MCP Server Quality Scores
Independent quality analysis of 33379 public MCP servers
Last updated 6 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 32551 |
wellread
Claim
Shared research cache across AI agents. Hit → instant answer from verified sour…
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| 32552 |
AgentRecall-MCP
Claim
AI Session Memory with Think-Execute-Reflect Quality Loops — give your agent a …
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| 32553 |
p2pclaw-mcp-server
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MCP server + REST API for the P2PCLAW decentralized AI research network. Lets a…
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| 32554 |
wmcp
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| 32555 |
repowire
Claim
Peer-to-peer mesh for AI coding agents - connect Claude Code, Opencode, Codex, …
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| 32556 |
canlii
Claim
Search Canadian case law, browse legislation, and check citations via the CanLI…
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| 32557 |
touch-grass
Claim
Claude Code plugin and MCP server that nudges you to take outdoor breaks based …
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| 32558 |
mcp2
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| 32559 |
mcpserver1
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| 32560 |
mentor_start_up_agent
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| 32561 |
lims-smithery
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| 32562 |
Notion_connect
Claim
Notion MCP Pack
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| 32563 |
llmwiki
Claim
Open Source Implementation of Karpathy's LLM Wiki. Upload documents, connect yo…
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| 32564 |
mcp-toolkit
Claim
a lib to build MCP clients and MCP servers in Clojure(script)
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| 32565 |
chaprola
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Serverless API backend: query, JOIN, pivot, batch ops, email, FHIR, programs vi…
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| 32566 |
Forge MCP
Claim
A remote MCP server that connects AI assistants to the full Salesforge product …
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| 32567 |
Semantix-verify
Claim
Semantix-Verify is an MCP server for semantic validation of AI/LLM outputs. It …
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| 32568 |
gitlab-mcp
Claim
MCP server for interacting with GitLab API, supporting both self-hosted instanc…
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| 32569 | — | |||||||||
| 32570 |
Pixelixe
Claim
Brand-safe MCP for AI agents to create editable, on-brand graphics and automate…
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| 32571 |
smithery-si
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| 32572 |
QR code generation API for AI agents. Generate QR codes from any text or URL: b…
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| 32573 |
Playwright MCP
Claim
A Model Context Protocol server that provides browser automation capabilities u…
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| 32574 |
Cron expression parser API for AI agents. Parse, validate, and explain cron exp…
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| 32575 |
gomcp
Claim
A Gin-like framework for building MCP servers in Go. Struct-tag auto schema, mi…
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| 32576 |
WhichModel
Claim
Cost-optimized LLM model routing recommendations for autonomous AI agents
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| 32577 |
GhostDesk
Claim
A virtual Linux desktop as an MCP server, shipped in Docker. Agents drive scree…
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| 32578 |
mcp-gerarent
Claim
Property rental: search listings, check availability, book rentals. 50+ countri…
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| 32579 |
edge-tts
Claim
Convert text into natural-sounding speech for fast audio creation. Orchestrate …
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| 32580 |
Atlas MCP
Claim
AI-powered MCP server for searching and conversing over FHIR R4 clinical docume…
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| 32581 |
instagram-mcp
Claim
Instagram MCP — 23 tools for Instagram Graph API: posts, DMs, stories, reels, a…
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| 32582 |
Fashion
Claim
Create professional-quality fashion product photography, on-model shots, and ed…
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| 32583 |
AverbePorto
Claim
Integrate with AverbePorto to streamline authentication and document submission…
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| 32584 |
open-brain-template
Claim
Persistent memory + smart query for AI agents. Visual dashboard, semantic searc…
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| 32585 |
MCP Novel Assistant
Claim
A novel management tool that uses SQLite database to store and manage novel inf…
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| 32586 |
sg-cpf-calculator-mcp
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| 32587 |
seo-scanner
Claim
Scan any website for SEO issues directly from Claude, Cursor, or any MCP client…
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| 32588 |
Real-time Polymarket analytics for AI agents. Query live prediction market data…
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| 32589 |
ai-agent-index
Claim
Search and retrieve structured data on AI agents for business automation. Filte…
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| 32590 |
highstory-mcp
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High Story MCP Server - Automate AI content campaigns and social media manageme…
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| 32591 |
mcp-utm
Claim
Manages UTM virtual machines on macOS via AppleScript, enabling cloning, config…
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| 32592 |
immoswipe-ai
Claim
Search Swiss apartments and houses for rent or sale. Filter by city, price (CHF…
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| 32593 |
dropbox-mcp
Claim
Dropbox MCP server to recover deleted files, list revisions, search content, an…
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| 32594 |
Ollama-Omega
Claim
Official Ollama MCP Server. Exposes ollama_chat, ollama_generate, ollama_pull_m…
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| 32595 |
Tesseron
Claim
Enables MCP-compatible AI agents to execute typed live-app actions over WebSock…
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| 32596 |
mcp-highcharts
Claim
Enables AI agents to render interactive Highcharts visualizations directly with…
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| 32597 |
Hyperliquid vault analytics API for AI agents. Performance data for all Hyperli…
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| 32598 |
About
MCP server for Google Agent Platform Docs — Google AI + Vertex AI. 3400+ …
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| 32599 |
Web Search MCP Server
Claim
Enables AI assistants to search the web, fetch news, and retrieve page content …
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| 32600 |
devbase
Claim
Developer Knowledge OS — local-first bimodal workspace for humans (TUI) and AI …
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