MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33861
Scored
→
2112
Verified
→
16953
Complete

Last updated 47 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15451
KlausAndrade
codewatch-memory ⚡ Claim 1
An observational memory server that uses LLM agents to capture, compress, and r…
F 30 5⁄4 ◉ ⏳ 78 56 N/A 35 88 91
15452
kukapay
bridge-metrics-mcp ⚡ Claim 1
Providing real-time cross-chain bridge metrics.
F 30 5⁄5 ◉ ⏳ 72 25 — 40 82 100
15453
Smriti-AA
smriti Claim 1
A lightning-fast, self-hosted knowledge store and memory layer for AI agents
F 30 5⁄4 ◉ ⏳ 78 32 N/A 57 90 99
15454
carterlasalle
mac_messages_mcp ⚡ Claim 1 3
An MCP server that securely interfaces with your iMessage database via the Mode…
F 30 5⁄4 ◉ ⏳ 61 33 N/A 65 88 91
15455
dvcrn
mcp-server-subagent ⚡ Claim 1 2
An MCP server that allows a planning agent to delegate tasks to executor agents…
F 30 5⁄5 ◉ ⏳ 90 100 N/A 56 87 37
15456
mberg
Agent HTTP Claim 1
Provides an HTTP API for Claude Code using a native MCP channel to enable stabl…
F 30 5⁄4 ◉ ⏳ 86 0 N/A 50 87 98
15457
get-airlock
Maverick MCP ⚡ Claim 1 2
A behavioral intelligence server that detects a user's unique interaction style…
F 30 5⁄4 ◉ ⏳ 90 0 N/A 27 87 96
15458
stack-chan
stack-chan Claim 1
A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functio…
F 30 5⁄4 ◉ ⏳ 96 42 N/A 70 87 99
15459
webflow
mcp ⚡ Claim 1
AI-powered design and management for Webflow Sites
F 30 6⁄6 ◉ ⏳ 84 70 0 79 83 81
15460
yipihey
SciX Client ⚡ Claim 1
Enables AI assistants to interact with the SciX (formerly NASA ADS) API to sear…
F 30 5⁄5 ◉ ⏳ 90 32 — 68 80 91
15461
wenb1n-dev
mysql_mcp_server_pro ⚡ Claim 1
Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also inclu…
F 30 5⁄4 ◉ ⏳ 90 45 N/A 68 87 83
15462
ai-zerolab
Yourware MCP ⚡ Claim 1 2
An MCP server that allows users to upload projects (single files or directories…
F 30 6⁄6 ◉ ⏳ 47 66 0 73 80 91
15463
goldensansapple
Enables AI models to interactively prompt users for input or clarification dire…
F 30 5⁄5 ◉ ⏳ 48 68 — 45 80 97
15464
shariqriazz
Google AI Search MCP ⚡ Claim 1 2
Provides AI-powered search and documentation tools using Google Vertex AI or Ge…
F 30 5⁄5 ◉ ⏳ 84 63 — 36 80 95
15465
DaInfernalCoder
Utilize advanced API capabilities to enhance your coding experience.
F 30 5⁄4 ◉ ⏳ 94 66 N/A 68 90 89
15466
timowhite88
farnsworth-syntek ⚡ Claim 1 2
7-layer recursive agent memory with context branching, holographic recall, drea…
F 30 5⁄5 ◉ ⏳ 60 60 — 33 67 86
15467
mmorris35
Generate comprehensive, paint-by-numbers development plans using the [ClaudeCod…
F 30 6⁄6 ◉ ⏳ 72 67 0 36 76 92
15468
gpaul-mcp
Provides pre-defined prompt templates for AI assistants to generate comprehensi…
F 30 5⁄5 ◉ ⏳ 48 87 — 43 78 91
15469
GroundNG
VibeShift Claim 1
[MCP Server] The Security Agent for AI assisted coding
F 30 5⁄4 ◉ ⏳ 72 31 N/A 48 85 90
15470
abhishekbhakat
mcp-server-code-assist ⚡ Claim 1 4
A Model Context Protocol server that provides tools for code modification and g…
F 30 5⁄5 ◉ ⏳ 63 82 — 38 78 47
15471
sachinparyani
Enables AI assistants to search products, manage shopping carts, place orders, …
F 30 5⁄4 ◉ ⏳ 68 65 N/A 45 90 95
15472
rlaput
Azure Logs MCP Claim 1
Enables querying Azure Application Insights logs by order number through natura…
F 30 5⁄5 ◉ ⏳ 72 73 — 54 76 89
15473
PARS-DOE
An MCP server that automatically generates documentation, test plans, and code …
F 30 5⁄5 ◉ ⏳ 85 63 — 31 80 97
15474
tuandinh-org
feedback-loop-mcp ⚡ Claim 1 2
feedback-loop-mcp
F 30 5⁄5 ◉ ⏳ 84 53 — 58 80 91
15475
gogabrielordonez
mcp-ragchat ⚡ Claim 1
Add RAG-powered AI chat to any website with one command. Local vector store, mu…
F 30 5⁄4 ◉ ⏳ 72 61 N/A 54 90 90
15476
