MCP Server Quality Scores

Independent quality analysis of 66427 public MCP servers

66427
Discovered
31779
Scored
2112
Verified
16953
Complete

Last updated 56 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
64651
RecallWorks
recall Claim
Open-source MCP memory server. Persistent, searchable, tiered memory across ses…
N/A N/A
64652
Null-Phnix
JobHound Claim
Enables autonomous job search by scanning, scoring, and applying to jobs via AP…
N/A N/A
64653
evrimalacan
Connects AI assistants to Bitbucket Server/Data Center for reviewing pull reque…
64654
cameron.gibson
server-curl Claim
N/A N/A 95
64655
blueprint-chart
The open chart format an LLM writes and the browser renders — to interactive, a…
N/A N/A
64656
Correctover
Real-time LLM output verification with 6-dim contract validation and auto-failo…
N/A N/A
64657
sichengchen
Provides over 50 tools across 14 categories for accessing Ohio State University…
64658
Barry-Anil
Manages hierarchical documentation in Wiki.js with tools for creating, updating…
N/A N/A
64659
nirholas
SperaxOS Claim
Sperax Protocol MCP – USDs stablecoin, SPA, veSPA governance & Demeter DeFi on …
N/A N/A 95
64660
Corrame
exobrain-mcp Claim
Personal AI cognitive exobrain server providing long-term, emotionally-tagged m…
N/A N/A
64661
avg-ape
An MCP server that provides operational tooling over the GitHub API — issue tri…
64662
twilize5
PBIFORGE Claim
PBIForge — Power BI .pbix generator MCP server generate .pbix files from dashbo…
64663
asvarnon
mcp-homelab Claim
An MCP server that gives AI assistants real-time access to your homelab infrast…
64664
nqs
images-mcp Claim
Provides image generation tools powered by OpenRouter, running on Cloudflare Wo…
64665
sashakang
Enables Claude to create and edit Google Docs, Sheets, and Slides via MCP, runn…
N/A N/A
64666
syn7xx
Enables AI assistants to interact with TestOps 5.25 for managing projects, test…
64667
burnham
Custom MCP server for n8n automation, providing 27 tools to manage workflows, e…
64668
peakacom
Model Context Protocol (MCP) server that provides access to Peaka's API endpoin…
N/A N/A
64669
aanno
A Model Context Protocol (MCP) server that provides a RAG (Retrieval Augmented …
N/A N/A
64670
Eduvent
This MCP server connects Claude with Anki, allowing users to create flashcards …
N/A N/A
64671
MaoBui2907
Provides tools to access Vietnam stock market data, including stock prices, fin…
64672
gbgplc
Verify addresses, email addresses, and phone numbers with confidence scores.
64673
williamyun7
Local MCP server for checking council bin collection dates from a residential a…
64674
LorenzoLombardi111
MCPVet Claim
Vets MCP servers, Claude Code skills, or plugins for unsafe behavior like shell…
N/A N/A
64675
dchatpar
Provides tools for searching and reading local files, supporting metadata filte…
64676
salfatigroup
Intelligent code search MCP server with AST analysis, call graphs, dependency t…
N/A N/A
64677
Sato-Isolated
MCP server for MongoDB-powered memory bank management with multi-project isolat…
64678
alejandro-cedeno-10
Enables AI agents to efficiently retrieve relevant code context via PageRank-op…
N/A N/A
64679
protae5544
ifieldsgood Claim
แผนการปรับแต่ง: ระบบอัตโนมัติในการกรอกแบบฟอร์ม PDF กรณีการใช้งานเป้าหมาย (6): การ…
N/A N/A 95
64680
cyanheads
Passive external attack-surface mapping: CT subdomains, DNS, TLS, HTTP posture,…
N/A N/A
64681
pedralcg
arcmap-mcp Claim
MCP server that allows AI agents to control a live ArcMap session via arcpy, in…
64682
Gonzapepe
Enables creating and managing UML diagrams in Sparx Systems Enterprise Architec…
N/A N/A
64683
AQuietRiver
Persistent local semantic memory for MCP tools, enabling storing and searching …
N/A N/A
64684
Fibrous-Finance
FibX Claim
Swap, transfer, track a portfolio and use Aave V3 on Base, Citrea, HyperEVM and…
N/A N/A
64685
SsangG77
Analyzes public Instagram post URLs, returning captions and photos as image con…
N/A N/A
64686
filhocf
Enables AI assistants to operate Huawei Cloud resources (ECS, OBS, GaussDB, etc…
64687
Query Airbrake errors, notices, deploys, and project stats from MCP clients
N/A N/A 81
64688
henry0hai
agent-eyes Claim
MCP server that wraps Playwright to give AI agents eyes on the web, enabling br…
N/A N/A
64689
Eyalm321
zernio-mcp Claim
A Model Context Protocol (MCP) server that gives Claude full access to the Zern…
64690
404kidwiz
Real-time AI-assisted music production, advanced composition, mixing, and VST c…
81
64691
geekgod382
Provides file system access and operations, enabling AI assistants to read, wri…
N/A N/A
64692
burnworks
Guides users to official WCAG and W3C resources for learning web accessibility,…
N/A N/A
64693
kalmma
MCP server for Solplanet ASW5-T inverter, enabling natural language queries abo…
N/A N/A
64694
MetaThreads
Unofficial MCP server for Meta's Threads API. Enables LLMs like Claude to publi…
64695
rouse2617
Provides arXiv paper search, download, Chinese translation, and WeChat article …
N/A N/A
64696
TateLyman
Read-only Shipcheck launch-risk scans for authorized JS, TS, and MCP repos.
N/A N/A
64697
jsdf
A proxy MCP server that summarizes Playwright accessibility snapshots using Cla…
N/A N/A
64698
mhue26
Enables reading Figma files via REST API and writing to the Figma canvas via a …
64699
rithikanupam-hub
Production-grade MCP server for autonomous web automation with stealth features…
N/A N/A
64700
arunkumars-mf
An MCP server that provides persistent memory capabilities for AI agents using …
N/A N/A
Showing 64651–64700 of 66427 servers