MCP Server Quality Scores

Independent quality analysis of 44165 public MCP servers

44165
Discovered
29482
Scored
2111
Verified
16952
Complete

Last updated 2 hours, 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44001
pbteja1998
Integrate your AI models with SourceSync.ai's knowledge management platform. Se…
N/A N/A 95
44002
raya2912
Generates structured newsletters with 8 sections using AI and provides NLP anal…
N/A N/A
44003
T3CCH
CHARLIE Claim
Unified knowledge management and agent orchestration MCP server for Claude Code…
N/A N/A
44004
RaphaelRegnier
MCP server that exposes web page annotations to AI coding agents, enabling auto…
N/A N/A
44005
GET-Technology-Inc
Provides AI assistants with direct access to Jamf official documentation, enabl…
44006
jacob-bd
Enables AI agents and users to query Perplexity AI's premium models (GPT-5.4, C…
N/A N/A
44007
Luffy610
f1-mcp Claim
An MCP server that provides 118+ Formula 1 analytics tools, enabling race analy…
44008
soolaugust
0CompactMem Claim
Persistent memory MCP server with OS-style demand paging, kswapd-style eviction…
N/A N/A
44009
tonycueva
A Model Context Protocol (MCP) server that enables Claude to create and manipul…
81
44010
JosephOIbrahim
Comfy Cozy Claim
A plain-English co-pilot for ComfyUI that lets you describe image generation ch…
N/A N/A
44011
h053698
Enables real-time friend presence tracking and seamless game joining in Roblox.
N/A N/A
44012
NOVA-3951
Supermemory Claim
A recreation of the Supermemory MCP with all features of the Supermemory API
N/A N/A 95
44013
Dream-AI-4444
Hanzo MCP Claim
Enables access to Hanzo APIs and Platform capabilities via MCP, along with deve…
N/A N/A
44014
cucinellclark
MCP server for querying BV-BRC biological data, submitting analysis jobs (assem…
44015
kynosure-ai
Free hosted MCP server for EU compliance, enabling search across 8 frameworks, …
44016
krystian-ai
Transforms DALL-E 3, DALL-E 2, and GPT-Image-1 into MCP-compatible tools for ge…
44017
IceWreck
Enables privacy-respecting web, image, video, and news searches through SearxNG…
44018
mercy719
Enables searching and monitoring of Goofish (闲鱼) items via Playwright automatio…
N/A N/A
44019
yakumo123118
mumuai Claim
N/A N/A 95
44020
kattatzu-resources
MCP Server Claim
A robust server implementing the Model Context Protocol with SSE and STDIO tran…
44021
BillionVerify
Connects AI assistants to BillionVerify email verification via the Model Contex…
44022
tejasayya
SegmentMCP Claim
Transforms natural language queries into SQL for customer segmentation, enablin…
N/A N/A
44023
928871247
一个基于FastMCP协议的文件向量化服务,支持自动目录监控、多格式文件处理和高效向量搜索,帮助构建个人或团队知识库。
44024
yevheniikravchuk
Enables git repository operations through REST endpoints, providing access to r…
N/A N/A 95
44025
rawtreedb
Enables querying, inserting, and managing unstructured data in RawTree via SQL,…
44026
universal-mcp
Provides a standardized interface for interacting with WhatsApp's tools and ser…
44027
BrandCast-Signage
Enables management of Cozi Family Organizer shopping lists and todo lists throu…
81
44028
CKBrennan
Real-time news with tone analysis, brand safety, and narrative shift signals fo…
N/A N/A
44029
autonsol
recall-mcp Claim
Persistent memory MCP server for AI coding agents. Stores, searches, and retrie…
N/A N/A
44030
wakiwaki99
Enables remote management and monitoring of the Rickbot-3000 robotic system thr…
81
44031
Lone-Star-AI
Provides Claude Desktop with persistent memory across sessions, storing up to 1…
N/A N/A 95
44032
fastmcp-me
Connects AI agents and MCP clients to Keboola, enabling storage queries, SQL tr…
44033
BrianDeacon
An MCP server for Azure development and operations, enabling Cosmos DB queries,…
44034
septigram
Enables to interact with Tsurugi RDBMS by executing SQL (DDL, DML, SELECT) and …
44035
kurcontko
Mnemotree Claim
Mnemotree is an MCP server that provides biologically-inspired memory for LLM a…
44036
BWB03
MCP server for Amazon product monitoring via the Keepa API, providing 18 tools …
44037
CipherSatoru
Enables secure credential storage for AI agents by encrypting secrets and provi…
N/A N/A
44038
BackyardBrains
Enables interaction with Xero accounting API for financial reporting, sales ana…
N/A N/A
44039
IBM
A Python framework for building Model Context Protocol servers with decorator-b…
44040
Edlineas
MCP server that provides cross-session persistent memory for AI coding assistan…
N/A N/A
44041
ericbuess
Enables AI assistants to interact with Limitless AI Pendant recordings, search,…
44042
lokkaflokka
MCP hub server that aggregates tools from multiple domain packages into a singl…
N/A N/A
44043
theYahia
tabby-mcp Claim
Enables interaction with Tabby BNPL platform for managing checkout sessions, pa…
44044
fastmcp-me
Enables interaction with Apache Airflow through the Model Context Protocol, all…
44045
Rumblingb
MCP server for IP geolocation lookups using ipinfo.io, with single, own, and ba…
44046
CSOAI-ORG
lorem-ipsum-ai-mcp MCP server by MEOK AI Labs
N/A N/A
44047
a-ariff
Canvas MCP Claim
A local MCP server for Canvas LMS that enables querying courses, assignments, g…
N/A N/A
44048
Germain-D
Enables interaction with Apache Pulsar clusters through MCP-compatible clients,…
44049
hungvietdo
MCP server with built-in Google OAuth 2.0 authentication, enabling secure tool …
44050
CSOAI-ORG
photography-ai-mcp MCP server by MEOK AI Labs
N/A N/A
Showing 44001–44050 of 44165 servers