siri100
WDIO MCP Server ⚡ Claim 1
A custom Model Context Protocol server that enables GitHub Copilot Agent to per…
F 30 5⁄4 ◉ ⏳ 56 62 N/A 27 90 100
15477
hoangnb24
MCP Code Mode ⚡ Claim 1 2
Enables AI agents to write and execute Python code in an isolated sandbox that …
F 30 5⁄4 ◉ ⏳ 78 68 N/A 27 87 95
15478
blbl147
blbl147-xhs-mcp ⚡ Claim 1
搜索笔记、浏览首页推荐、查看笔记内容与评论,并发表你的评论。直接在工作流中与小红书内容互动,高效跟进话题。
F 30 6⁄6 ◉ ⏳ 56 40 0 26 71 93
15479
sgroi-l
Integrates Gmail with Claude Desktop to fetch unread emails, generate AI-powere…
F 30 5⁄5 ◉ ⏳ 78 62 — 44 76 99
15480
Mahad-007
Personalize your study with on‑demand tutoring that generates tailored lessons …
F 30 5⁄4 ◉ ⏳ 66 68 N/A 34 84 90
15481
Ihtishammehmood
Finance MCP Server Claim 1 2
A Model Context Protocol server that retrieves real-time financial and company …
F 30 5⁄5 ◉ ⏳ 45 38 — 36 80 99
15482
sirmews
mcp-pinecone ⚡ Claim 1 3
Pinecone integration with vector search capabilities
F 30 5⁄5 ◉ ⏳ 96 72 — 53 80 91
15483
trust-delta
Hand off conversation context between Claude Desktop projects and across MCP cl…
F 30 5⁄4 ◉ ⏳ 84 63 N/A 68 89 98
15484
Toloka
Tendem MCP ⚡ Claim 1 2
An MCP server for Tendem that enables users to complete tasks using a hybrid of…
F 30 5⁄5 ◉ ⏳ 39 43 — 60 78 92
15485
kukapay
dao-proposals-mcp ⚡ Claim 1 2
An MCP server that aggregates live governance proposals from major DAOs.
F 30 5⁄5 ◉ ⏳ 51 25 — 38 82 98
15486
k984530
Generates beautiful App Store and Play Store screenshots by inserting app image…
F 30 5⁄5 ◉ ⏳ 90 65 — 32 80 97
15487
subhashdasyam
mem0-server-mcp Claim 1
🧠 Production-ready MCP server providing intelligent memory for Claude Code with…
F 30 5⁄4 ◉ ⏳ 84 47 N/A 47 90 94
15488
ujjalcal
Neo4j MCP Server Claim 1 3
An MCP server that enables graph database interactions with Neo4j, allowing use…
F 30 5⁄5 ◉ ⏳ 57 61 — 18 71 91
15489
isaacphi
mcp-gdrive ⚡ Claim 1 2
Model Context Protocol (MCP) Server for reading from Google Drive and editing G…
F 30 5⁄5 ◉ ⏳ 96 60 — 49 76 92
15490
FelippeFarias
Refine Prompt Claim 1 2
An MCP server that uses Claude 3.5 Sonnet to transform ordinary prompts into st…
F 30 5⁄5 ◉ ⏳ 57 61 — 45 80 98
15491
gregberns
Fetch-Save MCP Server ⚡ Claim 1 2
A Model Context Protocol server that enables LLMs to retrieve web content and s…
F 30 5⁄5 ◉ ⏳ 69 100 N/A 47 90 37
15492
guimatheus92
mcp-video-analyzer ⚡ Claim 1 2
MCP server for video analysis — extracts transcripts, key frames, OCR text, and…
F 30 5⁄5 ◉ ⏳ 69 61 N/A 77 80 93
15493
gluneau
Hive MCP Server ⚡ Claim 1
Enables AI assistants to interact with the Hive blockchain through the Model Co…
F 30 6⁄6 ◉ ⏳ 60 71 0 53 80 99
15494
sharavanask
Enables AI-powered Amazon product searches and recommendations by integrating t…
F 30 5⁄5 ◉ ⏳ 72 42 — 23 69 60
15495
lastmile-ai
mcp-agent ⚡ Claim 1
Build effective agents using Model Context Protocol and simple workflow patterns
F 30 6⁄6 ◉ ⏳ 96 100 94 89 76 97
15496
bjh5098
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
F 30 5⁄4 ◉ ⏳ 72 71 N/A 32 90 59
15497
atom2ueki
A bridge between iOS simulators and the Model Context Protocol, enabling progra…
F 30 5⁄4 ◉ ⏳ 66 60 N/A 51 90 84
15498
PleasePrompto
google-ai-mode-mcp ⚡ Claim 1 3
MCP server for free Google AI Mode search with citations. Query optimization, C…
F 30 5⁄5 ◉ ⏳ 79 75 N/A 70 90 55
15499
Oleg200447
MCP Search Server Claim 1 2
An MCP server that provides semantic search capabilities by integrating with an…
F 30 5⁄5 ◉ ⏳ 45 63 — 22 78 91
15500
WindoC
Gemini OCR MCP Server ⚡ Claim 1
Provides OCR services powered by Google's Gemini API to extract text from image…
F 30 5⁄5 ◉ ⏳ 66 33 — 23 78 95
Showing 15451–15500 of 69153 servers
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