MCP Server Quality Scores

Independent quality analysis of 69135 public MCP servers

69135
Discovered
→
33833
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 54 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
56451
JNZader
Centralized encrypted gateway that routes requests to 11+ LLM providers (API ke…
— ○ ⏳ — N/A N/A — — —
56452
TWFBusiness
MCP Memory Claim
Persistent memory server for AI assistants with semantic search and three-layer…
— ○ ⏳ — N/A N/A — — —
56453
MarketLens-AI-Platform
Enables product enrichment with sentiment analysis, category mapping, and attri…
— ○ ⏳ — — — — — —
56454
htrixtec
Manages Kubernetes clusters through kubectl and Helm operations including pod c…
— ○ ⏳ — — — — — —
56455
611711Dark
Enables safe execution of Python code snippets within a sandboxed environment, …
— ○ ⏳ — — — — — —
56456
liweipeng11
An MCP server that exposes an OpenAPI interface matching tool via Streamable HT…
— ○ ⏳ — — — — — —
56457
Detective-XH
DocGraph Claim
MCP server that indexes Markdown, Word, HTML, and PDF documents into a SQLite k…
— ○ ⏳ — N/A N/A — — —
56458
clauxel
A paid remote MCP for Skybridge, built to return verdicts, receipts, usage logs…
— ○ ⏳ — — — — — —
56459
Anselmoo
A TypeScript ESM MCP server exposing 20 public instruction tools and 7 utility …
— ○ ⏳ — N/A N/A — — —
56460
cinevva-engine
Drive a live Cinevva game session: edit game files, import CC0 assets, preview …
— ○ ⏳ — — — — — —
56461
pipeworx-io
mcp-stat-ee Claim
Access Statistics Estonia (andmed.stat.ee) PxWeb data without API key. Enables …
— ○ ⏳ — — — — — —
56462
fg-time
CS-MCP Claim
Enables natural language control of Cobalt Strike (version 4.8) via Claude, sup…
— ○ ⏳ — N/A N/A — — —
56463
runapi-ai
seedream-mcp Claim
Enables creating, polling, and checking pricing for Seedream image generation t…
— ○ ⏳ — — — — — —
56464
steward-mxjb
Analyse SEO, PPC, E-Commerce from 30+ marketing sources. Connect to your marke…
— ○ ⏳ — N/A N/A — 95 —
56465
vishalguptax
Give your AI assistant eyes and ears — analyze any video, audio, or image, enti…
— ○ ⏳ — N/A N/A — — —
56466
sanieni6
obsidian-kb Claim
Git-backed MCP server for creating and maintaining an Obsidian-style markdown k…
— ○ ⏳ — N/A N/A — — —
56467
saluca-labs
tartarus-mcp Claim
A local-first MCP memory server providing persistent, searchable memory for AI …
— ○ ⏳ — N/A N/A — — —
56468
binoy154
Enables Cursor IDE to interact with MySQL databases through schema and data ope…
— ○ ⏳ — — — — — —
56469
nimit791
An MCP server that connects to TradingView Desktop via Chrome DevTools Protocol…
— ○ ⏳ — N/A N/A — — —
56470
Nice-Wolf-Studio
Provides professional market data access via DataBento API, including real-time…
— ○ ⏳ — — — — — —
56471
AntonioBlago
Provides SEO tools for Claude Code, including free local tools and paid API-pow…
— ○ ⏳ — — — — — —
56472
alyiox
Read-only MCP for Microsoft SQL Server: metadata discovery, parameterized SELEC…
— ○ ⏳ — N/A N/A — — —
56473
astein91
StackSherpa Claim
Compare API providers based on real-time pricing, performance benchmarks, and k…
— ○ ⏳ — — — — 81 —
56474
cloudowski
A Model Context Protocol (MCP) server for querying OCI container registries. Pr…
— ○ ⏳ — — — — — —
56475
ClickSend
MCP for ClickSend.
