MCP Server Quality Scores

Independent quality analysis of 69419 public MCP servers

69419
Discovered
→
34036
Scored
→
2112
Verified
→
16953
Complete

Last updated 9 hours, 50 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
37251
pluglayer
Enables deploying and managing infrastructure via natural language, including p…
— ○ ⏳ — — — — — —
37252
JigsawStack
Convert Speech to Text using JigsawStack AI Models.
— ○ ⏳ — N/A N/A — 95 —
37253
tread-labs-public
taas-mcp Claim
A local MCP server that acts as a thin proxy to expose Tread's trading data and…
— ○ ⏳ — N/A N/A — — —
37254
MageGojo
R-Shell Claim
MCP server enabling AI assistants to securely operate remote servers via persis…
— ○ ⏳ — N/A N/A — — —
37255
pmerwin
Captures and transcribes system audio in real-time using OpenAI Whisper, enabli…
— ○ ⏳ — N/A N/A — — —
37256
Subaru486desuwa
Wraps the Micu image API as an MCP server for generating, editing, batch proces…
— ○ ⏳ — — — — — —
37257
digitalsamba
Enables managing video conferencing platform tasks like creating rooms, managin…
— ○ ⏳ — — — — — —
37258
milkymap
semantic-mcp Claim
A semantic router that enables discovery, management, and execution of tools ac…
— ○ ⏳ — — — — — —
37259
Studio-Moser
shelbymcp Claim
Knowledge-graph memory server for AI tools via MCP
— ○ ⏳ — N/A N/A — 95 —
37260
rajshah11
Remote MCP server acting as a personal assistant with secure OAuth authenticati…
— ○ ⏳ — — — — — —
37261
pedrohedro
Connects Claude to Jira, allowing users to query tasks, log work, add comments,…
— ○ ⏳ — N/A N/A — — —
37262
minhasaatish
An MCP server that lets recruiters and AI assistants explore your profile, skil…
— ○ ⏳ — N/A N/A — — —
37263
DeepMapAI
Provides 25 geophysical intelligence tools for multi-hazard risk scoring, earth…
— ○ ⏳ — — — — — —
37264
git-fabric
Provides tools for autonomous CVE detection, enrichment, and remediation across…
— ○ ⏳ — — — — 81 —
37265
2646788106xh
scholarmcp Claim
— ○ ⏳ — N/A N/A — 95 —
37266
adu3110
flowindex Claim
Enables AI coding agents to analyze codebase behavior through entrypoints, call…
— ○ ⏳ — N/A N/A — 95 —
37267
CSOAI-ORG
Clinical Trials Ai MCP Server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
37268
pipeworx-io
data-gov-sg Claim
Enables access to Singapore government open data and real-time environment/tran…
— ○ ⏳ — N/A N/A — — —
37269
HtaG-Analytics
htag-spatial Claim
HTAG H3 spatial tools for price/rent, indicators, geometry, and concordance.
— ○ ⏳ — — — — — —
37270
zexiro
waitloop Claim
Enables agents to create hosted waitlist pages with referral ranking, email cap…
— ○ ⏳ — — — — — —
37271
lang-ai
A Model Context Protocol server that analyzes customer cancellation survey data…
— ○ ⏳ — — — — 81 —
37272
Proprius-Labs
Enables AI assistants to rapidly gather and synthesize structural, chemical, co…
— ○ ⏳ — — — — — —
37273
clpi
down-mcp Claim
— ○ ⏳ — N/A N/A — 95 —
37274
KnockOutEZ
wigolo Claim
Provides local-first web intelligence over MCP with tools for search, fetch, cr…
— ○ ⏳ — N/A N/A — 95 —
37275
CSOAI-ORG
rag-knowledge-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — 95 —
37276
