MCP Server Quality Scores

Independent quality analysis of 43459 public MCP servers

43459
Discovered
29462
Scored
2111
Verified
16952
Complete

Last updated 18 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
37401
longevity-genie
addgene-mcp Claim
MCP server for Addgene plasmid repository, enabling AI assistants to search, fi…
37402
JesKwek
BioOpenMCP Claim
BioOpenMCP enables users to run bioinformatics tools like FastQC, Cutadapt, and…
N/A N/A
37403
mnbro
Safe MCP server bootstrap for Outline Wiki providing connection validation, cap…
37404 N/A N/A 95
37405
sentice
Provides user balance information by connecting to a backend service through th…
81
37406
jbmurphy
Provides safe, controlled access to network and system diagnostic tools includi…
81
37407
anon-li
anon.li Claim
81
37408
AiAgentKarl
Provides AI agents with access to trending topics from Reddit and HackerNews us…
N/A N/A
37409
emretheus
Search past Claude Code conversations. Local BM25 over JSONL with one-click cla…
N/A N/A
37410
HongjieRen
An MCP server that enables Claude Code to concurrently consult Codex and Gemini…
N/A N/A
37411
warwickwood-cell
GenGEO Claim
Machine-readable merchant verification infrastructure for AI shopping agents an…
37412
alpernae
A Model Context Protocol (MCP) server for interacting with the Intigriti bug bo…
37413
reaper1067MSX
A task-based AI orchestrator that bridges AI models (Gemini, Claude, OpenAI) wi…
N/A N/A
37414
Agent Cost Allocator MCP — multi-tenant LLM cost attribution for chargeback bil…
N/A N/A 81
37415
MatterCoder
Enables AI assistants to directly interact with Matter devices and protocol ope…
N/A N/A
37416
MacroSense-AI
Provides comprehensive food hierarchy and nutrition data through structured too…
81
37417
leonardwy
An MCP server for automating ANSYS HFSS simulations, providing persistent conne…
N/A N/A
37418
danielrosehill
donetick-mcp Claim
MCP server for Donetick chores management. Provides 27 tools to control Donetic…
37419
LLL-404
A MCP server that enables AI assistants to control Android devices via ADB, sup…
N/A N/A
37420
HITMANdark07
neatcode-mcp Claim
Provides deterministic AST graph queries and rule validation for AI coding agen…
N/A N/A
37421
Studio-Moser
shelbymcp Claim
Knowledge-graph memory server for AI tools via MCP
N/A N/A 95
37422
Hassenamri005
mix_server Claim
Enables AI assistants to interact with local CSV and Parquet data files through…
N/A N/A
37423
Hamid-K
Avanza-MCP Claim
MCP server for Avanza portfolio monitoring and trading, supporting regular and …
N/A N/A
37424
veithly
climux Claim
Unified CLI multiplexer for AI coding agents, enabling orchestration of multipl…
N/A N/A
37425
sarptandoven
Dynamically exposes Python SDKs (Kubernetes, GitHub, Azure) through an agent-fr…
81
37426
wd041216-bit
Zero-cost, privacy-first universal web search MCP server. Enforces a **Search-F…
N/A N/A 95
37427
mustertheforce
Salesforce-grounded retrieval, diagnoses, and a vetted-Force marketplace for MC…
37428
Floe-Labs
Credit and payments for AI agent developers — over MCP. No crypto required
37429
erbiantoo
A production-oriented, read-only MCP server for secure ELK stack analysis, comp…
81
37430
PGYER
Enables uploading and managing iOS/Android apps on the PGYER platform through M…
37431
madebyshun
Pay-per-use AI security and research tools for autonomous agents on Base, enabl…
37432
mdz-axo
Provides comprehensive codebase analysis and semantic understanding through int…
N/A N/A 95
37433
Kyle-Ski
Provides LLM context on U.S. national parks by integrating National Park Servic…
37434
closermethod
MCP server for AI agents selling into Latin America. 7 tools: country briefs (M…
37435
ai-creed
ai-cortex Claim
Provides durable project context for coding agents, including project maps, ses…
N/A N/A
37436
snoe-findley
Enables AI agents to interface with Velociraptor for digital forensics and inci…
81
37437
nightnei
Enables creating, customizing, managing, and sharing local WordPress sites thro…
N/A N/A
37438
zaizaizhao
A Model Context Protocol server that helps programmers understand code by provi…
N/A N/A
37439
souldriver007
Enables semantic search of the KJV Bible and personal knowledge graph for scrip…
N/A N/A
37440
null-create
Enables AI agents to fetch, clean, and extract readable content from web pages,…
37441
Victor-EU
Telbase Claim
Deploy any web project with one command. AI-native platform with self-healing f…
N/A N/A 95
37442
derinworks
A FastMCP-based server that provides secure sandboxed filesystem operations, AP…
N/A N/A
37443
MiloLug
Enables LLM-driven text game state management by exposing MCP tools for managin…
37444
reidlo5135
Controls Autonomous Mobile Robots (AMRs) through natural language via MQTT and …
37445
pishnuke
Enables fetching market and options data including OHLCV prices, option chains,…
81
37446
AlvisoOculus
Equity comp tax (ISO/NSO/RSU/QSBS), concentration & hedging. 50-state tax code,…
37447
uvaresearch
wrapper-mcp Claim
Stdio MCP server for QMS Wrapper that enables MCP-capable clients to manage tas…
37448
Tae4an
Enables AI models like Claude to manage local prompt files with CRUD operations…
N/A N/A
37449
moxellabs
Atlas Claim
Local-first MCP server for querying multi-repo engineering documentation artifa…
N/A N/A
37450
archergate-mcp
Archergate Claim
Open-source software licensing SDK. Generate ready-to-paste license validation …
N/A N/A 95
Showing 37401–37450 of 43459 servers
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