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
21751
cronus42
A comprehensive Model Context Protocol server providing 60 tools across 9 categ…
C 68 4⁄3 ◐ ⏳ 90 38 N/A 34 95 —
21752
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 —
21753
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 —
21754
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 —
21755
Hypijump31
A ModelContextProtocol server that enables Claude AI to detect and scan nearby …
C 68 4⁄4 ◐ ⏳ 80 61 — 38 83 —
21756
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 —
21757
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 —
21758
mikusnuz
gsc-mcp ⚡ Claim 1
MCP server for Google Search Console & Indexing API — 13 tools for search analy…
C 68 3⁄3 ◐ ⏳ 61 — — 71 75 —
21759
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 —
21760
LeoMbm
malt-mcp ⚡ Claim 1
MCP server for Malt.fr. Read your freelance profile, stats, and missions from C…
C 68 3⁄3 ◐ ⏳ 39 N/A N/A 79 95 —
21761
Linkly-HQ
linkly ⚡ Claim
Create and manage short links, track clicks, and automate URL management
C 68 4⁄3 ◐ ⏳ 100 42 — 27 83 —
21762
ezyang
codemcp ⚡ Claim
Coding agent with basic read, write and command line tools.
C 68 4⁄3 ◐ ⏳ 68 43 N/A 73 90 —
21763
dsouzaalan
Zapmail MCP Server ⚡ Claim
Enables AI assistants to interact with the Zapmail API through natural language…
C 68 4⁄4 ◐ ⏳ 96 46 — 36 81 —
21764
oualib
MCP ClickHouse ⚡ Claim
Enables database operations and cloud infrastructure management for ClickHouse,…
C 68 4⁄4 ◐ ⏳ 88 41 — 60 77 —
21765
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 —
21766
AlexSchardin
mcp-spotify ⚡ Claim
C 68 3⁄3 ◐ ⏳ 68 N/A N/A 32 95 —
21767
kkawailab
Enables natural language search and retrieval of data from Japan's Ministry of …
C 68 4⁄4 ◐ ⏳ 90 45 — 44 81 —
21768
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 —
21769
sapph1re
Billing infrastructure for MCP server operators. Add Stripe subscriptions, per-…
C 68 3⁄3 ◐ ⏳ 60 — — 47 95 —
21770
JM-404
Connects AI assistants to ActivityWatch for real-time computer activity awarene…
C 68 3⁄3 ◐ ⏳ 66 N/A N/A 37 95 —
21771
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 —
21772
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 —
21773
traghav
Enables AI assistants to interact with Metabase through its API, allowing them …
C 68 4⁄4 ◐ ⏳ 84 71 — 24 77 —
21774
DigitalRocket-biz
Provides comprehensive access to Google Ads API v20, enabling AI assistants to …
C 68 4⁄4 ◐ ⏳ 96 46 — 36 80 —
21775
adriyansyah-mf
MCP Pentest ⚡ Claim
An automated penetration testing framework that enables intelligent security as…
C 68 4⁄3 ◐ ⏳ 78 56 N/A 29 95 —
21776
Aaronontheweb
mssql-mcp ⚡ Claim
MSSQL Server MCP implementation written in C#
C 68 3⁄3 ◐ ⏳ 50 N/A N/A 64 95 —
21777
harshmaur
GitLab MCP Server ⚡ Claim 1
An MCP server that enables communication with GitLab repositories, allowing int…
C 68 4⁄4 ◐ ⏳ 63 72 — 51 81 —
21778
TemplateFoxPDF
mcp-server ⚡ Claim 1
MCP server for TemplateFox PDF generation API - Generate PDFs from templates vi…
