MCP Server Quality Scores

Independent quality analysis of 69224 public MCP servers

69224
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 11 hours, 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
21701
DigitalRocket-biz
Provides comprehensive access to Google Ads API v20, enabling AI assistants to …
C 68 4⁄4 ◐ ⏳ 96 46 — 36 80 —
21702
ezyang
codemcp ⚡ Claim
Coding agent with basic read, write and command line tools.
C 68 4⁄3 ◐ ⏳ 68 43 N/A 73 90 —
21703
Erika05cristina
Sybil MCP ⚡ Claim
Monitors Notion databases in real-time to detect project risks, such as delayed…
C 68 3⁄3 ◐ ⏳ 66 N/A N/A 35 95 —
21704
cronus42
A comprehensive Model Context Protocol server providing 60 tools across 9 categ…
C 68 4⁄3 ◐ ⏳ 90 38 N/A 34 95 —
21705
SepineTam
latex-mcp ⚡ Claim
Enable AI agents to compile TeX files with LaTeX inside a Docker container.
C 68 4⁄3 ◐ ⏳ 54 56 N/A 71 95 —
21706
JM-404
Connects AI assistants to ActivityWatch for real-time computer activity awarene…
C 68 3⁄3 ◐ ⏳ 66 N/A N/A 37 95 —
21707
NayakwadiS
mftool-mcp ⚡ Claim 1
MCP Server for publicly available Indian Mutual Funds data
C 68 3⁄3 ◐ ⏳ 51 N/A N/A 59 95 —
21708
alisaitteke
docker-mcp ⚡ Claim 2
MCP server for managing Docker containers, images, networks, volumes, and regis…
C 68 4⁄3 ◐ ⏳ 79 60 N/A 34 89 —
21709
AlexSchardin
mcp-spotify ⚡ Claim
C 68 3⁄3 ◐ ⏳ 68 N/A N/A 32 95 —
21710
cjwpenner
MD-DOCX Converter ⚡ Claim 1
Bidirectional Markdown ↔ Word (.docx) converter. Read Word documents directly i…
C 68 3⁄3 ◐ ⏳ 60 N/A N/A 45 95 —
21711
TocharianOU
Elastic Brain ZH ⚡ Claim
An Elasticsearch-based AI memory system optimized for Chinese that enables pers…
C 68 4⁄4 ◐ ⏳ 94 56 — 24 81 —
21712
Hypijump31
A ModelContextProtocol server that enables Claude AI to detect and scan nearby …
C 68 4⁄4 ◐ ⏳ 80 61 — 38 83 —
21713
bio-mcp
BWA MCP Server ⚡ Claim
Enables AI assistants to perform DNA/RNA sequence alignment using BWA (Burrows-…
C 68 4⁄3 ◐ ⏳ 86 63 N/A 19 88 —
21714
opensolon
solon-ai Claim
Java AI application development framework (supports LLM-tool,skill; RAG; MCP; A…
C 68 3⁄3 ◐ ⏳ 48 N/A N/A 66 95 —
21715
stacklok
ToolHive Cloud UI surfaces MCP servers running in your infrastructure, highligh…
C 68 4⁄3 ◐ ⏳ 60 43 N/A 85 92 —
21716
kkawailab
Enables natural language search and retrieval of data from Japan's Ministry of …
C 68 4⁄4 ◐ ⏳ 90 45 — 44 81 —
21717
SamuelMoraesF
mcp-banco-inter ⚡ Claim 1
Servidor MCP para integração com o Banco Inter (PJ). Consulte saldos e gerencie…
C 68 4⁄3 ◐ ⏳ 84 53 N/A 39 83 —
21718
Linkly-HQ
linkly ⚡ Claim
Create and manage short links, track clicks, and automate URL management
C 68 4⁄3 ◐ ⏳ 100 42 — 27 83 —
21719
JaneKarunyaJ
A local AI-powered file reader that connects a Python MCP server with Ollama's …
C 68 3⁄3 ◐ ⏳ 72 N/A N/A 25 95 —
21720
hanley-development
Connects to Oracle Autonomous Database via OCI Bastion tunneling to enable AI-p…
C 68 3⁄3 ◐ ⏳ 72 N/A N/A 25 95 —
21721
Data-Everything
Unified MCP platform that connects many apps, tools and services behind one int…
C 68 4⁄3 ◐ ⏳ 90 31 N/A 53 87 —
21722
traghav
Enables AI assistants to interact with Metabase through its API, allowing them …
C 68 4⁄4 ◐ ⏳ 84 71 — 24 77 —
21723
sapph1re
Billing infrastructure for MCP server operators. Add Stripe subscriptions, per-…
C 68 3⁄3 ◐ ⏳ 60 — — 47 95 —
21724
paiml
pmcp Claim
High-quality Rust SDK for Model Context Protocol (MCP) with full TypeScript SDK…
C 68 4⁄3 ◐ ⏳ 56 45 N/A 81 95 —
21725
kozo93
HubSpot MCP Server ⚡ Claim
