MCP Server Quality Scores

Independent quality analysis of 69365 public MCP servers

69365
Discovered
→
34005
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
39701
Jake-Mok-Nelson
Helps support engineers find similar GitHub issues to speed up troubleshooting …
— ○ ⏳ — N/A N/A — 95 —
39702
BuyWhere
catalog-api Claim
Agent-native product catalog: 300M+ products across US+SEA. Search, compare, de…
— ○ ⏳ — — — — — —
39703
Flyger1an
Find Nexez sellers, inspect offers, and validate checkout or negotiation before…
— ○ ⏳ — — — — — —
39704
vidofy
Vidofy Claim
Generate video, images, audio and speech with Vidofy — Veo 3.1, Kling 3.0, Flux…
— ○ ⏳ — — — — — —
39705
paragraph-xyz
MCP server that connects AI agents to your Paragraph publication, enabling post…
— ○ ⏳ — — — — — —
39706
eGain
Enables AI clients to interact with eGain Knowledge, supporting portal browsing…
— ○ ⏳ — — — — — —
39707
NicolasAEV
Multi-stack scaffolding engine for generating production-ready module structure…
— ○ ⏳ — N/A N/A — — —
39708
freddy24-7
Exposes Spotify controls as MCP tools for playback, playlist management, and AI…
— ○ ⏳ — — — — — —
39709
MPP32
Payment layer for AI agents. One MCP, five protocols, thousands of paid APIs yo…
— ○ ⏳ — N/A N/A — — —
39710
GarphenGate
moltline-mcp Claim
Bridge to Moltline Studio's hosted MCP servers: code review, agent governance, …
— ○ ⏳ — — — — — —
39711
bettyguo
obsidian-mcp Claim
An MCP server that enables AI agents to read, search, write, and link notes in …
— ○ ⏳ — N/A N/A — — —
39712
microsoft
test_mcp ✓ Claim
— ○ ⏳ — N/A N/A — 95 —
39713
sitisambal
pid Claim
— ○ ⏳ — N/A N/A — 95 —
39714
work-samirk
Enables appending content to Google Docs and creating Gmail drafts with interac…
— ○ ⏳ — N/A N/A — — —
39715
Create and manage Planform UML diagrams, nodes, and links. For VS Code and Curs…
— ○ — N/A N/A — 81 —
39716
Riffmax2030-hub
Enables natural language management of MetaTrader 5 accounts, including checkin…
— ○ ⏳ — N/A N/A — — —
39717
creschendo
obsidianMCP Claim
Provides Claude with read, search, and write access to an Obsidian vault throug…
— ○ ⏳ — N/A N/A — — —
39718
henu-wang
Enables scanning websites for AI search readiness, generating fixes like llms.t…
— ○ ⏳ — — — — — —
39719
gallaghern51-art
Author and validate Calaf workspace seeds against the app's real importer. No a…
— ○ ⏳ — — — — 67 —
39720
philippesaade-wmde
WikidataMCP Claim
Model Context Protocol for Wikidata
— ○ ⏳ — N/A N/A — 95 —
39721
Cnd-North
Admissions data & match scores for law, medical, dental, MBA, pharmacy, vet, op…
— ○ ⏳ — — — — — —
39722
gizdusum
An MCP server that connects Hermes Agent to the Solana blockchain, enabling nat…
— ○ ⏳ — — — — — —
39723
nehaRoy25
Offers real-time stock prices, sector and historical analysis, top performers f…
— ○ ⏳ — — — — — —
39724
emercoin
Keyless MCP exchanger for AI agents — pay an exact amount to one deposit addres…
— ○ ⏳ — — — — — —
39725
samimiair
MCP server for Hyperliquid perpetual DEX with 48 tools for trading, monitoring,…
— ○ ⏳ — N/A N/A — — —
39726
Deirfgeiz
Enables capturing evidence, retrieving platform takedown processes, and draftin…
— ○ ⏳ — — — — — —
39727
