MCP Server Quality Scores

Independent quality analysis of 69313 public MCP servers

69313
Discovered
→
33947
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 28 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44001
TJ-Neary
CoreRag Claim
Enables Claude Desktop to perform local-first semantic search, ingest documents…
— ○ ⏳ — N/A N/A — — —
44002
goofrey
Zoom Search Claim
MCP search and evidence tool for AI agents. Rewrites queries, zooms into source…
— ○ ⏳ — — — — — —
44003
Rafitis
A Model Context Protocol (MCP) server that provides a bridge between MCP-compat…
— ○ ⏳ — — — — — —
44004
RFH-PDTest
An MCP router that connects to multiple PagerDuty sandbox environments for test…
— ○ ⏳ — N/A N/A — — —
44005
PortfolioKB
A content fetcher that sanitizes, size-caps, and caches fetched content, protec…
— ○ ⏳ — — — — — —
44006
speakeasy-api
mcp Claim
Model Context Protocol (MCP) Server for the mcp API.
— ○ ⏳ — — — — — —
44007
Flagsmith
Flagsmith Claim
MCP server for Flagsmith's Core and SDK APIs, enabling management of feature fl…
— ○ ⏳ — N/A N/A — — —
44008
entroute
entroute Claim
Enables web search for AI agents with pay-per-search in USDC, no API keys neede…
— ○ ⏳ — — — — — —
44009
TesseraeVentures
Enables AI assistants to audit, migrate, scaffold, and manage TON smart contrac…
— ○ ⏳ — N/A N/A — — —
44010
AhmedAliQadir
MCP server for generating and managing YouTube video scripts with human-in-the-…
— ○ ⏳ — N/A N/A — — —
44011
pym2282
Engineering memory for Claude Code — prevents re-investigating solved problems …
— ○ ⏳ — N/A N/A — — —
44012
rspeciale0519
Connects Claude Desktop to Windows Calculator, enabling accurate mathematical c…
— ○ ⏳ — N/A N/A — — —
44013
jpcors
Enables control of Ring home security devices, including doorbells, cameras, li…
— ○ ⏳ — N/A N/A — — —
44014
quocvibui
Rhino MCP Claim
Enables AI-powered 3D modeling in Rhino 8 through 135+ tools for geometry, tran…
— ○ ⏳ — N/A N/A — — —
44015
none-stack-developer
ffmpeg-mcp Claim
An MCP server that exposes FFmpeg as structured tools for AI-agent-driven video…
— ○ ⏳ — N/A N/A — — —
44016
jeswr
solid-mcp Claim
MCP server for the Solid protocol enabling AI models to read, write, search, an…
— ○ ⏳ — — — — — —
44017
asuar16
MCP server for Grubhub Data Platform operations, providing 40+ tools across 18 …
— ○ ⏳ — N/A N/A — — —
44018
hakityc
A code review tool server based on Model Context Protocol (MCP) providing multi…
— ○ ⏳ — — — — — —
44019
Jwrede
llmprobe Claim
Synthetic monitoring for LLM inference endpoints. Measure TTFT, latency, throug…
— ○ ⏳ — — — — — —
44020
georgejeffers
An MCP server for interacting with the Etsy API, enabling listing management, s…
— ○ ⏳ — N/A N/A — — —
44021
Bipin-24
knowflow Claim
Connects documentation, GA4 search analytics, Jenkins CI pipeline, and RAGAS-st…
— ○ ⏳ — N/A N/A — — —
44022
Moonwuk
MoonMCP Claim
A scope-aware bug-bounty & reconnaissance MCP server that works out of the box …
— ○ ⏳ — — — — — —
44023
Dhari-Q
recall-mcp Claim
A shared, local-first memory layer for AI CLIs, providing persistent, layered m…
— ○ ⏳ — N/A N/A — — —
44024
RepoMend-dev
Security scanning MCP server that connects Claude to RepoMend findings, enablin…
— ○ ⏳ — — — — — —
44025
Lyonsupernova
mcp-x Claim
Enables posting tweets to X (Twitter) via the X API v2, using Claude.