Provides comprehensive access to HubSpot's CRM API, enabling management of cont…
C 68 4⁄4 ◐ ⏳ 62 70 — 56 81 —
21726
alludium
Provides tools to interact with the Harmonic AI API for company and person enri…
C 68 4⁄4 ◐ ⏳ 72 70 — 42 81 —
21727
SARAMALI15792
Provides structured access to PMAS Arid Agriculture University Rawalpindi's aca…
C 68 4⁄4 ◐ ⏳ 76 62 — 48 80 —
21728
oualib
MCP ClickHouse ⚡ Claim
Enables database operations and cloud infrastructure management for ClickHouse,…
C 68 4⁄4 ◐ ⏳ 88 41 — 60 77 —
21729
camfortin
imessage-mcp ⚡ Claim 1
A local MCP server that enables reading iMessage conversations and sending new …
C 68 3⁄3 ◐ ⏳ 72 N/A N/A 27 95 —
21730
razz-games
razz-mcp ⚡ Claim
Play provably fair dice, flip, crash, plinko, limbo, mines, tower & HexWar with…
C 68 3⁄3 ◐ ⏳ 62 — — 57 83 —
21731
strato-space
media-gen-mcp Claim 3
TypeScript MCP server for OpenAI Images/Videos and Google GenAI (Veo) media gen…
C 68 4⁄3 ◐ ⏳ 73 72 — 55 67 —
21732
gbrigandi
A Rust-based MCP server to integrate TheHive, facilitating collaborative securi…
C 68 4⁄3 ◐ ⏳ 56 66 N/A 60 90 —
21733
webmoleai
mcp-license-audit ⚡ Claim
Audit dependency licenses for compatibility issues. Flags GPL/AGPL conflicts.
C 68 3⁄3 ◐ ⏳ 66 N/A N/A 34 95 —
21734
l33tdawg
Strapi MCP Server ⚡ Claim
Provides access to Strapi CMS content through the MCP protocol, allowing users …
C 68 4⁄4 ◐ ⏳ 92 41 — 53 77 —
21735
preangelleo
Enables secure chat-based interaction with PostgreSQL databases through Claude …
C 68 4⁄4 ◐ ⏳ 70 71 — 42 81 —
21736
DarkhorseOne
MCP server for UK Parliament Treaties API
C 68 4⁄3 ◐ ⏳ 69 62 N/A 37 94 —
21737
fvegah
MCP Apify ⚡ Claim 1
Enables AI assistants to interact with the Apify platform to manage actors, mon…
C 68 4⁄4 ◐ ⏳ 78 62 — 42 82 —
21738
codixor
A Docker-managed MCP server for analyzing React codebases and generating compon…
C 68 3⁄3 ◐ ⏳ 66 N/A N/A 35 95 —
21739
mdfifty50-boop
secure-vault ⚡ Claim
Encrypted secrets and credential management for agents
C 68 3⁄3 ◐ ⏳ 64 N/A N/A 37 95 —
21740
4xiomdev
Enables AI agents to control Adobe Lightroom Classic on macOS for professional …
C 68 4⁄3 ◐ ⏳ 80 42 N/A 50 94 —
21741
Boring206
An autonomous AI development agent that enables full-stack coding, automated ve…
C 68 4⁄4 ◐ ⏳ 70 37 — 87 81 —
21742
illegal-instruction-co
your ai debugger, vibe hacking tool
C 68 3⁄3 ◐ ⏳ 50 N/A N/A 61 95 — C
21743
byronwade
memoria ⚡ Claim
Prevents your AI from breaking code by revealing hidden file dependencies throu…
C 68 4⁄3 ◐ ⏳ 60 68 N/A 50 92 —
21744
spiffy-oss
artguard Claim
Open-source AI artifact scanner. Detect malicious agent skills, MCP servers, an…
C 68 3⁄3 ◐ ⏳ 54 N/A N/A 55 95 —
21745
jenniferjiang0511
Hello Weather ⚡ Claim
Greet people by name and check local forecasts and weather alerts across the U.…
C 68 3⁄3 ◐ ⏳ 60 N/A N/A 47 95 —
21746
gaiaaiagent
Automates carbon credit project registration document review, transforming 6-8 …
C 68 4⁄3 ◐ ⏳ 60 72 N/A 41 95 —
21747
tanush-yadav
Shopify MCP Server ⚡ Claim
Enables interaction with Shopify store data (products, customers, orders) via G…
C 68 4⁄4 ◐ ⏳ 72 72 — 40 81 —
21748
yunq
免费音乐MCP服务器,提供音乐搜索、播放控制、音量调节和播放列表管理功能,专为小智AI音响设计。
C 68 3⁄3 ◐ ⏳ 72 N/A N/A 25 95 —
21749
jakeyShakey
Enhances Claude's capabilities by providing access to website analytics data fr…
C 68 4⁄4 ◐ ⏳ 78 65 — 37 80 —
21750
matteoantoci
Exposes various Marketstack API endpoints as MCP tools, providing access to fin…
C 68 4⁄4 ◐ ⏳ 80 68 — 30 83 —
Showing 21701–21750 of 69224 servers
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