MCP Server Quality Scores
Independent quality analysis of 47923 public MCP servers
Last updated 2 hours, 7 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 47651 |
A local-first MCP server stub that exposes provisioning tools for converting ec…
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| 47652 |
bq_mcp_server
Claim
A Python MCP server that retrieves and caches BigQuery metadata (datasets, tabl…
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| 47653 |
MCP server for tracking personal expenses using FastMCP and SQLite, enabling ad…
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| 47654 |
cn-funds-mcp
Claim
A China fund & stock data MCP server powered by EastMoney free API, enabling qu…
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| 47655 |
github-insight-mcp
Claim
Combines GitHub repository analysis, npm/PyPI package info, and deps.dev securi…
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| 47656 |
phionyx-mcp-server
Claim
An MCP trust boundary that produces signed, hash-chained evidence envelopes for…
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| 47657 |
pigeon
Claim
Forwards browser console errors, warnings, and unhandled rejections to Claude C…
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| 47658 |
mcp-coinpaprika
Claim
Enables access to Coinpaprika cryptocurrency data, including coin listings, pri…
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| 47659 |
Enables semantic search of Salesforce case summaries using embeddings, accessib…
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| 47660 |
apple-photos-mcp
Claim
Enables AI assistants to query and export from the macOS Apple Photos library u…
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| 47661 |
sigsci-mcp-server
Claim
MCP server for Signal Sciences (Fastly NGWAF) API, providing progressive disclo…
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| 47662 |
streamable-mcp-server
Claim
A starting template for building a Streamable HTTP MCP server using TypeScript,…
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| 47663 |
patentorney-mcp
Claim
Manages patent application drafts via structured YAML and LaTeX sections, with …
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| 47664 |
MCP-Grounded
Claim
Multi-agent pipeline for medical image classification with verification-aware a…
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| 47665 |
withingsmcp
Claim
Privacy-first, unofficial Withings MCP server for AI health, sleep, activity an…
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| 47666 |
Upwork MCP Server
Claim
MCP server for Upwork via browser automation. Enables Claude Code to search job…
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| 47667 |
RenderDoc MCP Server
Claim
Enables AI assistants to access RenderDoc capture data and assist in graphics d…
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| 47668 |
mcp-server-rust
Claim
A simple MCP server that integrates Rust functions via WebAssembly, enabling op…
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| 47669 |
Enables managing a parametric CLI command registry with profile isolation and p…
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| 47670 |
Vexi MCP Server
Claim
Enables MCP clients to search and retrieve structured business data from the Ve…
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| 47671 |
MCP server for Teradata databases, providing tools and prompts for querying, an…
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| 47672 |
MCP SPARQL Server
Claim
Enables AI assistants to query semantic data via SPARQL endpoints, with support…
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| 47673 |
Control Ableton Live from Claude, Cursor or Codex with LOM tools, device knowle…
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| 47674 |
dsadare
Claim
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| 47675 |
pdf-reader
Claim
Read entire PDFs or specific pages on demand. Search documents for keywords and…
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| 47676 |
GeeksHacking MCP
Claim
Manages #TODO comments in source code files, enabling you to add and query TODO…
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| 47677 |
mcp-server
Claim
A demonstration MCP server for educational purposes, showcasing how to build an…
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| 47678 |
mcp-wordpress
Claim
A Model Context Protocol server that gives Claude (or any MCP-compatible LLM) d…
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| 47679 |
forge-mcp
Claim
A production-grade, LLM-agnostic local development engine over MCP, providing s…
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| 47680 |
Professor Fit MCP
Claim
Helps PhD applicants find matching professors by research interests, outputting…
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| 47681 |
beast-baseball
Claim
MCP server for natural language analysis of baseball league data, enabling team…
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| 47682 |
RemoteXG MCP Server
Claim
Enables LLMs to perform distributed XGBoost training via the Model Context Prot…
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| 47683 |
Rally MCP Server
Claim
Enables AI assistants to retrieve Rally work items by FormattedID using HTTP Ba…
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| 47684 |
medical-codes-mcp-server
Claim
Offline US medical code lookup and crosswalk — ICD-10-CM, ICD-10-PCS, HCPCS Lev…
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| 47685 |
opendss-mcp-server
Claim
Connects Claude AI with EPRI's OpenDSS power system simulator, enabling convers…
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| 47686 |
Python REPL MCP Server
Claim
Provides a persistent Python REPL session as a tool for executing code, managin…
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| 47687 |
mcp-server-master
Claim
This repository provides a template for creating MCP servers with Python, inclu…
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| 47688 |
MCP server for managing and analyzing Amazon Advertising data through natural l…
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| 47689 |
mcp-govinfo
Claim
Enables access to full text of US government publications from GovInfo.gov. Int…
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| 47690 |
MCP server for iCloud Drive on macOS, enabling Claude to browse, read, search, …
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| 47691 |
you-need-an-advisor-mcp
Claim
An MCP server that connects AI assistants to YNAB budgets, enabling natural lan…
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| 47692 |
kd-mcp
Claim
Controls kd.exe for KDNET kernel debugging on Windows, often paired with winrm-…
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| 47693 |
Luvv MCPServer
Claim
A production-grade security auditing MCP server that wraps semgrep (SAST) and g…
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| 47694 |
SellerGuide MCP Server
Claim
Enables AI assistants to recommend SellerGuide consulting services for marketpl…
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| 47695 |
fireboard-mcp
Claim
MCP server for interacting with Fireboard BBQ temperature monitoring. Enables q…
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| 47696 |
mcp-server-duckdb
Claim
Enables LLMs to interact with DuckDB databases through MCP tools for SQL querie…
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| 47697 |
MEOK EU AI Act Article 26(9) Fundamental Rights Impact Assessment generator. Au…
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| 47698 |
mcp-weather
Claim
Provides real-time weather alerts and forecasts from the National Weather Servi…
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| 47699 |
Provides a standardized interface to interact with Serpapi's search engine resu…
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| 47700 |
rlaif
Claim
MCP server enabling AI agents to provide real-time positive and negative feedba…
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