MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 47 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 44551 |
tuskledger-mcp
Claim
Enables AI assistants to query and analyze local personal finance data from Tus…
|
— | ||||||||
| 44552 |
amiready-ai-2
Claim
|
— | ||||||||
| 44553 |
MCP Memory
Claim
Persistent memory server for AI assistants with semantic search and three-layer…
|
— | ||||||||
| 44554 |
Decision State MCP
Claim
A small MCP server that stores and retrieves compact decision-relevant state (g…
|
— | ||||||||
| 44555 |
API Ninjas MCP
Claim
Wraps the API Ninjas multi-endpoint data API, enabling AI agents to access a wi…
|
— | ||||||||
| 44556 |
git-issuer-mcp
Claim
Enables AI agents to create GitHub issues on explicitly allow-listed repositori…
|
— | ||||||||
| 44557 |
DocGraph
Claim
MCP server that indexes Markdown, Word, HTML, and PDF documents into a SQLite k…
|
— | ||||||||
| 44558 |
Let AI agents highlight and annotate any webpage — end-to-end encrypted, no acc…
|
— | ||||||||
| 44559 |
remote-agents
Claim
Control fleets of remote machines via AI agents: exec, files, git, fleet ops, m…
|
— | ||||||||
| 44560 |
twelvelabs-indexing
Claim
Enables video indexing with TwelveLabs by uploading local video files and track…
|
— | ||||||||
| 44561 |
Enables automated LinkedIn growth by posting, commenting, and managing connecti…
|
— | ||||||||
| 44562 |
qualitycoach
Claim
Quality Coach MCP server that provides tactical advice on improving code reposi…
|
— | ||||||||
| 44563 |
MCP Server Kubernetes
Claim
Manages Kubernetes clusters through kubectl and Helm operations including pod c…
|
— | ||||||||
| 44564 |
Xcode MCP Server
Claim
A server that acts as a bridge between Claude and local Xcode projects, enablin…
|
— | ||||||||
| 44565 |
randomaistuff
Claim
|
— | ||||||||
| 44566 |
MCP Nota Fiscal
Claim
Enables AI assistants to interact with Brazilian electronic invoices (NF-e, NFC…
|
— | ||||||||
| 44567 |
LedFX MCP Server
Claim
Enables AI assistants to control a local LedFX instance through natural languag…
|
— | ||||||||
| 44568 |
Spanish e-invoicing MCP server: VERI*FACTU, Facturae/FACe, SII, Crea y Crece B2…
|
— | ||||||||
| 44569 |
google-sheet-mcp
Claim
A local MCP server for creating, reading, and updating Google Sheets.
|
— | ||||||||
| 44570 |
MCP server providing Playwright test generation wizard with intelligent prompts…
|
— | ||||||||
| 44571 |
Ghost CMS MCP
Claim
Unofficial MCP server for Ghost CMS that enables managing posts, pages, tags, a…
|
— | ||||||||
| 44572 |
mcp-manimgl
Claim
Exposes manimgl mathematical animation functionality as MCP tools, enabling LLM…
|
— | ||||||||
| 44573 |
bitbucket-mcp
Claim
Enables pull-request review workflows on Bitbucket Cloud via Claude Code, offer…
|
— | ||||||||
| 44574 |
multiGmailMCP
Claim
Connects AI assistants to multiple Gmail accounts simultaneously, enabling sear…
|
— | ||||||||
| 44575 |
Enables querying DeepVLab account statistics and model usage analytics, includi…
|
— | ||||||||
| 44576 |
CS-MCP
Claim
Enables natural language control of Cobalt Strike (version 4.8) via Claude, sup…
|
— | ||||||||
| 44577 |
viral-clips-crew
Claim
|
— | ||||||||
| 44578 |
recall
Claim
Open-source MCP memory server. Persistent, searchable, tiered memory across ses…
|
— | ||||||||
| 44579 |
data-sncf
Claim
Enables querying SNCF Open Data (train schedules, stations, punctuality, etc.) …
|
— | ||||||||
| 44580 |
mcp-stat-ee
Claim
Access Statistics Estonia (andmed.stat.ee) PxWeb data without API key. Enables …
|
— | ||||||||
| 44581 |
acp-mcp
Claim
MCP server for remote machine operations via SSH, providing a single tool to ex…
|
— | ||||||||
| 44582 |
geo-audit-mcp
Claim
MCP server for GEO site audits, checking 31 signals across 6 pillars and return…
|
— | ||||||||
| 44583 |
OSINT MCP Server
Claim
Exposes popular OSINT and reconnaissance tools like Sherlock, SpiderFoot, and H…
|
— | ||||||||
| 44584 |
Nightman
Claim
MCP server for hunting bugs in Python functions via adversarial input generatio…
|
— | ||||||||
| 44585 |
windows-computer-use-mcp
Claim
Enables Claude to fully control a Windows desktop with native screen capture, l…
|
— | ||||||||
| 44586 |
xraylarch-mcp
Claim
MCP server that wraps xraylarch for X-ray spectroscopy analysis, enabling loadi…
|
— | ||||||||
| 44587 |
FPL Advisor MCP Server
Claim
An MCP server that provides Fantasy Premier League advice, including transfer s…
|
— | ||||||||
| 44588 |
Enables querying Google Search Console data, including search analytics with ad…
|
— | ||||||||
| 44589 |
txt-to-md-mcp
Claim
Enables writing text content to Markdown files with folder organization and ove…
|
— | ||||||||
| 44590 |
MCP Tools Orchestrator
Claim
A meta-MCP server that orchestrates tools from multiple MCP servers, enabling c…
|
— | ||||||||
| 44591 |
Modular RAG MCP Server
Claim
A pluggable RAG framework that exposes hybrid search, ingestion, and evaluation…
|
— | ||||||||
| 44592 |
Mailspring MCP Server
Claim
Enables AI agents to read email data (threads, messages, contacts, folders, lab…
|
— | ||||||||
| 44593 |
UEMCP
Claim
Enables Claude to control Unreal Engine 5 editor, spawn actors, build materials…
|
— | ||||||||
| 44594 |
task-tracker-mcp
Claim
A task management system for LLM-based agents that stores all tasks in a single…
|
— | ||||||||
| 44595 |
mcp
Claim
European road freight and moving prices: quotes, dated price index, glossary, o…
|
— | ||||||||
| 44596 |
bls-mcp-server
Claim
Fetch US Bureau of Labor Statistics data — CPI, unemployment, wages, JOLTS, and…
|
— | ||||||||
| 44597 |
tuning-engines-cli
Claim
Domain-specific fine-tuning of open-source LLMs and SLMs with zero infrastructu…
|
— | ||||||||
| 44598 |
Monti APM MCP Server
Claim
Enables AI assistants to interact with Monti APM for Meteor application perform…
|
— | ||||||||
| 44599 |
ASTRA MCP Server
Claim
Exposes a bio-hybrid neuromorphic simulation pipeline (SNN, consciousness proxi…
|
— | ||||||||
| 44600 |
graphql2mcp
Claim
Convert GraphQL schemas and endpoints into Model Context Protocol (MCP) servers.
|
— | ||||||||