JiayuuWang
Enables interaction with Airtable bases and tables, allowing schema inspection …
— ○ ⏳ — — — — — —
39728
SBolivarLoL
Clover POS Claim
Clover POS for a single merchant: sales, inventory, orders, customers (reads + …
— ○ ⏳ — N/A N/A — — —
39729
GabsPereiraDev
mcp-supabase Claim
Enables interaction with Supabase databases, including listing tables, querying…
— ○ ⏳ — N/A N/A — — —
39730
skiddgoddamn
bing-seo-mcp Claim
Provides AI agents full access to Bing Webmaster Tools API for site management,…
— ○ ⏳ — — — — — —
39731
BrettonB
canaryusers Claim 1
A flock of AI users tests your deployed app and reports where real people get s…
— ○ ⏳ — — — — 67 —
39732
JohnnyBoySou
adila-mcp Claim
MCP server to manage Adila platform via natural language, enabling deploys, log…
— ○ ⏳ — — — — — —
39733
rulecom
mcp-rule Claim
MCP server for Rule.io marketing automation platform. Enables managing subscrib…
— ○ ⏳ — — — — — —
39734
GraphiteAI
graphite-mcp Claim 1
MCP server for the Graphite Financial Knowledge Graph, enabling natural languag…
— ○ ⏳ — — — — 81 —
39735
spokenmd
spoken Claim
Fetch published podcast transcripts as clean Markdown with real speaker names (…
— ○ ⏳ — — — — — —
39736
brendadeeznuts1111
Provides betting intelligence and analytics tools including exposure, CLV, shar…
— ○ ⏳ — — — — — —
39737
qualityclouds
Checks AI-written code against your rules as it is written, and keeps a record …
— ○ ⏳ — — — — — —
39738
vivekvar-dl
A read-only MCP server that gives AI agents the web as compact, ranked, verifie…
— ○ ⏳ — N/A N/A — — —
39739
shrish346
docs-rag-mcp Claim
Searches local markdown files using TF-IDF retrieval and serves full documents …
— ○ ⏳ — N/A N/A — — —
39740
KenLSM
Huckleberry MCP server for Claude, Cursor, and other AI assistants. Query and l…
— ○ ⏳ — — — — — —
39741
cquiroz6211
Converts meetings, chats, and notes into reusable knowledge for a venture capit…
— ○ ⏳ — N/A N/A — — —
39742
extao15
A local CLI and MCP server enabling an LLM to control GarageBand on macOS via A…
— ○ ⏳ — N/A N/A — — —
39743
Islomzoda
termada Claim
Reliable, transparent terminal runtime between AI agents and the shell (local +…
— ○ ⏳ — N/A N/A — 95 —
39744
krim404
mem0-mcp Claim
A thin stdio MCP bridge to a self-hosted mem0 OSS server for agent memory, enab…
— ○ ⏳ — N/A N/A — — —
39745
coreshub
Enables interaction with the CoreHub cloud platform to manage containers, EPFS …
— ○ ⏳ — — — — — —
39746
beatwad
Enables executing Python code, managing environments and packages, and performi…
— ○ ⏳ — — — — — —
39747
SMABoundless
crossref Claim
Search and retrieve scholarly metadata from the Crossref REST API
— ○ ⏳ — N/A N/A — — —
39748
Wally-Ahmed
Unofficial MCP server that provides GPT subagent tools using a ChatGPT subscrip…
— ○ ⏳ — N/A N/A — — —
39749
CryptoAPIs-io
mcp-x402-pay Claim
MCP server that pays x402-gated HTTP endpoints — fetch, and on a 402 authorize,…
— ○ ⏳ — N/A N/A — — —
39750
hlebtkachenko
admtools Claim
MCP server for managing domains, DNS records, email mailboxes, and billing on t…
— ○ ⏳ — N/A N/A — — —
Showing 39701–39750 of 69365 servers
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