— ○ ⏳ — — — — — —
44026
darialissi
Enables users to analyze their habits over a specified period and receive weekl…
— ○ ⏳ — N/A N/A — — —
44027
pauloFroes
MCP server that wraps the Meta Marketing API (Graph API v25.0) as semantic tool…
— ○ ⏳ — N/A N/A — — —
44028
benagricola
Provides read-only access to Odoo databases via OdooRPC, allowing AI assistants…
— ○ ⏳ — — — — — —
44029
DIYA73
Real-time context budget tracking for AI coding agents with token counting, loo…
— ○ ⏳ — N/A N/A — — —
44030
zwczwczwc
A Model Context Protocol server for Chroma, enabling AI models to create collec…
— ○ ⏳ — — — — — —
44031
luckinbyte
gdbmcp Claim
Attaches to a running C++ process and exposes tools to inspect live memory via …
— ○ ⏳ — N/A N/A — — —
44032
elouardyabderrahim
Provides system-specific metadata through a tool that returns data for a given …
— ○ ⏳ — — — — — —
44033
clawborrator
Connects Claude Code instances to a clawborrator hub via WebSocket, enabling cr…
— ○ ⏳ — N/A N/A — — —
44034
win10ogod
Enables Claude Code to spawn child sessions for parallel, asynchronous task exe…
— ○ ⏳ — N/A N/A — — —
44035
swimmwatch
Playwright MCP-compatible browser automation using CloakBrowser Chromium, avail…
— ○ ⏳ — N/A N/A — — —
44036
KooshaPari
dispatch-mcp Claim
MCP server for tier-based dispatch delegation via OmniRoute, enabling message d…
— ○ ⏳ — — — — — —
44037
amitds1997
Enables connecting to Amazon Redshift and executing SQL queries with read-only …
— ○ ⏳ — — — — — —
44038
leo919cc
Enables Claude Code to leverage OpenAI models for expert code review, deep arch…
— ○ ⏳ — N/A N/A — — —
44039
weikio
Provides AI-assisted guidance for the Weik.io integration platform, enabling pl…
— ○ ⏳ — — — — — —
44040
yogimathius
A symbolic reasoning engine that enables symbolic ontology operations through a…
— ○ ⏳ — — — — — —
44041
MakiDevelop
Enables AI agents to monitor and debug browser runtime errors, console logs, an…
— ○ ⏳ — N/A N/A — — —
44042
shndo1337
MCP server that turns Wildberries marketplace into a toolkit for LLM agents, en…
— ○ ⏳ — — — — — —
44043
yorickchan
Provides tools for downloading YouTube videos and audio using yt-dlp, enabling …
— ○ ⏳ — N/A N/A — — —
44044
bfeeny
Enables Claude to read, write, search, and manage Apple Notes on macOS via Appl…
— ○ ⏳ — N/A N/A — — —
44045
lobehub
A minimal MCP server mock for testing, providing echo, debug, and greeting reso…
— ○ ⏳ — — — — — —
44046
nguyennt02
Enables MCP clients to control Cocos Creator 2.x for UI design, such as transla…
— ○ ⏳ — N/A N/A — — —
44047
AiAgentKarl
Enables AI agents to perform comprehensive web accessibility checks (WCAG 2.1/2…
— ○ ⏳ — — — — — —
44048
jalaj-pandey
Enables managing GitHub repositories, files, and user information through MCP, …
— ○ ⏳ — — — — — —
44049
StructureIntelligence
SettleMesh Claim
Deploy and monetize agent-built apps from one MCP. Ship a full-stack app (login…
— ○ ⏳ — — — — — —
44050
BradBissell
A Weaviate-backed MCP server that gives Claude Code agents semantic search over…
— ○ ⏳ — N/A N/A — — —
Showing 44001–44050 of 69313 servers
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