MCP Server Quality Scores
Independent quality analysis of 67286 public MCP servers
Last updated 46 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 60551 |
roshan-harf-mcp
Claim
A self-hostable MCP server for Roshan AI's Persian speech service, Harf, enabli…
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| 60552 |
LocalRoots MCP
Claim
Enables discovery and scoring of independent local businesses by inverting algo…
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| 60553 |
sahmk-mcp
Claim
Official MCP server for interacting with Saudi market data (Sahmk) via natural …
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| 60554 |
MCP Debugger
Claim
Provides debugging capabilities for Python, C, C++, Rust, Swift, and more throu…
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| 60555 |
IBKR MCP Server
Claim
Provides an MCP server for Interactive Brokers trading operations, managing an …
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| 60556 |
Enables generating and editing images using OpenRouter's API with Gemini 2.5 Fl…
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| 60557 |
IL2CPP Frida MCP Server
Claim
Enables AI assistants to analyze and manipulate Unity IL2CPP applications via F…
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| 60558 |
BingX MCP Server
Claim
Enables LLM agents to access BingX cryptocurrency exchange market data and exec…
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| 60559 |
tedt
Claim
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| 60560 |
bitrix24-mcp
Claim
MCP server that connects Claude to Bitrix24 — CRM, tasks, disk, calendar, chat,…
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| 60561 |
codex-in-claude
Claim
Call OpenAI Codex from Claude Code for independent second opinions, structured …
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| 60562 |
token-optimizer
Claim
Reduce LLM API costs via semantic caching, prompt compression, model routing an…
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| 60563 |
json2video MCP Server
Claim
Enables programmatic video generation via the json2video API, supporting scene …
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| 60564 |
sex
Claim
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| 60565 |
loadbench-mcp
Claim
An MCP server that provides structural load and stability math (tipping, suppor…
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| 60566 |
Article-published
Claim
MCP server that connects AI clients to a browser extension for extracting artic…
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| 60567 |
TraderSpy
Claim
AI crypto signals, whale positions, 19 technical indicators, derivatives, scree…
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| 60568 |
secure-harness-mcp
Claim
Verify-and-repair secure-coding harness that generates, hardens, audits, and sc…
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| 60569 |
MCP Leave Management
Claim
Simulates a leave management workflow for employees and managers, including lea…
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| 60570 |
An MCP server implementation that integrates Claude/VS Code with Salesforce, en…
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| 60571 |
Enables interaction with La Growth Machine (LGM) workspace via MCP, providing 2…
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| 60572 |
isk-hub
Claim
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| 60573 |
Tempus MCP
Claim
Enables AI assistants to manage Toggl Track time entries, projects, and workspa…
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| 60574 |
session-recall
Claim
Provides local, agentic semantic recall over Claude Code session history, enabl…
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| 60575 |
Provides a standardized MCP interface for interacting with Shopify tools and se…
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| 60576 |
planchette
Claim
Enables coding agents to control other application windows by providing primiti…
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| 60577 |
QgisStreamMCP
Claim
Deploy QGIS in Docker as an MCP server, enabling AI assistants to perform spati…
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| 60578 |
Harpyja
Claim
A precision code-retrieval MCP server for coding agents working in large, legac…
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| 60579 |
Memory MCP Server
Claim
An agentic memory system that enables AI assistants to store, search, and manag…
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| 60580 |
yt-mcp-server
Claim
A server that provides tools for working with YouTube URLs, video IDs, and thum…
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| 60581 |
xenodocs-mcp-server
Claim
Fetches up-to-date, version-specific documentation and code examples for any li…
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| 60582 |
findata-mcp
Claim
A Financial Data Quality and AI Inference Evaluation MCP server that provides t…
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| 60583 |
mcp-repo-context
Claim
A Weaviate-backed MCP server that gives Claude Code agents semantic search over…
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| 60584 |
Company API MCP Server
Claim
Exposes internal company services as LLM-callable MCP tools, enabling AI agents…
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| 60585 |
mcp-el-salvador-dte
Claim
Provides tools for El Salvador electronic invoicing (DTE), including IVA calcul…
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| 60586 |
ChatDomain MCP Server
Claim
Enables checking domain availability and registration prices across multiple TL…
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| 60587 |
Tailnet MCP Server
Claim
Query devices, check connectivity, and get network status from your Tailscale t…
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| 60588 |
kef-mcp
Claim
MCP server for controlling KEF wireless speakers (LSX II, LS50 Wireless II, LS6…
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| 60589 |
claude-find
Claim
Pull Deep Memory from across your Claude Code Sessions — when you need it.
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| 60590 |
mcp-cwa
Claim
Provides read-only access to Taiwan's Central Weather Administration (CWA) Open…
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| 60591 |
Dify Doc MCP Server
Claim
An MCP server that integrates Dify knowledge bases, enabling AI assistants to r…
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| 60592 |
NameIntel
Claim
Score brand names across domain availability, USPTO trademark conflict, social …
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| 60593 |
apex-mcp-server
Claim
A read-only MCP server for the Apex Rides API, deployed as a Cloudflare Worker,…
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| 60594 |
Context Guardian
Claim
MCP server that cuts cloud LLM costs 36-42% by indexing context locally and giv…
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| 60595 |
A local-first FastAPI and MCP safety kit for turning internal HTTP APIs into co…
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| 60596 |
pix-mcp
Claim
Wraps Microsoft PIX's pixtool.exe to enable LLMs to launch and attach to D3D12 …
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| 60597 |
data-cambridge
Claim
DataCambridge MCP — Cambridge open data (data.cambridgema.gov, Socrata SODA API…
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| 60598 |
MCP-CodeReviewer
Claim
A three-layer funnel AI code review engine that reduces LLM token consumption b…
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| 60599 |
@lamatic/mcp
Claim
Unified MCP server combining dev, graph, docs, and kit tools for Lamatic.ai. En…
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| 60600 |
Brings interactive blue-team security operations into AI hosts, enabling alert …
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