MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 34 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
20851
wolffcatskyy
Enables AI models like Claude to manage WordPress sites through the WordPress R…
B 73 44 94 45 67 81
20852
itunified-io
Cloudflare MCP Server — 84 tools for DNS, Tunnels, WAF, Zero Trust, R2, KV & Wo…
B 73 43 75 75 N/A 56 83
20853
devanshkaria88
DepShield MCP Claim
Acts as a security checkpoint for AI coding agents by intercepting package inst…
B 73 33 66 N/A N/A 57 95
20854
Juan-Severiano
handoff-mcp Claim
Shared memory hub for LLMs to persist and share project context, enabling seaml…
B 73 33 78 N/A N/A 34 95
20855
apache
doris-mcp-server Claim
Apache Doris MCP Server
B 73 43 80 41 N/A 83 90
20856
geeks-accelerator
inbed Claim
AI agent dating — personality matching, compatibility scoring, and real convers…
B 73 33 72 N/A N/A 61 83
20857
taiki-yoshida
Gives a Microsoft Copilot Studio agent Claude-Code-style tools to read, edit, s…
B 73 33 72 N/A N/A 47 95
20858
scarecr0w12
MCP server to help manage a WHMCS installation.
B 73 44 78 51 81 81
20859
hiphopanda
Control Windows desktop via MCP: mouse, keyboard, screenshots, clipboard, and a…
B 73 33 78 N/A N/A 34 95
20860
bierlingm
spikes Claim
UI feedback for AI-assisted building. Click elements, rate them, agents triage …
B 73 33 60 N/A N/A 80 83
20861
MichaelTroelsen
TDZ C64 Knowledge Claim 2
An MCP server for indexing and searching Commodore 64 documentation using full-…
B 73 44 85 68 50 80
20862
tgf-between-your-legs
SDOF Knowledge Base Claim 1
A Model Context Protocol (MCP) server that provides persistent memory and conte…
B 73 44 100 60 38 78
20863
cbinckly
paperless-mcp-go Claim
Search, read, (bulk) edit the documents and metadata in your Paperless NGX inst…
B 73 43 90 46 N/A 55 92
20864
echojobsio
jdl-mcp-server Claim
Search 1M+ enriched job listings from 20,000+ companies. Filter by skills, sala…
B 73 33 76 55 83
20865
Hack23
Model Context Protocol Server for European Parliament Open Data Providing AI as…
B 73 43 100 11 N/A 84 92
20866
docdyhr
MacWhisper transcription for Claude Desktop. Fully local, no cloud, audio stays…
B 73 33 54 N/A N/A 76 95
20867
klapaudius
A Symfony package designed for building secure servers based on the Model Conte…
B 73 33 54 N/A N/A 76 95
20868
Automations-Project
Airtable User MCP Claim
Manage Airtable bases: schema, field CRUD, views, formula validation, extensions
B 73 33 54 N/A N/A 74 95
20869
bluecolumnconsulting-lgtm
bluecolumn-memory Claim 1
Persistent semantic memory API for AI agents via BlueColumn.
