MCP Server Quality Scores

Independent quality analysis of 53551 public MCP servers

53551
Discovered
29753
Scored
2112
Verified
16952
Complete

Last updated 1 hour ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14351
Aman-Amith-Shastry
Perform advanced numerical computations and array manipulations using NumPy thr…
D 52 54 24 31 N/A 19 95 94
14352
isgudtek
mycrab-mcp Claim
Instant public HTTPS URLs for AI agents via Cloudflare Tunnels. x402 custom dom…
D 52 64 60 22 0 44 95 98
14353
bighadj22
A Model Context Protocol server that enables AI models to access tools through …
D 52 66 45 67 0 21 81 96
14354
sainath1420
A server implementation demonstrating how AI models can interact with external …
D 52 55 44 30 16 81 85
14355
Ajey95
An AI-powered travel assistant connected to Claude via MCP that helps users pla…
D 52 55 56 20 24 76 82
14356
plainyogurt21
Provide AI assistants with real-time access to official SEC EDGAR filings and f…
D 52 66 64 30 0 49 81 92
14357
guanqun-yang
Sentence Reverser Claim
Reverse any sentence instantly to see words in the opposite order. Generate pla…
D 52 54 30 17 N/A 21 95 100
14358
bendusy
An MCP server that connects to Pollinations.ai API, enabling AI models to gener…
D 52 66 57 57 0 38 81 80
14359
xiaobenyang-com
edge-tts Claim 1
An MCP server integrated with Microsoft Edge's high-quality speech synthesis ca…
D 52 64 57 65 0 45 95 51
14360
shutter-network
Shutter MCP Claim
Enables timelock encryption using the Shutter Network, allowing users to encryp…
D 52 66 66 38 0 30 81 99
14361
worryzyy
HowToCook-MCP Server Claim 2
An MCP server that transforms AI assistants into personal chefs by providing re…
D 52 55 53 58 38 82 18
14362
chlee10
A Model Context Protocol server that enables natural language data exploration …
D 52 55 57 37 32 76 54
14363
cpetra
A demonstration MCP server that runs over HTTP with streamable transport, provi…
D 52 55 48 12 21 81 100
14364
cfy114514
Enables querying and analyzing user, product, and order data with filtering cap…
D 52 55 48 30 16 81 78
14365
Jalajil
Poke-MCP Claim 1
A Model Context Protocol server that provides comprehensive Pokemon data and ba…
D 52 55 39 27 24 84 86
14366
yongsingyou
Weather MCP Server Claim
Provides current weather information and forecasts for major cities through MCP…
D 52 55 48 22 18 81 86
14367
braindead-dev
Enables AI assistants to read, send, and manage Instagram direct messages, incl…
D 52 66 68 42 0 25 81 97
14368
daheepk
An MCP server that allows Claude AI to search, explore, and compare arXiv paper…
D 52 55 49 31 45 80 54
14369
payclaw
badge Claim
Agents are not bots. Prove it. MCP-native identity declaration for authorized a…
D 52 64 72 16 0 58 83 89
14370
mctx-ai
Example MCP Server Claim
Build complete MCP servers with our framework — study or fork this reference im…
D 52 66 66 10 0 74 81 98
14371
vulnerability-lookup
VulnMCP Claim 1
An MCP server for vulnerability management that provides tools for automated se…
D 52 55 55 0 30 81 97
14372
cfahlgren1
HF Dataset MCP Claim 1
An MCP server for the Hugging Face Dataset Viewer API that enables searching, f…
D 52 66 57 51 0 32 81 94
14373
NXr10
Enables interaction with SAP Business One API through Azure Container Apps with…
D 52 66 72 52 0 16 81 84
14374
Govind-git-123
A Model Context Protocol server that delivers various categories of jokes (Chuc…
D 52 66 39 65 0 47 81 86
14375
rabyavalla
Lifestyle medicine health intelligence via x402 micropayments. 637+ peer-review…
D 52 66 54 72 0 20 81 83
14376
kursk-ye
A server that wraps the code2flow command-line tool as an MCP service, allowing…
D 52 55 56 21 15 81 80
14377
self-tech-labs
An MCP server providing standardized access to Swiss court decisions through th…
D 52 64 51 55 0 20 95 88
14378
francoisgoupil
Provides tools for training, managing, and making predictions with scikit-learn…
D 52 66 78 30 0 25 80 95
14379
Adiitiir
Manages inventory operations using Supabase/PostgreSQL database, enabling users…
D 52 55 54 23 24 81 74
14380
AiAgentKarl
MCP server for agriculture and farming data. 8 tools: soil conditions (temperat…
D 52 55 57 0 27 83 95
14381
AST-Consulting
Enables interaction with Google Analytics APIs to fetch reports, manage propert…
D 52 66 60 55 0 23 81 91
14382
SecurFi
rapidapi Claim
integrate rapidapi for testing
D 52 54 38 27 N/A 22 90 83
14383
o2alexanderfedin
Enables users to search for jobs, retrieve profiles, and fetch feed posts throu…
D 52 54 42 35 N/A 27 82 73
14384
a6b8
Provides unified access to real-time and historical Solana ecosystem data throu…
D 52 55 48 17 24 83 84
14385
DidierRLopes
Exposes OpenBB widget specifications as structured tools, enabling developers a…
D 52 55 80 27 28 81 32
14386
DanielZhao1990
An interface enabling high-frequency communication between AI tools (like Curso…
D 52 55 60 26 42 81 49
14387
knowledgepa3
gia-mcp-server Claim
Enterprise AI governance layer with 29 tools: MAI decision classification (Mand…
D 52 66 94 0 0 75 82 69
14388
IlyaGusev
Search arXiv and ACL Anthology, retrieve citations and references, and browse w…
D 52 66 88 36 0 69 81 40
14389
OHNLP
omop_mcp Claim
Map clinical terminology to OMOP concepts using LLMs for healthcare data standa…
D 52 66 78 27 0 49 78 84
14390
yonaka15
A Model Context Protocol server that enables LLM applications to safely execute…
D 52 54 27 28 N/A 23 95 88
14391
viiniolliveira
Zappaz MCP Server Claim
Connects MCP tools to the Zappaz WhatsApp API, enabling agents to send and mana…
D 52 66 54 67 0 30 81 76
14392
spyfree
Generate Ziwei Doushu and Bazi charts with insights into palaces, stars, and th…
D 52 66 78 10 0 65 81 87
14393
kagioneko
memory-engine-mcp Claim 2
An MCP server that provides persistent memory for AI agents by storing session …
D 52 54 65 30 N/A 31 90 33
14394
blackviking1311
A simple demonstration MCP server built with FastMCP that provides basic functi…
D 52 54 42 17 N/A 27 95 80
14395
Ritesh2351235
A Model Context Protocol server that enables access to Omi memories from a spec…
D 52 55 45 70 N/A 16 95 19
14396
RMTRQ
A drop-in Model Context Protocol server implementation for Next.js projects tha…
D 52 64 60 50 0 39 95 71
14397
jasondsmith72
A Model Context Protocol server that provides a comprehensive interface for int…
D 52 66 73 42 0 24 81 90
14398
bridgpal
A basic example of developing and running serverless Model Context Protocol (MC…
D 52 66 54 61 0 21 81 91
14399
geobio
Context7 MCP Claim
Provides LLMs with up-to-date, version-specific documentation and code examples…
D 52 66 84 10 0 44 81 93
14400
frankdeno
An MCP server that generates images based on text prompts using Black Forest La…
D 52 66 77 36 0 20 81 91
Showing 14351–14400 of 53551 servers
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