MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33861
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53201
Thethirdone3
A demonstration MCP server that exposes a mock merchant catalog with tools for …
— ○ ⏳ — N/A N/A — — —
53202
prowptai
Enables AI agents to create, edit, and publish web apps on Prowpt.ai through pr…
— ○ ⏳ — — — — — —
53203
leocaogit
An MCP server that connects to SAP ERP systems via RFC to perform native ABAP s…
— ○ ⏳ — N/A N/A — — —
53204
Phemassa
copamind-mcp Claim
Enables interaction with the CopaMind platform via MCP, exposing read-only and …
— ○ ⏳ — N/A N/A — — —
53205
miharu8686
An MCP server that enables code review by having two LLMs (Claude and GPT-4o) i…
— ○ ⏳ — N/A N/A — — —
53206
mcpland
testing-mcp Claim
Enables AI assistants to write and debug integration tests by providing live ac…
— ○ ⏳ — N/A N/A — — —
53207
Apitomy
An MCP server that wraps the @apitomy/data-models library for querying, validat…
— ○ ⏳ — N/A N/A — — —
53208
matheusfillipe
ircv3-mcp Claim
An IRCv3 MCP server that enables agents to act as a mini IRC client: read chann…
— ○ ⏳ — — — — — —
53209
Prometheus-AGS
MCP server that provides tools to add to, search, and manage a wiki knowledge b…
— ○ ⏳ — N/A N/A — — —
53210
berlinbra
A Model Context Protocol (MCP) server that provides access to global news artic…
— ○ ⏳ — — — — — —
53211
sidart10
Connects AI assistants to Submagic's video editing API for creating viral short…
— ○ ⏳ — — — — — —
53212
NautilusOSS
Enables cross-chain bridging between Voi and Algorand networks, providing asset…
— ○ ⏳ — N/A N/A — — —
53213
gvnrdev
Gvnr Claim
Budget & cost control for AI agents — per-agent spend caps + rate limits before…
— ○ ⏳ — — — — — —
53214
aykansal
Enables generating presentations, creating from templates, and managing Gamma r…
— ○ ⏳ — — — — — —
53215
metricduck
SEC filing intelligence for AI agents. Financials, filing analysis, screening, …
— ○ ⏳ — — — — 81 —
53216
dqxorg
Enables AI assistants to read and write ArchiMate models stored in CoArchi XML …
— ○ ⏳ — N/A N/A — — —
53217
SystemCraftsman
Command Line Interface for the Strimzi Kafka Operator
— ○ ⏳ — N/A N/A — — —
53218
mubashir1osmani
nasa-ads-mcp Claim
MCP server for the NASA Astrophysics Data System (ADS) enabling searches, paper…
— ○ ⏳ — — — — — —
53219
Baktun-Studio
Approved acceptance criteria served over MCP to Claude Code, Cursor, or Codex. …
— ○ ⏳ — N/A N/A — — —
53220
rh-rahulshetty
AutoMCP Claim
Automatically converts CLI tools, APIs, and programs into MCP servers for LLM a…
— ○ ⏳ — N/A N/A — — —
53221
rahul-jajala
MCP server that exposes stock research tools (fundamentals, news, technicals, a…
— ○ ⏳ — N/A N/A — — —
53222
lukleh
Enables interaction with SonarCloud projects, issues, quality gates, and securi…
— ○ ⏳ — — — — — —
53223
malkreide
MCP server providing access to Swiss cultural heritage data including ISOS town…
— ○ ⏳ — — — — — —
53224
ajdoyl2
Provides intelligent dbt assistance through Claude Code integration, enabling u…
— ○ ⏳ — N/A N/A — 95 —
53225
mfalcirolli1
mcp-server Claim
Sets up a Model Context Protocol (MCP) server with FastMCP, allowing LLMs to us…
— ○ ⏳ — N/A N/A — — —
53226
Faceless0x7
Enables LLM agents to interact with and automate operations with the AdaptixC2 …
— ○ ⏳ — N/A N/A — — —
53227
StormXX
Provides access to Rive's animation documentation, runtime guides, editor featu…
— ○ ⏳ — — — — — —
53228
eliottreich
Local-only GitHub Actions and CI maintenance scanner for AI-built apps. Exposes…
— ○ ⏳ — N/A N/A — — —
53229
kyryl-opens-ml
mcp-dagster Claim
Enables AI agents to interact with Dagster instances, explore data pipelines, m…
— ○ ⏳ — N/A N/A — 95 —
53230
siosig
Provides a persistent, local-first memory for coding agents over MCP, enabling …
— ○ ⏳ — — — — — —
53231
archfill
Tsumugi Claim
An MCP-based memory layer for autonomous agents that provides observation, memo…
— ○ ⏳ — — — — — —
53232
zyx77550
SPARDA Claim
SPARDA is a zero-configuration MCP builder that converts existing Express and F…
— ○ ⏳ — N/A N/A — — —
53233
christian.nicolas
lumora Claim
— ○ ⏳ — N/A N/A — 95 —
53234
gabrielmahia
church-mcp Claim
Provides tools to access information about religious institutions and community…
— ○ ⏳ — — — — — —
53235
noticedso
@noticed/cli Claim
CLI and stdio MCP server for noticed. Exposes ~50 noticed agent capabilities (n…
— ○ ⏳ — — — — — —
53236
marlybone
Praesago Claim
UK property area intelligence: validated trajectory scores, gentrification earl…
— ○ ⏳ — — — — — —
53237
adwiteeymauriya
Top-down IBKR research: 468 typed screeners tagged by strategy intent, news, ac…
— ○ ⏳ — — — — — —
53238
lordbasilaiassistant-sudo
Read-only MCP server for the THRYX onchain portfolio (14 contracts on Base main…
— ○ ⏳ — N/A N/A — — —
53239
TuttoOne
Controls SharePoint through natural language via Microsoft Graph API, enabling …
— ○ ⏳ — — — — — —
53240
EYamanS
chisel Claim
Enables AI agents to construct, edit, and export 3D models using geometric prim…
— ○ ⏳ — N/A N/A — — —
53241
texra-ai
Enables MCP clients to execute Mathematica code via wolframscript and verify ma…
— ○ ⏳ — N/A N/A — — —
53242 — ○ ⏳ — N/A N/A — 95 —
53243
HUGO-Domon
Enables AI assistants to securely connect with SAP ABAP and BTP services, allow…
— ○ ⏳ — — — — — —
53244
MyLeadTech
HVAC MCP server — fault codes, model lookup and answers cited to the OEM manual…
— ○ ⏳ — — — — — —
53245
TokonoMix
Multi-model consensus: 2-6 frontier LLMs answer, an independent judge synthesis…
— ○ ⏳ — N/A N/A — — —
53246
NiveditaAryaK
Bridges MCP clients to Figma, enabling live canvas manipulation via a plugin We…
— ○ ⏳ — N/A N/A — — —
53247
Michibiku
Enables Claude to interact with Google Workspace services including Gmail, Driv…
— ○ ⏳ — — — — 81 —
53248
Oliviergg
A Python MCP server for fetching and summarizing news articles from the Boring …
— ○ ⏳ — — — — — —
53249
extend-hq
extend Claim
Turn documents into structured data: parse, extract, classify, split, and fill …
— ○ ⏳ — — — — — —
53250
DEBARPAN2000
Connects AI assistants to TradingView Desktop via Chrome DevTools Protocol for …
— ○ ⏳ — N/A N/A — — —
Showing 53201–53250 of 69153 servers