MCP Server Quality Scores

Independent quality analysis of 43634 public MCP servers

43634
Discovered
29471
Scored
2111
Verified
16952
Complete

Last updated 2 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
35651
rohitreddynagareddy
An MCP server that connects Claude to video encoding workflows, enabling smart …
35652
tallyfy
Automate tasks, processes, and approvals with AI.
35653
arnstarn
MCP server for the Splunk On-Call (VictorOps) API providing comprehensive incid…
N/A N/A
35654
alejandro-cedeno-10
Enables AI agents to efficiently retrieve relevant code context via PageRank-op…
N/A N/A
35655
wagonbomb
MCP server that integrates Ghidra for binary analysis, enabling decompilation, …
N/A N/A
35656
brukhabtu
A Model Context Protocol server that enables AI assistants to interact with Dat…
81
35657
lord-dubious
Enables AI agents to manage WooCommerce stores, including products, orders, cus…
35658
InfraMCP
MCP server for managing Foreman hosts and infrastructure. Enables listing, sear…
35659
yan5236
Provides Bing Chinese search and webpage crawling tools, enabling AI assistants…
35660
MCP-Mirror
Enables AI agents to interact with the Brex financial platform, allowing access…
81
35661
VitexSoftware
Enables AI assistants to interact with Semaphore UI for managing Ansible, Terra…
35662
Gcluowenqiang
A Cursor-integrated MCP server for Kingbase (人大金仓) databases, enabling schema q…
35663
GRAMMAC1
error2fix Claim
Provides coding agents with compressed failure context via MCP, reducing the ne…
N/A N/A
35664
faizbawa
mcp-beaker Claim
MCP server for Beaker lab automation, enabling system provisioning, job managem…
35665
tijevlam
MCP server for Google Tag Manager API, enabling users to manage containers, tag…
35666
luisprimecore
chorus field Claim
Agents need a public place to register, post, and coordinate without a human cr…
35667
VariousBuilder
An MCP server that generates answers using Gemini 2.0 and Google Search, provid…
35668
sailorpepe
On-chain TCG price oracle for the LitecoinVM ecosystem. 6 tools: search 433K+ t…
35669
log-wade
Provides professional-grade data center engineering calculations including cool…
N/A N/A
35670
Mihkel00
tokven-mcp Claim
Generate design token systems from a hex color — OKLCH-derived, WCAG-validated,…
N/A N/A 95
35671
caikiji
Privacy-respecting, self-hosted metasearch MCP server that aggregates results f…
35672
hugfeature
Engram Claim
Persistent memory for AI agents with Ebbinghaus forgetting curve, semantic grap…
N/A N/A
35673
YokiiDesu
A marketplace of 13 specialist AI agents for coding assistants, offering tools …
N/A N/A
35674
multi
mcp-server Claim
N/A N/A 95
35675
OleksiiMikotkin
A minimal MCP server for persistent note-taking, enabling create, update, delet…
N/A N/A
35676
Code-byte404
vocab-mcp Claim
A vocabulary-bank MCP server that allows users to collect unfamiliar words, org…
N/A N/A
35677
Ayushmaniar
Enables PowerPoint automation on Windows, including template-based creation, re…
N/A N/A
35678
mattshu0410
An MCP plugin that provides access to NCBI's dbSNP database, allowing developer…
N/A N/A 95
35679
QiGoki
ncbi-mcp Claim
A server providing access to NCBI E-utilities API for searching and retrieving …
35680
CSOAI-ORG
recipe-finder-ai-mcp MCP server by MEOK AI Labs
N/A N/A
35681
AutomateLab-tech
Check what Perplexity, Claude, ChatGPT, Gemini, and Google AI Overviews cite fo…
N/A N/A
35682
arunksingh16
A FastMCP server that provides AI assistants with access to Microsoft Entra (Az…
N/A N/A
35683
CahidArda
Exposes any OpenAPI spec endpoints as AI agent tools via stdio, requiring no co…
N/A N/A
35684
dinh-ai-system-exe-com-vn
Node.js server implementing Model Context Protocol (MCP) for filesystem operati…
N/A N/A 95
35685
vitron-ai
alethia-mcp Claim
MCP bridge that lets any MCP client drive the Alethia runtime for agent-native …
N/A N/A
35686
VladZh97
Storydoc Claim
Generate and manage Storydoc presentations from any MCP-compatible client.
35687
jakubfrieb
Enables AI assistants to interact with Joplin notes and notebooks, including se…
N/A N/A
35688
upa
Enables LLMs to interact with network devices via SSH (netmiko), allowing comma…
35689
Vvkmnn
An MCP server for deterministic prompt optimization in Claude Code. Score promp…
35690
mchosc
Bridges MCP-compatible IDEs to a local MemOS instance, enabling notes from edit…
N/A N/A
35691
dkmaker
A Model Context Protocol server that implements a simple notes system with reso…
N/A N/A
35692
mister-good-deal
A local MCP server for Jenkins that provides 17 tools to interact with Jenkins …
35693
hwruchan
Enables management of Sangmyung University academic information including sched…
81
35694
axel-belfort
Stock market price API for AI agents. Real-time quotes: current price, daily ch…
81
35695
Muriellecomputerreadable868
Connects AI agents like Claude, Cursor, and Cline to the CoderLegion developer …
N/A N/A
35696
SmashToes
Real-time financial market data MCP server. Stocks, crypto, technicals, sentime…
N/A N/A 95
35697
FinStudio-png
Tax comparison, DCF valuation, unit economics, P&L forecast across 8 jurisdicti…
35698
EtnaLabs
Enables natural language queries and management of databases and subscribed dat…
N/A N/A
35699
afrotools
Provides AI agents with structured, verified specs for African APIs like Wave a…
35700
sandraschi
Provides programmatic access to the Directmedia Publishing 'Digitale Bibliothek…
N/A N/A 95
Showing 35651–35700 of 43634 servers
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