MCP Server Quality Scores

Independent quality analysis of 33379 public MCP servers

33379
Discovered
25688
Scored
1512
Verified
16957
Complete

Last updated 34 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15601
MervinPraison
praisonai-mcp Claim 1 2
AI Agents framework with 64+ built-in tools for search, memory, workflows, code…
F 30 54 72 26 N/A 64 90 89
15602
smcdonnell7
Content Plan Builder Claim 1 3
An MCP server that uses AI to generate structured Asana project plans from dive…
F 30 55 81 71 27 80 90
15603
jeffreychuuu
LightRAG MCP Claim 1
Enables querying an internal LightRAG knowledge base to retrieve technical docu…
F 30 55 48 30 24 80 88
15604
josemartinrodriguezmortaloni
WebSearch Claim 1 2
Built as a Model Context Protocol (MCP) server that provides advanced web searc…
F 30 55 64 25 17 76 84
15605
manasp21
Evolve and optimize solutions across multiple generations using genetic algorit…
F 30 54 96 60 N/A 49 90 92
15606
wd041216-bit
Universal Search-First Knowledge Acquisition Plugin for LLMs. Enables real-time…
F 30 55 88 0 73 78 96
15607
Avik-creator
MCP Manim Server Claim 1
A server-based tool that enables the generation of mathematical animations from…
F 30 55 48 25 23 71 86
15608
devflowinc
trieve Claim 1
Crawl, embed, chunk, search, and retrieve information from datasets through [Tr…
F 30 55 100 66 82 76 90
15609
burconsult
A comprehensive server that enables AI applications to interact with Microsoft …
F 30 55 84 62 36 76 99
15610
Syndicats
MCP Project Initializer Claim 1 2
An intelligent tool that automates the setup of new Model Context Protocol (MCP…
F 30 54 90 57 N/A 41 90 100
15611
funtuan
Integrates Dify's external knowledge base API with the Model Context Protocol t…
F 30 55 60 73 55 80 44
15612
aaronsb
A personality-based MCP server that enables AI assistants to manage WordPress c…
F 30 55 100 51 31 77 86
15613
KlausAndrade
codewatch-memory Claim 1
An observational memory server that uses LLM agents to capture, compress, and r…
F 30 54 78 56 N/A 35 88 91
15614
huoshuiai42
huoshui-pdf-converter Claim 1 2
An MCP server that provides PDF file conversion
F 30 54 45 31 N/A 54 90 93
15615
ChristopheZhao
Enables AI-assisted image generation from text prompts using multiple providers…
F 30 66 96 68 0 60 76 90
15616
falahgs
An MCP server that enables advanced CSV analysis and data visualization using G…
F 30 55 63 70 20 76 89
15617
Triple-Whale
triplewhale Claim 1
Triplewhale MCP Server
F 30 64 92 65 0 49 90 90
15618
jjdelorme
SQL Analysis MCP Server Claim 1 2
An MCP server designed for SQL analysis that demonstrates sampling capabilities…
F 30 54 45 25 N/A 21 90 93
15619
BossX429
Agent Farm Claim 1 2
An orchestration platform for deploying parallel swarms of tool-enabled AI agen…
F 30 54 90 32 N/A 23 84 93
15620
variflight
variflight-mcp Claim 1
VariFlight's official MCP server provides tools to query flight, weather, comfo…
F 30 54 72 63 N/A 23 81 92
15621
AlvaroRamirezCastillo
greeting-mcp-server Claim 1 2
An MCP server greeting
F 30 54 15 63 N/A 26 94 100
15622
aglolz
Fetch MCP Server Claim 1
Enables LLMs to retrieve and process web content by fetching URLs and convertin…
F 30 55 72 63 46 80 91
15623
JaanLavaerts
MCP Playground Claim 1
A demonstration MCP server that provides access to a SQLite employee database w…
F 30 54 54 17 N/A 27 88 92
15624
moimran
EVE-NG MCP Server Claim 1 3
A Model Context Protocol server that enables LLMs to manage network topologies,…
F 30 55 57 66 28 82 93
15625
pauloFroes
mcp-telegram Claim 1 2
