MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 13 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15551
OctagonAI
Lightning-Fast, High-Accuracy Deep Research Agent
F 30 55 88 71 58 80 97
15552
adaofeliz
A bridge between LLMs and OpenWebUI workspaces that enables managing projects, …
F 30 55 78 71 50 80 100
15553
xraywu
An MCP server that provides a tool to extract text content from local PDF files…
F 30 54 71 47 N/A 25 94 86
15554
blakethom8
Enables users to analyze local Excel and CSV files through natural language que…
F 30 54 84 36 N/A 27 88 94
15555
tomba-io
tomba-mcp-server Claim 1
Email discovery, verification, and enrichment tools. Find email addresses, veri…
F 30 55 92 61 60 80 91
15556
mwnickerson
BloodHound MCP Server Claim 1
Enables security professionals to query and analyze Active Directory attack pat…
F 30 55 90 43 57 76 93
15557
psikosen
A Node.js MCP server that loads and manages decision trees from .rtdq files and…
F 30 55 84 65 26 80 91
15558
markswendsen-code
Lemonade MCP Server Claim 1 2
Enables AI assistants to interact with Lemonade's insurance services for renter…
F 30 54 100 60 N/A 30 90 90
15559
kukapay
defi-yields-mcp Claim 1 2
An MCP server for AI agents to explore DeFi yield opportunities.
F 30 55 51 31 41 82 87
15560
spencerhhubert
illustrator-mcp-server Claim 1 2
mcp server to run scripts on adobe illustrator
F 30 54 72 45 N/A 22 84 96
15561
devflowinc
trieve Claim 1
Crawl, embed, chunk, search, and retrieve information from datasets through [Tr…
F 30 55 100 66 82 76 90
15562
iamayuppie
AnyDB MCP Server Claim 1 2
Enables natural language database operations and semantic document search throu…
F 30 54 90 56 N/A 22 87 90
15563 F 30 54 60 68 N/A 59 90 73
15564
meltingpixelsai
zero-core-tools Claim 1
Web scraping, code review, content gen, sentiment. Zero Core Tools.
F 30 54 54 73 40 74 99
15565
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
15566
d-kimuson
Modular MCP Claim 1
A proxy MCP server that manages multiple upstream MCP servers by grouping them …
F 30 54 88 66 78 90 94
15567
aplaceforallmystuff
Dynamically discovers and exposes WordPress 6.9+ Abilities API capabilities as …
F 30 55 94 66 66 76 58
15568
maximepeabody
Jira MCP Server Claim 1
A Simple Model Context Protocol server that enables AI assistants to interact w…
F 30 55 72 52 33 77 99
15569
PARS-DOE
An MCP server that automatically generates documentation, test plans, and code …
F 30 55 85 63 31 80 97
15570
andreasHornqvist
A template for creating and connecting custom tools to Cursor IDE using Model C…
F 30 55 78 91 45 76 52
15571
638Labs
638Labs MCP Server Claim 1
Connects MCP clients to the 638Labs registry to discover, route, and auction ta…
F 30 55 74 73 61 80 86
15572
aliyun
Lindorm MCP Server Claim 1
An example server that enables interaction with Alibaba Cloud's Lindorm multi-m…
F 30 55 54 38 41 76 95
15573
sgroy10
SpecLock Claim 1
AI Constraint Engine that enforces CLAUDE.md, .cursorrules, and AGENTS.md rules…
F 30 66 96 86 29 75 77 89
15574
jlokos
RayBridge Claim 1
Bridges locally installed Raycast extensions to any MCP-compatible client via s…
F 30 55 96 66 63 80 67
15575
takuya0206
Obsidian MCP Claim 1 2
A Model Context Protocol server that enables AI assistants to read, write, and …
F 30 54 57 72 N/A 46 89 87
15576
sinjorjob
Analyzes survey comments from CSV files using morphological analysis and AI to …
F 30 55 88 66 53 76 84
15577
Lakphy
Dot MCP Claim 1
Enables AI assistants to send text notifications with titles, messages, signatu…
F 30 55 72 66 47 80 91
15578
universal-tool-calling-protocol
go-utcp Claim 1 2
Official Go implementation of the UTCP
F 30 54 68 35 N/A 74 88 67
15579
berrydev-ai
BerryRAG Claim 1 2
A local vector database RAG system that integrates with Playwright MCP for web …
F 30 54 84 53 N/A 24 87 92
15580
Leghis
Leghis-smart-thinking Claim 1
Find relevant Smart‑Thinking memories fast. Fetch full entries by ID to get com…
F 30 66 94 61 0 58 76 88
15581
daobataotie
CAD-MCP Claim 1
CAD MCP Server
F 30 54 78 50 N/A 42 90 79
15582
the-funky-1
Enables AI assistants to analyze B2C Gold IRA sales call transcripts through 6 …
F 30 55 60 61 17 77 91
15583
irdvl
A template for deploying MCP servers on Cloudflare Workers with OAuth authentic…
F 30 55 54 75 28 80 70
15584
kmaneesh
BioPython MCP Server Claim 1 3
Provides comprehensive BioPython capabilities for biological sequence analysis,…
F 30 55 62 82 79 77 89
15585
caroline-davis
MCP Basics Claim 1 2
A centralized Model Context Protocol server that provides common development to…
F 30 54 78 56 N/A 28 82 88
15586
DappierAI
dappier-mcp Claim 1
Enable fast, free real-time web search and access premium data from trusted med…
F 30 55 76 63 46 80 90
15587
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
15588
QuantGeekDev
docker-mcp Claim 1 3
Docker container management and operations through MCP
F 30 54 86 55 N/A 46 87 94
15589
RoversX
Enables AI assistants to control Universal Robots through real-time connection …
F 30 55 56 32 44 76 95
15590
engineers-hub-ltd-in-house-project
Wraps Claude Code as a server using the Model Context Protocol (MCP), allowing …
F 30 55 84 52 39 76 92
15591
mattjoyce
Enable AI assistants to conduct structured, persona-driven sessions including i…
F 30 54 72 36 N/A 45 90 99
15592
MuhammadIndar
MCP-RLM Claim 1
An implementation of the Recursive Language Models architecture that enables AI…
F 30 55 64 40 57 76 76
15593
nakada-memo
An MCP server that performs code reviews by comparing local source code against…
F 30 66 65 50 0 19 80 49
15594
luc-me
LTspice MCP Server Claim 1
This server enables LLMs to design, simulate, and debug electronic circuits usi…
F 30 54 36 31 N/A 23 87 90
15595
pyroprompts
any-chat-completions-mcp Claim 1 2
Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity…
F 30 54 86 66 N/A 65 87 70
15596
AdamikHQ
Adamik MCP Server Claim 1
Enables read and write interactions with 60+ blockchain networks through Claude…
F 30 55 48 82 50 80 100
15597
palolxx
Provides advanced AI reasoning and strategic thinking capabilities using Pollin…
F 30 55 94 58 21 78 95
15598
mzxrai
mcp-openai Claim 1 3
Chat with OpenAI's smartest models
F 30 55 86 57 63 80 96
15599
4everland
4everland-hosting-mcp Claim 1 2
An MCP server implementation for 4EVERLAND Hosting enabling instant deployment …
F 30 54 33 57 N/A 23 87 91
15600
savhascelik
Meta API MCP Server Claim 1 2
A meta API Gateway server that works with the Model Context Protocol (MCP), ena…
F 30 54 100 70 28 77 100
Showing 15551–15600 of 66502 servers
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