ○ ⏳ — N/A N/A — 95 —
37692
tatemz
habitica-mcp Claim
Habitica MCP server built with Effect v4, currently exposing a hello-world tool…
— ○ ⏳ — N/A N/A — — —
37693
amado2k5
Cookwala Claim
Search Cookwala recipes by diet, allergen, method and language; dry-run them sa…
— ○ ⏳ — N/A N/A — — —
37694
friv
YouTube Transcript MCP Server MCP server for YouTubeTranscript.dev. Extract Y…
— ○ ⏳ — N/A N/A — 95 —
37695
bogdan9095
open-brain Claim
Graph-structured MCP memory server. 37.2% on LongMemEval baseline — a benchmark…
— ○ ⏳ — N/A N/A — 95 —
37696
pipeworx-io
Aviation Weather MCP — METAR, TAF, PIREPs, AIRMET/SIGMET, station info
— ○ ⏳ — — — — — —
37697
JoJoStar56
A customizable hot news aggregator with AI analysis, multi-language support, an…
— ○ ⏳ — — — — — —
37698
L-Chris
weflow-mcp Claim
Enables to access and manage WeChat data (sessions, contacts, Moments) through …
— ○ ⏳ — N/A N/A — — —
37699
agishub
mcp Claim
AgisHub — pay-per-call tools for AI agents over x402 (USDC on Base). No API key.
— ○ ⏳ — — — — — —
37700
szhygulin
Self-custodial crypto portfolio for AI agents. Reads EVM wallet balances, ENS, …
— ○ ⏳ — N/A N/A — 67 —
Showing 37651–37700 of 69419 servers
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