MCP Server Quality Scores

Independent quality analysis of 48680 public MCP servers

48680
Discovered
29624
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 50 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
48451
zhijun
Enables AI assistants to manage SSH connections, execute commands, and transfer…
N/A N/A
48452
marwansaab
TypeScript MCP server for Obsidian with core vault operations, graph analytics,…
N/A N/A
48453
damiancolo
Read, publish and explore creative bisociations between concepts on unbancodeid…
N/A N/A
48454
pete-builds
mcp-unifi Claim
An MCP server for self-hosted UniFi gateway management, providing tools for dev…
48455
tracegazer
MCP server for InvGate Service Desk: 96 tools across 11 domains (incidents, use…
48456
a7351220
etfedge-mcp Claim
Read-only MCP server for Taiwan active ETF research database, providing tools t…
48457
cloudflare
Cloud Access Security Broker. Identify security misconfigurations across SaaS a…
81
48458
zakariahere
kafka-mcp Claim
Exposes Kafka administration operations as MCP tools, enabling AI agents to ins…
48459
popstas
Enables integration with Planfix CRM and task management system, allowing lead …
48460
Asadullayev06
A Telegram integration for Claude, Cursor, and other MCP-compatible clients. It…
48461
vivekvar-dl
A read-only MCP server that gives AI agents the web as compact, ranked, verifie…
N/A N/A
48462
praveen-palanisamy
autodemo Claim
MCP server that turns any running web app into demo videos, interactive walkthr…
N/A N/A
48463
janbruinier
MCP server for GDPR compliance checks. Analyze data processing activities, asse…
N/A N/A 95
48464
CSOAI-ORG
MCP Spec Compliance MCP — audits any MCP server.json against the official Model…
48465
laoyouf
tianqi Claim
N/A N/A 95
48466 N/A N/A 95
48467
aiopinions
Provides blockchain data context from Birdeye APIs for AI models via Model Cont…
48468
zedbs1975-maker
excel Claim
IA for excel
N/A N/A 95
48469
danielrosehill
Miklat MCP Claim
An MCP server that helps AI agents find public shelters in Israel. Currently su…
48470
gkrauchunas-arlo
MCP server for Atlassian Confluence integration with Claude Code, enabling sear…
N/A N/A
48471
locomotive-agency
Enables AI assistants to query Google Analytics accounts, properties, and run r…
48472
CognitionAI
Enables AI assistants to interact with Metabase's analytics platform, managing …
48473
jamestelfer
Sandy Claim
Provides a sandboxed environment for AI coding agents to execute TypeScript AWS…
N/A N/A
48474
DanielTomaro13
An MCP server that exposes sports-data APIs from multiple providers (AFL, Sport…
48475
puxu-msft
neighbors Claim
Enables multiple Claude Code sessions to communicate and coordinate through bro…
N/A N/A
48476
steveramos21
AI-DBA Claim
Universal database copilot for diagnostics, operations, and performance analysi…
48477
mehulbhattml-ui
A minimal Python MCP server with tool endpoints and Playwright Page Object Mode…
N/A N/A
48478
Jame0077
Enables safe execution of Python code with AI assistance and integration with M…
N/A N/A
48479
Magedeline
loenn-mcp Claim
An MCP server that enables AI agents to read, edit, analyze, procedurally gener…
N/A N/A
48480
mcpslim
git-slim Claim
A token-optimized Git MCP server that reduces context window tokens by 59% whil…
N/A N/A
48481
livetap
LiveTap Claim
LiveTap connects live data streams (MQTT, WebSocket, file tailing) to AI coding…
N/A N/A
48482
Gonzih
Search companies, officers, and filing history across 140+ jurisdictions worldw…
48483
EvoMap
Exposes GEP (Genome Evolution Protocol) evolution capabilities to MCP-compatibl…
N/A N/A
48484
tripcher
mcp-canon Claim
Universal MCP knowledge server for LLM agents, powered by local RAG, providing …
N/A N/A
48485
trisetiohidayat
Provides tools for querying and updating Notion database rows by exact property…
48486
macsplit
Provides search and retrieval of Hacker Public Radio episodes, transcripts, hos…
48487
JameZUK
Arkana Claim
An MCP server that provides 294 malware analysis tools behind an AI-driven inte…
N/A N/A
48488
Nymaxxx
checko-mcp Claim
Enables AI assistants to search and retrieve data about Russian companies, entr…
48489 N/A N/A 95
48490
eduresser
Enables code execution in isolated Docker containers with persistent IPython, N…
N/A N/A
48491
markolauren
Enables agentic SecOps by executing Microsoft Defender XDR response actions (de…
48492 N/A N/A 95
48493
Robocular
A unified MCP server providing AI agents with 40+ developer APIs including geol…
48494
tosssssy
Structures debugging processes into a persistent knowledge graph, enabling prob…
N/A N/A
48495
Phanikondru
OpenShowreel Claim
An MCP server for Adobe After Effects that enables AI assistants to create prem…
N/A N/A
48496
BNLNPPS
ask-panda Claim
MCP server for querying PanDA documentation, analyzing job errors, and retrievi…
48497
mehranakila56-ops
A MCP server that gives AI assistants full browser control, enabling navigation…
48498
nirutyodjai
Enables Git repository operations and real-time monitoring via MCP tools, with …
N/A N/A
48499
freqkflag
Provides structured project management through phase-based workflows, enabling …
81
48500
privateyou.app
n4u Claim
N/A N/A 95
Showing 48451–48500 of 48680 servers
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