MCP Server Quality Scores

Independent quality analysis of 59221 public MCP servers

59221
Discovered
29891
Scored
2112
Verified
16953
Complete

Last updated 55 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
4551
base76-research-lab
cognos-session-memory Claim 1
CognOS trust scoring (C=p·(1-Ue-Ua)) and session trace storage as MCP tools.
B 74 54 90 51 N/A 31 92 94
4552
iskifogl
Slack MCP Server Claim 1
Integrates AI assistants with Slack workspaces using OAuth 2.0 authenticated us…
B 74 55 90 66 24 80 95
4553
dreamnear
A framework for building and querying temporally-aware knowledge graphs that al…
B 74 55 78 65 44 81 97
4554
Kynlos
Connects Obsidian vaults to AI assistants with 121 tools for automated note cre…
B 74 55 86 82 N/A 49 95 43
4555
henrymclane09
Enables agents to interact with Salesforce, Atlassian (Jira/Confluence), and Su…
B 74 55 88 70 27 81 92
4556
trainual
Enables interaction with Tiptap collaborative document services through compreh…
B 74 55 72 71 46 82 95
4557
dragonkhoi
Talk to your Mixpanel analytics events data seamlessly! Query retention number,…
B 74 55 90 70 N/A 44 71 85
4558
citronlegacy
Deepghs MCP Claim 1
MCP server for the DeepGHS anime AI ecosystem. Dataset discovery, tag search, c…
B 74 55 73 73 45 81 94
4559
thechandanbhagat
Generates professional Draw.io compatible diagrams (flowcharts, sequence diagra…
B 74 54 78 52 N/A 70 92 76
4560
jim-coyne
Enables LLMs to interact with Hyperfabric infrastructure management APIs, provi…
B 74 55 94 46 53 78 94
4561
wilson-romero
Integrates with Google Tasks to enable searching, listing, creating, and managi…
B 74 55 78 66 44 80 98
4562
yash9439
Exposes the codetoprompt library to LLM agents for generating comprehensive pro…
B 74 54 78 62 N/A 39 92 92
4563
kritsanan1
suno-mcp Claim 1
B 74 54 60 68 N/A 57 89 95
4564
prakharpandey32
This is a code to an MCP server which enables students to sync their exams and …
B 74 54 76 66 N/A 24 95 98
4565
ViralV00d00
Provides persistent memory capabilities for Claude Code using Neo4j graph datab…
B 74 55 96 60 24 82 95
4566
bifrost-mcp
Connects AI agents to the Rippling HR/IT/Finance platform to query employees, m…
B 74 55 66 72 50 80 97
4567
intsig-textin
A server that enables OCR capabilities to recognize text from images, PDFs, and…
B 74 55 78 72 45 81 89
4568
fozagtx
Search Solana documentation to quickly find concepts, guides, and examples. Ins…
B 74 54 78 63 N/A 33 89 100
4569
The-Focus-AI
Enables AI and LLM systems to interact with the Buttondown newsletter service, …
B 74 55 72 68 48 76 100
4570
Havfar
Enables Claude to manage todo lists with full CRUD operations including creatin…
B 74 54 88 52 N/A 24 95 99
4571
recraft-ai
Recraft AI MCP Server Claim 1
An MCP server that integrates with Recraft AI to enable generation and manipula…
B 74 55 45 100 73 80 76
4572
clikvn
Provides read and write access to Airtable databases, enabling LLMs to inspect …
B 74 55 72 71 50 81 93
4573
GeneralJerel
Chess MCP Claim
Play interactive chess games through conversation with move validation, Stockfi…
B 74 54 84 61 N/A 24 95 94
4574
rmrfslashbin
MCP Server - Images Claim 1
A Model Context Protocol server that enables AI-powered image generation throug…
B 74 55 81 100 N/A 41 95 36
4575
alankyshum
Enables storing and querying memories in a Neo4j knowledge graph with automatic…
B 74 55 86 51 58 81 93
4576
wrenchpilot
it-tools-mcp Claim 1