tykhokhod-dmytro
Hosted MCP server to manage a restaurant menu from AI agents - 39 tools over th…
— ○ ⏳ — — — — — —
37277
li-yq
ns-hpc Claim
Provides a secure, sandboxed interface for LLM agents to interact with HPC clus…
— ○ ⏳ — — — — — —
37278
hazoservices
gotimer-mcp Claim
— ○ ⏳ — — — — 81 —
37279
icosaedro-git
ToolSnap MCP Claim
Deterministic AI agent microtools, no accounts/API keys. fetch_extract: 98% tok…
— ○ ⏳ — — — — — —
37280
CSOAI-ORG
UK AI Regulation Compliance MCP. Automates audits against the UK AI White Paper…
— ○ ⏳ — N/A N/A — — —
37281
Vublox
sports Claim
Live football scores, match summaries, and fan clip links from Vublox. No API k…
— ○ ⏳ — N/A N/A — — —
37282
trivago Claim 1
trivago's mcp server to find your ideal hotel and compare prices from multiple …
— ○ — N/A N/A — 81 —
37283
togethercomputer
Generate images seamlessly using the Together AI Flux Schnell image API. Enhanc…
— ○ ⏳ — N/A N/A — 95 —
37284
vimtor
Things 3 Claim
Manage Things 3 todos and projects.
— ○ ⏳ — N/A N/A — 95 —
37285
chrischall
viator-mcp Claim 1
MCP server for the Viator Partner API that enables searching tours, activities,…
— ○ ⏳ — — — — 81 —
37286
brainfuel
MCP Browser Claim
Native macOS browser exposing an MCP server so AI agents can drive a real WKWeb…
— ○ ⏳ — N/A N/A — — —
37287
bgpt
BGPT MCP API Claim
Search scientific papers with raw experimental data extracted from full-text st…
— ○ ⏳ — N/A N/A — 95 —
37288
seanerama
Enables LLMs to query the Cisco Commerce Catalog API for product pricing, avail…
— ○ ⏳ — — — — 81 —
37289
fastmcp-me
pdf2md-mcp Claim
Converts PDF files to Markdown format using AI sampling capabilities.
— ○ ⏳ — — — — — —
37290
srgio-es
Integrates with Teamcenter PLM using its REST API, enabling search, create, upd…
— ○ ⏳ — — — — — —
37291
ziyacivan
drf-mcp Claim
Exposes Django REST Framework APIs as MCP tools for AI agents via the Model Con…
— ○ ⏳ — — — — — —
37292
sugukurukabe
Enables workforce and labor market analysis for Specified Skilled Workers in Ja…
— ○ ⏳ — — — — — —
37293
bbiyakfather
mfds-mcp Claim
Enables searching and retrieving current Korean Food and Drug Administration (M…
— ○ ⏳ — — — — — —
37294
MickeyDB
Enables management of Cobalt Strike red team operations through natural languag…
— ○ ⏳ — — — — 81 —
37295
db-mattmolony
Enables AI assistants like Claude to interact with Databricks workspaces throug…
— ○ ⏳ — — — — 81 —
37296
QuartzUnit
Embgrep Claim
Local semantic search — embedding-powered grep for files, zero external service…
— ○ ⏳ — N/A N/A — 95 —
37297
MathAndMagic
bridgeapp Claim
BridgeApp workspace over MCP: tasks, chats, threads, pages, and projects.
— ○ ⏳ — — — — — —
37298
Bynn-Intelligence
Bynn Claim
Document fraud detection for manipulated, fake and AI-generated PDF and image d…
— ○ ⏳ — — — — — —
37299
Heretek-RE
MCP server that exposes an AI decompiler via an OpenAI-compatible API, enabling…
— ○ ⏳ — — — — — —
37300
BrunonXU
Enables AI assistants to search real content from Xiaohongshu and Zhihu, suppor…
— ○ ⏳ — N/A N/A — — —
Showing 37251–37300 of 69419 servers
« Prev 1 … 744 745 746 747 748 … 1389 Next »