MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 26 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
42351
bgrgndzz
Enables querying and analyzing Datadog logs through search, aggregation, and in…
N/A N/A
42352
ibmbpm
Enables AI agents to integrate with IBM Business Automation Workflow by exposin…
N/A N/A
42353
Intuition-Lab
Persome Claim
Local-first personal memory and model server for trusted MCP agents on macOS.
N/A N/A
42354
SID1ART
agentfetch Claim
An open-source web retrieval MCP server that fetches, crawls, and searches the …
N/A N/A
42355
OriShmila
Integrates with YouTube's Data API to enable video search, detailed video infor…
42356
gomission
Mission MCP Claim
Trust Graduation gate for AI agents: visible approval ceremonies and receipt-ba…
42357
ehukaimedia
Enables AI agents to manage Google Tag Manager, Google Search Console, and Goog…
81
42358
neverMEH
An MCP server that provides Claude Desktop access to SmartScout's Amazon market…
42359
AmericasSuretyBonds
surety-bonds Claim
Surety Bond Encyclopedia: search 6,900+ U.S. surety bond requirements, all 50 s…
42360
yhgun31
erpdevdb Claim
N/A N/A 95
42361
caitlyn-ai
Exposes OpenAPI specifications as queryable documentation resources for LLMs, e…
42362
Ola-Yeenca
ContextBank Claim
ContextBank is a local-first personal context layer that stores links, files, a…
N/A N/A
42363
c64dos-png
Deterministic SVG perception for LLM agents — measures, never guesses. MCP serv…
N/A N/A
42364
palmzamak2547
arnfa-mcp Claim
Enables AI agents to plan weather-aware trips across Thailand by providing real…
42365
sirmos
Enables benchmarking and inference of LLMs on Arm64 cloud instances with Kleidi…
42366
YV17labs
GhostDesk Claim
Give any AI agent a full desktop — it sees the screen, clicks, types, and runs …
N/A N/A 81
42367
aristath
Provides live Greek weather data from EMY, including forecasts, alerts, marine …
42368 N/A N/A 95
42369
clihub Claim 1
Convert any CLI binary to an MCP server via `ch mcp wrap`; discover CLI tools &…
N/A N/A 81
42370
jurislm
MCP server providing 19 tools to manage AI agent checkpoints and sessions via t…
N/A N/A
42371
giauphan
Ultra-lightweight, local-first MCP server for AI-powered code intelligence, pro…
42372
EtanHey
VoiceLayer Claim
VoiceLayer MCP server enables AI coding assistants to speak and hear via local,…
N/A N/A
42373
maohuihua123
Enables natural language interaction with any Swagger/OpenAPI-defined API, allo…
42374
retospect
sortie-mcp Claim
Campaign orchestration MCP server for AI agents — dependency DAGs, parallel fan…
42375
falcoschaefer99-eng
Enables Claude to speak text with an embedded audio player, supporting 54 voice…
N/A N/A
42376
neekmode
DRIFT-MCP Claim
Next.js-based MCP server using mcp-handler for Vercel deployment, supporting SS…
42377
Alex-R-A
A shared, concurrency-safe ledger for LLM code audits. It enables multiple agen…
N/A N/A 95
42378
clauxel
A paid remote MCP for Unity-MCP, built to return verdicts, receipts, usage logs…
42379
GHGuide
ReceiptGuard Claim
Prevents autonomous agents from fabricating tool results by verifying HMAC-sign…
42380
ShittifulAI
Enables AI models to place bets on a European roulette wheel that spins every m…
N/A N/A
42381
jeff-phillips-18
Provides access to PatternFly React development rules and documentation via MCP…
42382
winccoa-tools-pack
A Model Context Protocol server that bridges AI assistants with WinCC OA projec…
N/A N/A
42383
mainorcruz
Connects Claude with Cisco Packet Tracer 9.x to control network topologies, con…
N/A N/A
42384
surbhimotghare
MCP-Server Claim
Enables web search via Tavily API and URL shortening with custom aliases and fa…
42385
laneinrain
Enables semantic search over a local knowledge base using MCP tools, allowing A…
42386
CSOAI-ORG
AI-powered iso 27001 ai MCP server for agents. Supports audit isms, risk assess…
N/A N/A
42387
nullbuilds-ai
Enables AI agents to query trust scores and security reviews for MCP servers be…
N/A N/A
42388
retospect
MCP server for fetching YouTube video transcripts without an API key.
42389
VP0COM
vp0-mcp Claim
Search & import free iOS app-design starters from VP0 into your AI builder.
N/A N/A
42390
Allied-Business-Solutions
Enables Claude to interact with Hudu IT documentation, including searching, rea…
42391
CSOAI-ORG
FHIR-based patient records for domiciliary opticians
N/A N/A 95
42392
krystalmonolith
SkippyMCP Claim
An MCP server for controlling Rigol oscilloscopes from an AI assistant. It tran…
42393
nicolas-canfrere
postgres-mcp Claim
Enables safe interaction with PostgreSQL databases through read-only queries, s…
N/A N/A
42394
tjrgus0320
Enables crawling news articles by category (politics, economy, society, etc.) a…
N/A N/A
42395
mova-compact
Thin MOVA MCP proxy for bindings, transport resolution, and upstream tools/call…
N/A N/A 70
42396
noahwang550
An MCP server wrapping AutoGluon's AutoML capabilities, enabling data loading, …
42397
AlexlaGuardia
A production Model Context Protocol (MCP) server with 70+ tools, OAuth 2.1 auth…
42398
flowcontent Claim 1
Connect Claude, Cursor, or any MCP client to your FlowContent account
N/A N/A 69
42399
midnghtsapphire
Central hub for managing affiliate links across all Rvvel applications and AI a…
N/A N/A
42400
Entidex
Entity intelligence across AI surfaces. Read the verified record and submit cor…
Showing 42351–42400 of 67197 servers
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