MCP Server Quality Scores
Independent quality analysis of 68784 public MCP servers
Last updated 22 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 68551 |
An MCP server that enables LLMs to interact with Ashby's Applicant Tracking Sys…
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| 68552 |
steam-mcp
Claim
Connects Claude to your Steam library via the Steam Web API. Query your games, …
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| 68553 |
Persona MCP
Claim
Enables AI to switch between 26+ expert personas on-demand with smart context d…
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| 68554 |
JSON validation API for AI agents. Validate JSON syntax, check against JSON Sch…
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| 68555 |
MCP Metaculus Server
Claim
Retrieves historical prediction data, community forecasts, and user comments fr…
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| 68556 |
gRPC Invoke MCP
Claim
An MCP server for calling gRPC methods from AI agents, enabling them to inspect…
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| 68557 |
An MCP server that provides AI assistants with real-time access to Windows inte…
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| 68558 |
VINdata
Claim
VIN decoding and European vehicle data for automotive workflows.
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| 68559 |
jimeng-ai-mcp
Claim
Wraps Jimeng AI's image and video generation APIs for AI assistants to create a…
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| 68560 |
repomap-mcp
Claim
Provides role-aware repository maps for LLM agents by analyzing codebases and r…
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| 68561 |
notebooklm-mcp
Claim
Enables AI assistants to programmatically interact with Google NotebookLM, allo…
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| 68562 |
ob-smart-connections-mcp
Claim
Enables AI agents to find semantic connections and perform text searches in Obs…
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| 68563 |
Solentic
Claim
Native Solana staking for AI agents — 26 MCP tools including one-shot stake/uns…
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| 68564 |
MCP DB Python
Claim
A Python-powered Model Context Protocol server that provides safe database insp…
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| 68565 |
Cisco ISE MCP Server
Claim
Enables management of Cisco Identity Services Engine (ISE) resources through th…
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| 68566 |
TouchDesigner MCP
Claim
Enables control of a running TouchDesigner instance via MCP protocol, providing…
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| 68567 |
codex-fusion-mcp
Claim
MCP server enabling Claude to consult Codex (GPT-5.x) mid-task for second opini…
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| 68568 |
seam-runtime
Claim
SEAM: local-first memory runtime for AI agents, with retrieval and glassbox pro…
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| 68569 |
FVWM3 Window Manager
Claim
Enables interaction with the FVWM3 window manager for configuration generation,…
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| 68570 |
OPC Memory MCP Server
Claim
MCP server that exposes OPC memory scripts as tools for Claude Code and Claude …
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| 68571 |
mcp-server-metatool
Claim
A proxy MCP server that aggregates tools from multiple MCP servers and forwards…
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| 68572 |
recall
Claim
Persistent memory for Claude Code. Search, recall, and re-inject context from a…
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| 68573 |
Image MCP
Claim
Connects Claude Code to image generation models (OpenAI GPT Image 2, Google Nan…
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| 68574 |
routewise
Claim
Enables step-level routing of AI workflows by decomposing tasks, selecting the …
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| 68575 |
Salesforce MCP Server
Claim
Enables lead management and permission set operations on Salesforce through the…
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| 68576 |
cli
Claim
Push To Display MCP server send structured content to selected boards on iOS an…
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| 68577 |
reaper-daw-mcp-server
Claim
Enables AI-powered music production by integrating with REAPER DAW via MCP prot…
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| 68578 |
modelport
Claim
Turns any ML model into an MCP tool with auto-inferred schemas, input/output va…
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| 68579 |
robot-mcp-server
Claim
A robot-control MCP server enabling LLMs to control Unitree robots and DJI Tell…
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| 68580 |
Cyphrex
Claim
Blockchain SSN for AI agents. MCP-native identity, behavior enforcement, and im…
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| 68581 |
proving-ground
Claim
Accounts-payable exception environment with a pass/fail verifier and proof pack…
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| 68582 |
clawmemory-mcp
Claim
Enables claude.ai to append durable memory entries to an Obsidian vault on GitH…
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| 68583 |
An MCP server that visually reviews UI edit requests by comparing screenshots b…
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| 68584 |
free-web-search-ultimate
Claim
Zero-cost, privacy-first universal web search MCP server. Enforces a **Search-F…
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| 68585 |
ToolSnap MCP
Claim
Deterministic AI agent microtools, no accounts/API keys. fetch_extract: 98% tok…
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| 68586 |
git-leaderboard
Claim
Official MCP server for Git Leaderboard rankings, profiles, streaks, and user c…
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| 68587 |
MCP server providing personalized greetings with AI-powered tools using Spring …
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| 68588 |
DepFeed
Claim
Change intelligence for coding agents: sourced breaking changes for npm, PyPI, …
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| 68589 |
vision-squeezer
Claim
Cut vision API token costs by snapping images to tile boundaries. Claude, GPT-4…
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| 68590 |
Plutus MCP Server
Claim
A self-hosted MCP server for homelabs with ~193 tools covering media, home auto…
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| 68591 |
remote-jobs-mcp-server
Claim
Official Jobicy MCP server to search, filter, and retrieve live remote job list…
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| 68592 |
GitHub PR Review Context
Claim
AI code review grounded in your repo history. Supports Test Gen and Security Au…
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| 68593 |
WAHA MCP
Claim
A self-hosted MCP server that connects AI clients to WhatsApp via the WAHA HTTP…
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| 68594 |
SigmaPilot MCP Server
Claim
A remote Model Context Protocol (MCP) server for real-time cryptocurrency and s…
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| 68595 |
conduitAI
Claim
Search, browse, and install MCP servers, agents, skills, and plugins from condu…
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| 68596 |
run402-mcp
Claim
Enables users to provision, manage, and query AI-native Postgres databases dire…
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| 68597 |
@davoxi/mcp-server
Claim
Enables AI assistants to manage Davoxi voice agent platform resources such as b…
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| 68598 |
GitHits
Claim
Search public open-source code, documentation, metadata, vulnerabilities, chang…
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| 68599 |
onion-search-mcp
Claim
Enables searching and exploring the dark web (.onion) via a gMCP-compatible ser…
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| 68600 |
claude-context-server
Claim
An MCP server that reads all your Claude Code project memory files and exposes …
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