MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 59 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 44601 |
MemoryIQ
Claim
Enables AI tools to access and contribute to shared semantic memory, supporting…
|
— | ||||||||
| 44602 |
obsidian-mcp-search
Claim
Self-hosted MCP server that provides embedding-powered semantic search with gra…
|
— | ||||||||
| 44603 |
opensearch-docs-search
Claim
Searches OpenSearch documentation, blogs, and community forums.
|
— | ||||||||
| 44604 |
mcp-font-split
Claim
Provides font subsetting and web-font generation tools (split_font, split_font_…
|
— | ||||||||
| 44605 |
Bitbucket MCP
Claim
Connects Claude Desktop and Claude Code to Bitbucket Cloud, enabling searching …
|
— | ||||||||
| 44606 |
personal-mcp
Claim
Enables Claude to send you a Discord message through a Cloudflare Workers MCP s…
|
— | ||||||||
| 44607 |
How often a company publishes long-form work, and whether that rate is rising o…
|
— | ||||||||
| 44608 |
Python Debug MCP Server
Claim
Enables AI-driven Python debugging with debugpy, allowing Claude Code to contro…
|
— | ||||||||
| 44609 |
Jobs MCP Server
Claim
A custom MCP server that exposes a jobs database to any MCP-compatible LLM clie…
|
— | ||||||||
| 44610 |
mon-marche-mcp
Claim
Enables an AI assistant to search the mon-marche.fr grocery catalog and build a…
|
— | ||||||||
| 44611 |
Enables AI-powered analysis of IP assignment compliance, including gap detectio…
|
— | ||||||||
| 44612 |
MCP server for managing and analyzing Cloudflare DNS — zones, records, analytic…
|
— | ||||||||
| 44613 |
docforge-mcp
Claim
Enables complete Office document lifecycle management for AI agents, including …
|
— | ||||||||
| 44614 |
CI MCP Server
Claim
Enables AI assistants to manage SAP Cloud Integration (CPI) landscapes through …
|
— | ||||||||
| 44615 |
ynab-mcp-bridge
Claim
Read-only MCP server for YNAB that provides tools for budgets, accounts, catego…
|
— | ||||||||
| 44616 |
my-mcp-server
Claim
A TypeScript MCP server boilerplate providing example tools and resources for r…
|
— | ||||||||
| 44617 |
mcp-video-vision
Claim
MCP server that enables video analysis capabilities to Claude, including frame …
|
— | ||||||||
| 44618 |
A safety layer and monitoring copilot for AI agents using Splunk MCP, recording…
|
— | ||||||||
| 44619 |
threatlocker-mcp
Claim
MCP server for ThreatLocker — zero-trust application allowlisting, approval req…
|
— | ||||||||
| 44620 |
okf-mcp
Claim
A project-agnostic Open Knowledge Format MCP server that indexes Markdown conce…
|
— | ||||||||
| 44621 |
PySpark MCP Server
Claim
A server implementation of MCP for Apache Spark that provides query plans and c…
|
— | ||||||||
| 44622 |
bybit-trading
Claim
MCP server for cryptocurrency trading across multiple exchanges (Bybit, Binance…
|
— | ||||||||
| 44623 |
mcp-server-filemaker
Claim
An MCP server that provides AI assistants with direct access to FileMaker datab…
|
— | ||||||||
| 44624 |
raw-web-search
Claim
An experimental MCP search server for Claude Code. Returns raw, verbatim web co…
|
— | ||||||||
| 44625 |
commit-check-mcp
Claim
Enables validation of commit messages, branch names, author info, push safety, …
|
— | ||||||||
| 44626 |
aacworkflow-mcp
Claim
Enables Claude and Claude Code to manage AACWorkflow tasks, agents, projects, s…
|
— | ||||||||
| 44627 |
healthsec-mcp
Claim
Enables AI agents to evaluate clinical AI models for adversarial robustness, pr…
|
— | ||||||||
| 44628 |
studio
Claim
Design & price modular raised garden beds and walls: exact bill of materials, E…
|
— | ||||||||
| 44629 |
erdlens
Claim
MCP server that reads your database schema from SQL DDL, Prisma, Drizzle, TypeO…
|
— | ||||||||
| 44630 |
MCP Server
Claim
A minimal Django project exposing MCP-style endpoints for listing and fetching …
|
— | ||||||||
| 44631 |
Buildium MCP Server
Claim
Enables interaction with Buildium property management software through natural …
|
— | ||||||||
| 44632 |
twine-mcp
Claim
A locally-run MCP server that connects to Twine's story library, enabling AI-as…
|
— | ||||||||
| 44633 |
mttrly
Claim
AI-powered incident management and server monitoring via MCP.
|
— | ||||||||
| 44634 |
mcp-face-transform
Claim
AceDataCloud Face Transform MCP: keypoints, beautify, age/gender, swap, cartoon…
|
— | ||||||||
| 44635 |
AIM MCP Server
Claim
Serves project memory, tasks, docs, and conventions live over the Model Context…
|
— | ||||||||
| 44636 |
mcp-guard
Claim
Adds security capabilities like port scanning, TLS inspection, DNS enumeration,…
|
— | ||||||||
| 44637 |
Intuition MCP Server
Claim
An HTTP stream server for interacting with the Intuition knowledge graph, enabl…
|
— | ||||||||
| 44638 |
MCP GeneLab Server
Claim
Converts natural language queries into Cypher queries against the NASA GeneLab …
|
— | ||||||||
| 44639 |
KnowBe4 MCP Server
Claim
Enables AI assistants to interact with KnowBe4 security awareness training data…
|
— | ||||||||
| 44640 |
atag-mcp
Claim
ATAG 2.0 (Authoring Tool Accessibility Guidelines) guidance for authoring tool …
|
— | ||||||||
| 44641 |
postgres-mcp-server
Claim
Enables inspecting database schemas and executing read-only SQL queries on a Po…
|
— | ||||||||
| 44642 |
sniff
Claim
QA + a11y scanner: walks your running app's real user flows and reports what's …
|
— | ||||||||
| 44643 |
Meetup Coordinator MCP
Claim
Analyzes KakaoTalk group chat texts to extract availability, rank options, draf…
|
— | ||||||||
| 44644 |
velora-mcp-copilote
Claim
Enables AI agents to assist sales advisors of the fictional e-commerce Velora b…
|
— | ||||||||
| 44645 |
auralis-google
Claim
MCP server for integrating Claude AI with Google Workspace, enabling access to …
|
— | ||||||||
| 44646 |
jt-mcp-server
Claim
MCP server that equips AI agents with dev workflow tools including GitHub proje…
|
— | ||||||||
| 44647 |
@vskstudio/takt-mcp
Claim
MCP server for querying privacy-friendly website analytics from a self-hosted T…
|
— | ||||||||
| 44648 |
SuperMemory
Claim
MCP-first agent learning: capture failures, validate lessons, retrieve context,…
|
— | ||||||||
| 44649 |
tiny-loki-mcp
Claim
Enables read-only querying of Grafana Loki logs through tools like label discov…
|
— | ||||||||
| 44650 |
Enables AI assistants to interact with the Solana blockchain, manage accounts a…
|
— | ||||||||