MCP Server Quality Scores
Independent quality analysis of 66402 public MCP servers
Last updated 1 hour, 37 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 3651 |
Enables users to analyze data from BitFlux-enabled AWS EC2 instances and AWS pr…
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B 76 5⁄5 | ||||||||
| 3652 |
An MCP server that enables Cline to analyze binaries using Binary Ninja with a …
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B 76 5⁄4 | ||||||||
| 3653 |
MCP Server for Tree-sitter
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B 76 5⁄5 | ||||||||
| 3654 |
An MCP server that enables interaction with Microsoft 365 services like Outlook…
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B 76 5⁄5 | ||||||||
| 3655 |
Glitchtip MCP Server
Claim
Enables interaction with Glitchtip error tracking platform through natural lang…
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B 76 5⁄5 | ||||||||
| 3656 |
Enables AI assistants to interact with the Google Blogger API v3 to manage blog…
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B 76 5⁄5 | ||||||||
| 3657 |
Enables LLM routing through multiple providers (OpenAI, Anthropic, xAI) via Lit…
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B 76 5⁄4 | ||||||||
| 3658 |
Provides read-only access to Beehiiv newsletter analytics data including public…
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B 76 5⁄5 | ||||||||
| 3659 |
Enables Claude Desktop to download files from web URLs with automatic browser f…
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B 76 5⁄4 | ||||||||
| 3660 |
MCP Server for vmanomaly - VictoriaMetrics anomaly detection
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B 76 5⁄4 | ||||||||
| 3661 |
A Model Context Protocol server that enables AI models like Claude to control T…
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B 76 5⁄5 | ||||||||
| 3662 |
Persistent institutional memory for AI coding agents. Memory that compounds.
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B 76 5⁄4 | ||||||||
| 3663 |
Facilitates two-stage reasoning processes using DeepSeek for detailed analysis …
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B 76 5⁄5 | ||||||||
| 3664 |
This MCP server provides tools for interacting with Cloudflare Browser Renderin…
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B 76 5⁄5 | ||||||||
| 3665 |
UX toolkit: 28 knowledge resources, 23 analysis tools & 4 workflow prompts for …
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B 76 5⁄5 | ||||||||
| 3666 |
taskboard
Claim
Local project management with Kanban UI, CLI, and MCP server for AI assistants.…
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B 76 5⁄4 | ||||||||
| 3667 |
Turn any OpenAPI/Swagger spec into MCP tools. Zero config, zero code.
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B 76 5⁄4 | ||||||||
| 3668 |
An MCP server that connects LLMs to CERN GitLab to discover and analyze High En…
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B 76 5⁄5 | ||||||||
| 3669 |
Cortex MCP provides AI agents with long-term portfolio memory by transforming p…
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B 76 5⁄5 | ||||||||
| 3670 |
Provides GitHub data analysis for repositories, developers, and organizations, …
|
B 76 5⁄5 | ||||||||
| 3671 |
Comprehensive MCP server for administering Msty Studio Desktop with 36 tools ac…
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B 76 5⁄4 | ||||||||
| 3672 |
An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted …
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B 76 5⁄5 | ||||||||
| 3673 |
Evidence-backed web research for AI agents with citations and confidence scores.
|
B 76 5⁄4 | ||||||||
| 3674 |
Enables AI assistants to search and retrieve information from your knowledge ba…
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B 76 5⁄5 | ||||||||
| 3675 |
Search, read, create, and update Bear Notes directly from Claude. Local-only wi…
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B 76 5⁄4 | ||||||||
| 3676 |
Enables AI assistants to interact with Google's Jules coding agent API for auto…
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B 76 5⁄5 | ||||||||
| 3677 |
Firefox browser automation via WebDriver BiDi for testing, scraping, and browse…
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B 76 5⁄4 | ||||||||
| 3678 |
Provides persistent, project-centric context awareness for AI assistants using …
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B 76 5⁄5 | ||||||||
| 3679 |
Enables interaction with Gmail and Google Calendar using the MCP protocol, supp…
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B 76 5⁄5 | ||||||||
| 3680 |
Enables analysis of RTL waveform files (VCD, FST) through WAL (Waveform Analysi…
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B 76 5⁄5 | ||||||||
| 3681 |
Connects AI assistants to the TrustMRR API to browse, filter, and analyze start…
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B 76 5⁄5 | ||||||||
| 3682 |
Model Context Protocol (MCP) Server for Jupyter.
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B 76 5⁄4 | ||||||||
| 3683 |
Enables AI assistants to interact with SQLite databases by executing read and w…
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B 76 5⁄4 | ||||||||
| 3684 |
Multi-agent observability: cascade failure detection, heartbeats, and forensic …
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B 76 5⁄4 | ||||||||
| 3685 |
|
B 76 5⁄4 | ||||||||
| 3686 |
MCP server for Dash, the macOS API documentation browser. Search 200+ docsets.
|
B 76 5⁄4 | ||||||||
| 3687 |
WAIaaS
Claim
Self-hosted wallet-as-a-service for AI agents. 60 tools for multi-chain crypto:…
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B 76 5⁄4 | ||||||||
| 3688 |
Official Model Context Protocol server for Gyazo
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B 76 5⁄5 | ||||||||
| 3689 |
Provides semantic editing tools for Markdown files, allowing structured manipul…
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B 76 5⁄4 | ||||||||
| 3690 |
Enable real-time web search and data extraction capabilities.
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B 76 5⁄5 | ||||||||
| 3691 |
Enables AI models to interact with ABP.IO applications through over 48 tools fo…
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B 76 5⁄5 | ||||||||
| 3692 |
MCP server for maigret, a powerful OSINT tool that collects user account inform…
|
B 75 5⁄5 | ||||||||
| 3693 |
Enables Claude to interact with Webflow's APIs for managing sites, retrieving i…
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B 75 5⁄5 | ||||||||
| 3694 |
Enables interaction with Slack workspaces through comprehensive channel managem…
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B 75 5⁄5 | ||||||||
| 3695 |
Enables management of Railway.app infrastructure through natural language, incl…
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B 75 5⁄5 | ||||||||
| 3696 |
Give your AI agent eyes and hands on any desktop — cross-platform accessibility…
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B 75 4⁄4 | ||||||||
| 3697 |
Connects AI agents to the PayBot payment infrastructure, enabling automated USD…
|
B 75 5⁄5 | ||||||||
| 3698 |
AI agent project management — task boards, progress tracking, and cost reportin…
|
B 75 5⁄4 | ||||||||
| 3699 |
Enables lead routing, booking link generation, and scheduling management throug…
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B 75 5⁄5 | ||||||||
| 3700 |
Enables access to SimBrief flight planning data through Claude Desktop with sec…
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B 75 5⁄5 | ||||||||