— ○ ⏳ — N/A N/A — — —
56476
msaeedsakib
threadr-mcp Claim
An MCP server that provides AI agents with full Reddit API capabilities includi…
— ○ ⏳ — N/A N/A — — —
56477
sandraschi
FastMCP wrapper for Sysinternals CLI tools, enabling system diagnostics like pr…
— ○ ⏳ — N/A N/A — — —
56478
JHSeo-git
Provide a simple and easy-to-run MCP server implementation that supports stdio …
— ○ ⏳ — N/A N/A — 95 —
56479
axel-belfort
HTTP header security analysis API for AI agents. Analyze response headers for a…
— ○ ⏳ — — — — 81 —
56480
rash Claim 1
Transpile Rust code to POSIX-compliant shell scripts with formal correctness gu…
— ○ — N/A N/A — 81 —
56481
mckaystu
Enables policy-style auditing of content through the audit_vibe MCP tool to enf…
— ○ ⏳ — — — — 81 —
56482
benhaotang
Enables LLMs to manage MCP server configurations, including listing, enabling, …
— ○ ⏳ — N/A N/A — — —
56483
Zazzles2908
Provides unified development tools including code analysis, debugging, refactor…
— ○ ⏳ — — — — 81 —
56484
srogerf
A local MCP server that connects Codex to Microsoft Graph and Gmail for reading…
— ○ ⏳ — N/A N/A — — —
56485
dhammawatthumpra-coder
MCP server for generating properly aligned ASCII, Unicode box-drawing, and Mark…
— ○ ⏳ — N/A N/A — — —
56486
AmardeepLakkuntla
Enables note management (create, read, update, delete) with a policy engine for…
— ○ ⏳ — N/A N/A — — —
56487
cphoskins
Full-featured Notion MCP server enabling deep page reading, block editing, snap…
— ○ ⏳ — — — — — —
56488
decixa-mcp Claim 1
Decixa MCP Server — intent-driven API discovery and selection for AI agents.
— ○ — N/A N/A — 81 —
56489
GhostlyGawd
Repository-owned engineering pattern intelligence - 15 MCP tools over stdio.
— ○ ⏳ — N/A N/A — — —
56490
mmaun
Enables uploading, organizing, and semantically searching documents with suppor…
— ○ ⏳ — N/A N/A — — —
56491
fran2018-ctrl
A basic MCP server for testing with echo, datetime, and calculator tools.
— ○ ⏳ — — — — — —
56492
masumi-network
Connects AI clients to decentralized agent discovery, hiring, monitoring, and p…
— ○ ⏳ — N/A N/A — — —
56493
tanwithme
Enables MCP-enabled LLMs to create, backtest, and trade automated investing str…
— ○ ⏳ — — — — — —
56494
jacob-hartmann
Enables AI assistants to interact with the Vibe CTV/streaming advertising platf…
— ○ ⏳ — — — — — —
56495
Sendmux
AI email inbox and sending tools with attachments, search, live events, and web…
— ○ ⏳ — — — — — —
56496
LLM-MCP-Servers
A powerful MCP server for querying and processing large Swagger/OpenAPI JSON do…
— ○ ⏳ — N/A N/A — — —
56497
supin-kim-ilevit-com
GDS MCP Claim
Exposes Levit design system (GDS) metadata to AI coding tools, enabling queries…
— ○ ⏳ — N/A N/A — — —
56498
joostwmd
Exposes the Adaptyv Foundry protein characterization API as MCP tools, enabling…
— ○ ⏳ — — — — — —
56499
Stoneip
Lets AI agents search and buy travel eSIMs from ALT eSIM for 200+ destinations,…
— ○ ⏳ — N/A N/A — — —
56500
ishan-maheshwari
DicePDF Claim
Local-first PDF tools for AI agents: merge, split, extract, render, compress. F…
— ○ ⏳ — N/A N/A — — —
Showing 56451–56500 of 69135 servers