An MCP server that wraps the Telegram Bot API into semantic tools for LLM agent…
F 30 54 51 72 N/A 35 89 92
15626
savhascelik
meta-api-mcp-server Claim 1 2
You can connect any API to LLMs. This enables AI to interact directly with APIs
F 30 54 100 70 N/A 28 77 100
15627
timowhite88
farnsworth-syntek Claim 1 2
7-layer recursive agent memory with context branching, holographic recall, drea…
F 30 55 60 60 33 67 86
15628
inkbytefo
screenmonitormcp Claim 1 2
Real-time screen analysis, context-aware recording, and UI monitoring MCP serve…
F 30 54 84 38 N/A 69 87 90
15629
jhammant
An MCP server that provides native Discord tools for Claude Code, enabling bidi…
F 30 55 75 68 42 80 99
15630
aki66938
An automation toolkit that enables AI-driven content publishing and creator dat…
F 30 55 50 43 73 82 74
15631
Vizioz
Swagger MCP Claim 1 2
An MCP server that connects to a Swagger specification and helps an AI to build…
F 30 54 77 62 N/A 56 90 92
15632
nick-wati
A lightweight server that uses ChatGPT to qualify leads using the BANT framewor…
F 30 55 42 50 43 80 65
15633
gwyer
Enables Claude to perform hybrid search across local documents by combining sem…
F 30 55 94 57 54 77 96
15634
wyre-technology
Xero MCP Server Claim 1
Enables interaction with the Xero Accounting API to manage contacts, invoices, …
F 30 55 90 63 82 77 96
15635
v3nom
Fetches web page content, converts it to Markdown, and optionally processes it …
F 30 55 90 56 50 76 91
15636
kyalabs-Io
payclaw-mcp Claim 1
Tokenized user identity and virtual Visa cards for AI agents. Delegated user co…
F 30 54 72 71 79 90 91
15637
husniadil
UltraThink Claim 1
A Python-based MCP server that facilitates structured problem-solving through s…
F 30 55 84 53 58 80 91
15638
zamb124
Yango Tech MCP Server Claim 1
A server that enables seamless integration with Yango Tech e-commerce platform …
F 30 55 48 46 43 78 100
15639
ngtruongmetin
A semantic search MCP server that provides historical question-and-answer capab…
F 30 55 72 30 30 69 95
15640
sevaepsteyn
RouterOS MCP Server Claim 1
Enables AI assistants to interact with MikroTik RouterOS devices through API an…
F 30 55 74 63 43 80 97
15641
anyiba
Spec Kit MCP Server Claim 1
Enables AI assistants to interact with Spec Kit templates and workflows for man…
F 30 54 78 50 N/A 31 87 86
15642
therealjohn
An MCP server that enables sending Markdown-formatted notifications to Microsof…
F 30 55 63 65 20 80 91
15643
rootflo
wavefront Claim 1
🔥🔥🔥 Enterprise AI middleware, alternative to unifyapps, n8n, lyzr
F 30 66 86 27 0 69 76 94
15644
git-guocc
Enables automated collection and AI-powered filtering of public QQ channel post…
F 30 55 42 33 20 80 85
15645
bddda
An MCP server that automates the continuation of AI tasks by intercepting tool …
F 30 54 53 51 N/A 30 75 86
15646
bsmi021
Node Omnibus MCP Server Claim 1 2
A comprehensive Model Context Protocol server that provides advanced Node.js de…
F 30 55 90 58 40 74 99
15647
iflow-mcp
BlenderMCP Claim 1
Connects Blender to Claude AI, enabling AI-assisted 3D modeling, scene creation…
F 30 54 78 33 N/A 45 84 97
15648
jmanhype
MCP Flux Studio Claim 1 2
A server that integrates Flux's advanced image generation and manipulation feat…
F 30 55 96 72 52 78 98
15649
JordanDalton
restcsv-mcp-server Claim 1 3
An MCP server for CSV files.
F 30 55 47 65 25 77 71
15650
vanushya
Enables management of retail e-commerce products with CRUD operations, AI-power…
F 30 55 74 63 42 80 99
Showing 15601–15650 of 33379 servers
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