C 68 3⁄3 ◐ ⏳ 53 N/A N/A 73 83 —
21779
ksylvan
Fabric MCP Server ⚡ Claim
Bridge between Fabric AI framework and MCP applications, enabling use of Fabric…
C 68 4⁄3 ◐ ⏳ 60 48 — 72 95 —
21780
denis-platonov
qtm4j-mcp-server ⚡ Claim 1
MCP server for QTM4J (QMetry Test Management for Jira) Open API, enabling test …
C 68 3⁄3 ◐ ⏳ 57 — — 76 75 —
21781
frouaix
MCP-AppleScript ⚡ Claim
A local MCP server that provides a secure bridge for automating macOS applicati…
C 68 4⁄3 ◐ ⏳ 60 52 N/A 73 90 —
21782
13bm
GhidraMCP Claim 1
MCP server for integrating Ghidra with AI assistants. This plugin enables binar…
C 68 4⁄3 ◐ ⏳ 65 48 N/A 65 92 —
21783
schuay
MCP server that exposes GDB debugging as tools. An AI assistant can set breakpo…
C 68 4⁄3 ◐ ⏳ 72 56 N/A 47 90 —
21784
RijadAlisic
FilesystemMCP ⚡ Claim
A local, customizable MCP server for filesystem access that extends the officia…
C 68 4⁄3 ◐ ⏳ 78 61 N/A 35 89 —
21785
thegridwork
privacy ⚡ Claim
Audit websites for GDPR, CCPA, and ePrivacy compliance — trackers, consent, and…
C 68 3⁄3 ◐ ⏳ 66 N/A N/A 37 95 —
21786
shameerampcome
Enables Claude to interact with ServiceNow instances to manage incidents, servi…
C 68 4⁄4 ◐ ⏳ 72 67 — 46 81 —
21787
feamster
Enables control of the Elektron Digitakt II drum machine through MIDI commands.…
C 68 4⁄3 ◐ ⏳ 84 50 N/A 27 95 —
21788
feelautom
Industrial-grade MCP server for Siemens TIA Portal (V17–V21). 120+ tools for PL…
C 68 3⁄3 ◐ ⏳ 58 N/A N/A 48 95 —
21789
AnkleBreaker-Studio
Unity MCP Plugin (UPM) — Editor bridge for AI-assisted game development. Enable…
C 68 3⁄3 ◐ ⏳ 54 N/A N/A 56 95 —
21790
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 —
21791
gaiaaiagent
Automates carbon credit project registration document review, transforming 6-8 …
C 68 4⁄3 ◐ ⏳ 60 72 N/A 41 95 —
21792
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 —
21793
illegal-instruction-co
your ai debugger, vibe hacking tool
C 68 3⁄3 ◐ ⏳ 50 N/A N/A 61 95 — C
21794
Boring206
An autonomous AI development agent that enables full-stack coding, automated ve…
C 68 4⁄4 ◐ ⏳ 70 37 — 87 81 —
21795
userFRM
rpg-encoder ⚡ Claim
Semantic code graph for AI-assisted code understanding via tree-sitter and MCP.
C 68 4⁄3 ◐ ⏳ 60 40 N/A 83 95 —
21796
maragathamani-boothalingam
Perform arithmetic and other common math calculations on demand. Combine operat…
C 68 3⁄3 ◐ ⏳ 72 N/A N/A 24 95 —
21797
garuh143
A Model Context Protocol server that enables management of RPG Maker MZ and MV …
C 68 3⁄3 ◐ ⏳ 69 N/A N/A 30 95 —
21798
Deepractice
PromptX ⚡ Claim
Transforms AI agents into industry experts through natural conversation, enabli…
C 68 4⁄4 ◐ ⏳ 78 35 — 79 80 —
21799
lampepfl
mcp-tacit Claim
TACIT (Tracked Agent Capabilities In Types) is a safety harness for AI agents. …
C 68 3⁄3 ◐ ⏳ 50 N/A N/A 61 95 —
21800
ArkTechNWA
zsh-tool Claim
Zsh for Claude Code. PTY mode lets Claude type passwords. NEVERHANG + A.L.A.N.
C 68 4⁄3 ◐ ⏳ 90 26 N/A 72 81 —
Showing 21751–21800 of 69224 servers
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