A comprehensive Model Context Protocol (MCP) server that provides access to ove…
B 74 55 70 100 N/A 58 81 51
4577
thesigma1receptor
Enables AI assistants to control Native Instruments FM8 synthesizer parameters …
B 74 54 68 66 N/A 45 95 93
4578
argoproj-labs
argocd-mcp Claim
Enables AI assistants to interact with Argo CD applications through natural lan…
B 74 55 60 71 70 81 92
4579
Mahii1972
PPX-MCP Claim 1
An unofficial MCP server for Perplexity AI that leverages Pro subscriptions and…
B 74 55 78 100 N/A 38 88 50
4580
paulieb14
graph-polymarket-mcp Claim 1
MCP server for querying Polymarket prediction market data via The Graph subgrap…
B 74 54 67 52 N/A 69 87 99
4581
gilberth
A Model Context Protocol server implementation that allows AI agents to manage …
B 74 55 69 71 46 82 98
4582
flying3615
Eventfinda MCP Claim
Provides access to event data from the Eventfinda API, allowing AI agents to se…
B 74 54 72 71 N/A 33 95 91
4583
Alurith
Umami MCP Server Claim
MCP server exposing Umami analytics (Cloud + self-hosted)
B 74 54 66 67 N/A 57 94 85
4584
fashionzzZ
markdown-to-html Claim 1
A Model Context Protocol server that converts Markdown content to HTML format.
B 74 55 75 100 N/A 38 95 46
4585
Toronto-inc
Toronto MCP Server Claim 1
An MCP server that provides tools for intelligently querying, analyzing, and re…
B 74 66 53 86 98 29 82 84
4586
gabriel20vieira
Provides comprehensive access to Portuguese weather data from IPMA, including f…
B 74 55 60 82 44 81 100
4587
jbccc
Provides document reranking capabilities via the ZeroEntropy Zerank API, allowi…
B 74 55 78 76 26 81 95
4588
GreatAuk
MCP Server Starter Claim 1
A TypeScript-based template for building Model Context Protocol servers, featur…
B 74 54 90 65 N/A 38 90 75
4589
markswendsen-code
spotify Claim 2
MCP server for Spotify - let AI agents control playback, search music, and mana…
B 74 54 75 62 N/A 32 94 99
4590
arcjet
Arcjet Claim
An MCP server for Arcjet - the runtime security platform that ships with your A…
B 74 55 66 100 48 95 52
4591
allenporter
Expose all Home Assistant voice intents through a Model Context Protocol Server…
B 74 54 80 40 N/A 68 92 91
4592
GatienBoquet
Jules MCP Server Claim
Connects AI coding assistants to the Jules API for autonomous coding sessions. …
B 74 55 80 73 25 81 99
4593
inteligencianegociosmmx
Vega-Lite MCP Server Claim 1
Provides AI assistants with access to Vega-Lite documentation, visualization ex…
B 74 55 94 91 45 81 42
4594
HivemindOverlord
Enables AI-powered Path of Exile 2 character optimization through natural langu…
B 74 55 96 41 56 81 88
4595
meshpop
vault Claim
Secret and credential management MCP — securely store, retrieve, manage API key…
B 74 54 94 41 N/A 47 90 93
4596
Desmond-Labs
Enables secure file and bucket management operations with Supabase Storage thro…
B 74 55 78 72 36 81 94
4597
Darkstar326
Enables LLMs to interact with Feishu Base (Lark) databases by providing compreh…
B 74 55 90 68 27 81 91
4598
dindicoelho
Enables intelligent RSS feed management and analysis through Inoreader integrat…
B 74 55 86 61 34 81 99
4599
run-llama
mcp-server-llamacloud Claim 1
A MCP server connecting to managed indexes on LlamaCloud
B 74 54 79 41 N/A 73 95 82
4600
momentohq
Momento MCP Server Claim
Enables interaction with Momento Cache to manage cache entries and perform admi…
B 74 55 62 67 64 80 97
Showing 4551–4600 of 59221 servers
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