MCP Server Quality Scores

Independent quality analysis of 69313 public MCP servers

69313
Discovered
→
33947
Scored
→
2112
Verified
→
16953
Complete

Last updated 5 hours, 39 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
43701
raviraval79
An MCP server that wraps the Open-Meteo API to provide current weather, forecas…
— ○ ⏳ — — — — — —
43702
Mhdd-24
Enables logging offline time and managing Worksnaps projects/tasks from Cursor …
— ○ ⏳ — — — — — —
43703
jpoindexter
winnow Claim
Enables local-first context compression for AI agents, offering tools to compre…
— ○ ⏳ — N/A N/A — — —
43704
vsl8
Enables AI assistants to manage Ansible infrastructure, including inventories, …
— ○ ⏳ — N/A N/A — — —
43705
reactome
reactome-mcp Claim
Enables AI assistants to search, browse, analyze, and export biological pathway…
— ○ ⏳ — — — — — —
43706
blake365
Read-only MCP server for options research with server-side filtering to reduce …
— ○ ⏳ — — — — — —
43707
Takamasa045
Provides Matsumoto city community bus information via GTFS data, enabling stop …
— ○ ⏳ — — — — — —
43708
ismael9291
Enables interaction with the *arr media management suite (Sonarr, Radarr, Lidar…
— ○ ⏳ — — — — — —
43709
Aadi775
MahoRAGa Claim
Persistent, graph-powered memory for AI agents that provides long-term semantic…
— ○ ⏳ — N/A N/A — — —
43710
andrewyun0403
Enables AI models to search Jira issues using JQL and retrieve issue details th…
— ○ ⏳ — — — — — —
43711
fastmcp-me
Enables querying clinical trial data from the AACT database (ClinicalTrials.gov…
— ○ ⏳ — — — — — —
43712
chrisdecali
golf-reports Claim
Pulls golf data from Arccos, GHIN, and 18Birdies, and generates interactive HTM…
— ○ ⏳ — N/A N/A — — —
43713
pipeworx-io
Lists, reads, and fetches curated business and industry RSS feeds, with filteri…
— ○ ⏳ — — — — — —
43714
delocalizer
A Model Context Protocol (MCP) server for interacting with Gen3 data commons, w…
— ○ ⏳ — — — — — —
43715
chiraggahujaa
trails-mcp Claim
Enables searching outdoor trails by name or place, retrieving route details, el…
— ○ ⏳ — N/A N/A — — —
43716
paulf280-ui
Cabal-Hunter Claim
On-chain Solana token safety for trading agents — traces coordinated wallet fun…
— ○ ⏳ — — — — — —
43717
goranocokoljic
Indexes codebases and lets AI agents retrieve precise code snippets (functions,…
— ○ ⏳ — — — — 81 —
43718
madsd
Enables users to search and fetch PubMed biomedical literature articles through…
— ○ ⏳ — — — — — —
43719
geethikakoya
An AI-powered code review agent that leverages Model Context Protocol (MCP) and…
— ○ ⏳ — N/A N/A — — —
43720
Shaoshi17
An MCP server for AI security analysis, enabling vulnerability scanning, sensit…
— ○ ⏳ — — — — — —
43721
lzvxck
Connects Trello with AI assistants to manage boards, lists, cards, and comments…
— ○ ⏳ — — — — — —
43722
dailybeast
parsely-mcp Claim
MCP server that enables AI assistants to query Parse.ly analytics for top posts…
— ○ ⏳ — — — — — —
43723
inakirealise
An MCP server integrating with the BoondManager API to enable AI assistants to …
— ○ ⏳ — — — — — —
43724
nsastry2
Exposes real-time soil sensor metrics as MCP Resources and irrigation valve con…
— ○ ⏳ — N/A N/A — — —
43725
jurislm
coolify-mcp Claim
MCP server for Coolify infrastructure management, providing 45 tools for server…
— ○ ⏳ — — — — — —
43726
DanMarshall909
Provides lightning-fast filesystem search on Windows via the Everything SDK, wi…
— ○ ⏳ — N/A N/A — — —
43727
15195999826
Query Godot Engine documentation with full-text search across classes, methods,…
— ○ ⏳ — N/A N/A — — —
43728
Sceptre
MCP server that exposes Sceptre CloudFormation management operations as tools f…
— ○ ⏳ — N/A N/A — — —
43729
ilya7-eng
Agent-to-agent marketplace: AI agents list and buy data, services and compute. …
— ○ ⏳ — — — — — —
43730
developerlabsai
Bridges web browsers and Claude Code for seamless debugging workflows by receiv…
— ○ ⏳ — N/A N/A — — —
43731
Vicovrnk
Self-hosted MCP toolkit providing web search, Wikipedia, and arXiv access witho…
— ○ ⏳ — N/A N/A — — —
43732
skibinska
Enables reading unread emails and creating draft replies in Gmail via Claude De…
— ○ ⏳ — N/A N/A — — —
43733
heiths
Enables users to access and query the ORKL Threat Intelligence Library, includi…
— ○ ⏳ — — — — — —
43734
foundryside-dev
warpline Claim
Temporal/change-impact authority that tracks per-entity change history and down…
— ○ ⏳ — N/A N/A — — —
43735
ImadMoka
Enables running multiple isolated browser sessions simultaneously and importing…
— ○ ⏳ — N/A N/A — — —
43736
ZapSign
Enables integration with the ZapSign API for electronic document signing and ma…
— ○ ⏳ — — — — — —
43737
voarsh2
Enables interaction with Atlassian Confluence and Jira through natural language…
— ○ ⏳ — N/A N/A — — —
43738
alexalexalex222
A referee for self-improving AI agent loops that mines past sessions for effect…
— ○ ⏳ — N/A N/A — — —
43739
r33drichards
minizinc-mcp Claim
Enables solving constraint satisfaction and optimization problems using MiniZin…
— ○ ⏳ — — — — — —
43740
us-all
UniFi semantic-analysis MCP — 54 tools on Site Manager API and Cloud Connector.…
— ○ ⏳ — — — — — —
43741
JiHungLin
A lightweight MCP server that lets distributed AI agent teams query a designate…
— ○ ⏳ — — — — — —
43742
suwappubot
Suwappu Claim
High-performance cross-chain liquidity bot. Trade 100+ tokens across 7+ chains …
— ○ ⏳ — N/A N/A — 95 —
43743
zhangwanli09
Enables AI agents to search and retrieve API documentation from an internal Swa…
— ○ ⏳ — — — — — —
43744
Auriti-Labs
Total Recall Claim
Persistent cross-session memory for AI coding assistants, automatically capturi…
— ○ ⏳ — N/A N/A — — —
43745
liliangshan
A Model Context Protocol server for searching and fetching icons from iconfont.…
— ○ ⏳ — — — — — —
43746
adambenhassen
Provides read-only access to Shelly Cloud energy data, including live power, li…
— ○ ⏳ — — — — — —
43747
ibuildrun
MCP server for capturing screenshots of desktop windows on Windows. Allows AI a…
— ○ ⏳ — N/A N/A — — —
43748
moldis
Enables interaction with Kaspa blockchain nodes via RPC, providing tools for qu…
— ○ ⏳ — N/A N/A — — —
43749
gururajhm-neo
MCP server for TestNeo quality workflows, enabling test generation, execution, …
— ○ ⏳ — — — — — —
43750
isdaniel
mcp-gsuite Claim
MCP server to interact with Google Gmail and Calendar APIs. Supports multiple a…
— ○ ⏳ — N/A N/A — — —
Showing 43701–43750 of 69313 servers
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