MCP Server Quality Scores

Independent quality analysis of 44165 public MCP servers

44165
Discovered
29481
Scored
2111
Verified
16952
Complete

Last updated 3 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
34201
MindsetConsulting
sflight-mcp Claim
Enables natural language querying of SAP flight data (airlines, flights, bookin…
34202
ksturgeon-td
tdsql-mcp Claim
An MCP server that turns Teradata Vantage into a full-stack analytics agent pla…
34203
falcosan
Provide AI models with seamless access to Meilisearch's powerful search and ind…
N/A N/A 95
34204
Enables LLM agents to compress handoffs into structured, auditable context caps…
N/A N/A
34205
Ap6pack
Enables ethical security testing and attack surface management through SSL cert…
81
34206
kiki830621
macOS Calendar & Reminders MCP server (24 tools). Native Swift EventKit, iCloud…
N/A N/A 95
34207
seven-io
seven-mcp Claim
MCP server for the seven.io API, enabling SMS, voice, RCS messaging, and accoun…
34208
IN3PIRE
Monitors and analyzes GitHub repository health by detecting stale branches, old…
34209
Enables Poke to place real outbound phone calls using ElevenLabs Conversational…
34210
A production-ready MCP server that connects AI assistants to the D-Tools System…
N/A N/A
34211
ExigerDev
Enables querying PostgreSQL and MySQL databases using natural language, with RE…
34212
occirank
Enables SEO analysis by interacting with the Haloscan API, providing keyword re…
34213
jaey-p
An enhanced MCP server for Superthread with comprehensive CRUD operations and o…
34214
Deploys a stateless MCP server on AWS Lambda and API Gateway using CDK, support…
34215
amroodio
KYC-verified INR wallets for AI agents in India. Payments, escrow, and settleme…
N/A N/A 83
34216
Exposes your OpenClaw assistant to Claude Desktop via Streamable HTTP transport…
34217
A policy-enforcing MCP sidecar that provides Gmail and Google Calendar tools, e…
34218
neglect
Billions of Solana DeFi TXNs, Decoded at Scale & accessible via LLM Direct, st…
81
34219
Official MCP server for OmniDimension. Drive voice agents, dispatch calls, and …
34220
fashionmascherine-svg
Convert PDFs to structured JSON. Extract invoices, bank statements, contracts, …
34221
serversmx
alexa-mcp Claim
An MCP server that lets LLMs control Amazon Alexa devices, including announceme…
N/A N/A
34222
owrede
vault-memory Claim
Local-first agentic knowledge layer over Obsidian notes, enabling MCP-aware age…
N/A N/A
34223
axel-belfort
Language detection API for AI agents. Identify the language of any text using t…
N/A N/A 95
34224
applehell
MCP server providing persistent, searchable memory management for AI workflows,…
34225
ironflowsh
mcp Claim
Tick-level Hyperliquid market data: fills, L4 book, funding, liquidations, smar…
N/A N/A 83
34226
mpress001
Enables Claude Desktop to interact with Hacker News, fetching articles, searchi…
34227
flagify-com
UniMCPSim Claim
A universal MCP simulator that dynamically simulates API interfaces for various…
34228
sublimnl
ffdecmcp Claim
MCP wrapper for JPEXS Free Flash Decompiler (FFDec) that exposes SWF decompilat…
N/A N/A
34229
bekatechnology
Enables AI assistants like Claude to deploy apps, manage databases, and operate…
34230
gdorsi44
Enables users to retrieve, validate, and analyze XSD files from URLs or local p…
N/A N/A
34231
ershiyidian
Enables repository context packing, file/symbol ranking, task-relevant selectio…
N/A N/A
34232
Jimmy974
Enables interaction with Qdrant vector database for storing, searching, and man…
34233
MacHu-GWU
mcp-ohmy-sql Claim
An MCP server that bridges AI assistants with SQL databases, enabling natural l…
N/A N/A
34234
Enables AI image generation and editing using Replicate's official models like …
34235
npow
Enables coding agents to interact with Metaflow workflows, including querying f…
N/A N/A
34236
VectorInstitute
Enables querying and exporting phenology data from the USA National Phenology N…
34237
indiamcp
razorpay Claim 1
MCP server for Razorpay API.
N/A N/A 83
34238
Enables managing Wix Bookings courses and searching participants through the Wi…
N/A N/A
34239
mberjans
Enables automation of Google Jules AI coding assistant through task creation, c…
81
34240
loonghao
DCC-MCP-IPC Claim
Multi-protocol IPC adapter layer for integrating DCC software (Maya, Houdini, B…
34241
maflot
Provides access to the Allen Institute for Brain Science API, enabling queries …
34242
reviewmyemails
Real-time Polymarket and Kalshi data, cross-platform arb detection, strategy si…
N/A N/A 83
34243
@jalpp
ChessAgine Claim
A comprehensive chess analysis (MCP) server that provides advanced chess analys…
81
34244
fabdendev
Scans Git repositories, identifies interesting engineering work, and generates …
34245
cyanheads
Search books and authors, fetch editions, browse subjects, and resolve cover im…
34246
marfago
Enables AI assistants to search, download, and access arXiv papers with local s…
N/A N/A
34247
mindsdb
Enables LLMs to interact with Minds through the Minds SDK, supporting resource …
34248
0010aor
A Model Context Protocol server that generates pull request descriptions, commi…
N/A N/A
34249 N/A N/A 95
34250
albinjal
Facilitates structured multi-agent debates with arguments, rebuttals, and judgm…
Showing 34201–34250 of 44165 servers
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