B 73 33 90 N/A N/A 32 83
20870
thehesiod
MCP server to access Costco warehouse receipts and online orders via their inte…
B 73 33 57 70 95
20871
regen-network
Automates carbon credit project registration document review, transforming 6-8 …
B 73 33 60 N/A N/A 64 95
20872
BullrunData
Recession probability, capital rotation scoring, and economic data API
B 72 33 72 N/A N/A 58 83
20873
costajohnt
oss-autopilot Claim
Open source contribution manager with PR tracking across repos, issue discovery…
B 72 33 60 79 83
20874
zerdos
A comprehensive server enabling natural language interaction with Storyblok CMS…
B 72 44 86 71 34 82
20875
fleek-platform
eliza-plugin-mcp Claim
ElizaOS plugin allowing agents to connect to MCP servers
B 72 43 88 61 N/A 31 95
20876
windalfin
ClickUp MCP Server Claim 2
Integrate ClickUp tasks with AI applications to streamline your project managem…
B 72 44 85 67 N/A 51 77
20877
boykush
scraps Claim
Scraps is a portable CLI knowledge hub for managing interconnected Markdown doc…
B 72 43 54 71 N/A 79 92
20878
diegofornalha
Enables seamless integration with Trello boards, allowing users to manage cards…
B 72 44 90 60 48 81
20879
nainikayakkali
Enables AI assistants to interact with Databricks workspaces programmatically, …
B 72 44 84 72 42 81
20880
davidar
mcp-server-if Claim 1
Enables AI assistants to play interactive fiction games (Glulx and Z-machine) t…
B 72 33 60 N/A N/A 63 95
20881
ulianbass
TradingView MCP Claim
Enables automated control of TradingView Desktop via Chrome DevTools Protocol w…
B 72 33 72 N/A N/A 42 95
20882
bobbyhouse
Project Gutenberg MCP Claim 1
Read Project Gutenberg books via MCP. Search, fetch metadata, and retrieve text…
B 72 33 66 N/A N/A 50 95
20883
Oaklight
weilink Claim
Zero-dependency Python SDK for WeChat Bot (iLink protocol) — text, image, video…
B 72 33 54 N/A N/A 71 95
20884
imlewc
Interact with Metabase seamlessly. Access dashboards, execute queries, and retr…
B 72 44 84 72 N/A 40 80
20885
yranjan06
Intelligent stealth browser MCP server for AI agents with 30 tools, 22 anti fin…
B 72 33 54 N/A N/A 71 95
20886
toolprint
just-mcp Claim
Share the same project justfile tasks with your AI Coding Agent.
B 72 43 90 32 N/A 66 95
20887
fabio-rovai
Score any document. Prove every claim.
B 72 33 56 N/A N/A 67 95
20888
YuliiaKovalova
Search, inspect, preview, and create .NET projects from dotnet new templates vi…
B 72 33 54 N/A N/A 72 95
20889
DGouron
review-flow Claim
Automated AI code reviews powered — webhook-driven, real-time dashboard, MCP in…
B 72 43 60 58 N/A 87 90
20890
TheAiSingularity
agentic-research Claim 2
Local research agent that verifies its own answers. Runs on Gemma 3 4B + Ollama…
B 72 33 58 N/A N/A 82 83
20891
clubpay
ronykit Claim
API Framework supporting REST and RPC.
B 72 33 56 N/A N/A 69 95
20892
IvanMurzak
AI-powered tools for Unity animation workflow. Create and modify AnimationClips…
B 72 33 58 N/A N/A 63 95
20893
anushkmittal
mindsweeper-mcp Claim 1
B 72 33 84 N/A N/A 21 95
20894
nks-hub
rybbit-mcp Claim
Enables querying Rybbit Analytics data directly through MCP-compatible clients …
B 72 44 75 75 52 81
20895
stranyer
Enables AI assistants like Claude and Cursor to interact directly with Figma to…
B 72 43 78 58 N/A 52 95
20896
kaupau
flai-mcp Claim 2
An MCP server that connects AI assistants to FL Studio for music production via…
B 72 33 69 N/A N/A 45 95
20897
art22017
Enables LLMs to search and retrieve exam problems, solutions, and answers from …
B 72 44 88 61 48 82
20898
GeiserX
duplicacy-mcp Claim 1
MCP server for Duplicacy — monitor backup status and Prometheus metrics
B 72 33 49 N/A N/A 78 95
20899
jramalho
AVD MCP Server Claim 1
Automates Android Virtual Device operations by enabling users to start emulator…
B 72 43 78 65 N/A 48 88
20900
sarahpark
Provides AI agents with read-only access to Google Search Console data, includi…
B 72 33 78 49 83
Showing 20851–20900 of 67226 servers
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