MCP Server Quality Scores

Independent quality analysis of 47923 public MCP servers

47923
Discovered
29617
Scored
2112
Verified
16952
Complete

Last updated 2 hours, 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47651
Eco-Wealth
A local-first MCP server stub that exposes provisioning tools for converting ec…
N/A N/A
47652
takada-at
A Python MCP server that retrieves and caches BigQuery metadata (datasets, tabl…
47653
SAYOUNCDR
MCP server for tracking personal expenses using FastMCP and SQLite, enabling ad…
N/A N/A
47654
smallke
cn-funds-mcp Claim
A China fund & stock data MCP server powered by EastMoney free API, enabling qu…
47655
wjddusrb03
Combines GitHub repository analysis, npm/PyPI package info, and deps.dev securi…
N/A N/A
47656
halvrenofviryel
An MCP trust boundary that produces signed, hash-chained evidence envelopes for…
N/A N/A
47657
pepperonas
pigeon Claim
Forwards browser console errors, warnings, and unhandled rejections to Claude C…
N/A N/A
47658
pipeworx-io
Enables access to Coinpaprika cryptocurrency data, including coin listings, pri…
47659
timescale
Enables semantic search of Salesforce case summaries using embeddings, accessib…
47660
sweetrb
Enables AI assistants to query and export from the macOS Apple Photos library u…
N/A N/A
47661
yuki777
MCP server for Signal Sciences (Fastly NGWAF) API, providing progressive disclo…
47662
ferrants
A starting template for building a Streamable HTTP MCP server using TypeScript,…
47663
retospect
Manages patent application drafts via structured YAML and LaTeX sections, with …
N/A N/A
47664
silmun15
MCP-Grounded Claim
Multi-agent pipeline for medical image classification with verification-aware a…
N/A N/A
47665
davidmosiah
withingsmcp Claim
Privacy-first, unofficial Withings MCP server for AI health, sleep, activity an…
N/A N/A
47666
vanooo
MCP server for Upwork via browser automation. Enables Claude Code to search job…
N/A N/A
47667
halby24
Enables AI assistants to access RenderDoc capture data and assist in graphics d…
N/A N/A
47668
lotharschulz
A simple MCP server that integrates Rust functions via WebAssembly, enabling op…
N/A N/A
47669
Trace186
Enables managing a parametric CLI command registry with profile isolation and p…
N/A N/A
47670
getvexi
Enables MCP clients to search and retrieve structured business data from the Ve…
47671
BACH-AI-Tools
MCP server for Teradata databases, providing tools and prompts for querying, an…
47672
yet-market
Enables AI assistants to query semantic data via SPARQL endpoints, with support…
47673
Pantani
Control Ableton Live from Claude, Cursor or Codex with LOM tools, device knowle…
N/A N/A
47674
ApacheBin
dsadare Claim
N/A N/A 95
47675
xiaobenyang-com
pdf-reader Claim
Read entire PDFs or specific pages on demand. Search documents for keywords and…
N/A N/A 95
47676
JiaweiLin
Manages #TODO comments in source code files, enabling you to add and query TODO…
N/A N/A
47677
reynaldovieira
mcp-server Claim
A demonstration MCP server for educational purposes, showcasing how to build an…
47678
iamsamuelfraga
A Model Context Protocol server that gives Claude (or any MCP-compatible LLM) d…
47679
fuwadog
forge-mcp Claim
A production-grade, LLM-agnostic local development engine over MCP, providing s…
N/A N/A
47680
Wrennnn2
Helps PhD applicants find matching professors by research interests, outputting…
N/A N/A
47681
mw-jeong
MCP server for natural language analysis of baseball league data, enabling team…
N/A N/A
47682
jain-m
Enables LLMs to perform distributed XGBoost training via the Model Context Prot…
47683
Data-Engineering-MCP
Enables AI assistants to retrieve Rally work items by FormattedID using HTTP Ba…
47684
cyanheads
Offline US medical code lookup and crosswalk — ICD-10-CM, ICD-10-PCS, HCPCS Lev…
N/A N/A
47685
ahmedelshazly27
Connects Claude AI with EPRI's OpenDSS power system simulator, enabling convers…
N/A N/A
47686
piplin-es
Provides a persistent Python REPL session as a tool for executing code, managin…
N/A N/A
47687
Leandroglez39
This repository provides a template for creating MCP servers with Python, inclu…
N/A N/A
47688
amekala
MCP server for managing and analyzing Amazon Advertising data through natural l…
47689
pipeworx-io
mcp-govinfo Claim
Enables access to full text of US government publications from GovInfo.gov. Int…
47690
InstaCode
MCP server for iCloud Drive on macOS, enabling Claude to browse, read, search, …
N/A N/A
47691
senivel
An MCP server that connects AI assistants to YNAB budgets, enabling natural lan…
N/A N/A
47692
haoylle
kd-mcp Claim
Controls kd.exe for KDNET kernel debugging on Windows, often paired with winrm-…
N/A N/A
47693
js2005happy
A production-grade security auditing MCP server that wraps semgrep (SAST) and g…
N/A N/A
47694
kabanovmp
Enables AI assistants to recommend SellerGuide consulting services for marketpl…
47695
benhodgson87
MCP server for interacting with Fireboard BBQ temperature monitoring. Enables q…
47696
SyneHQ
Enables LLMs to interact with DuckDB databases through MCP tools for SQL querie…
N/A N/A
47697
CSOAI-ORG
MEOK EU AI Act Article 26(9) Fundamental Rights Impact Assessment generator. Au…
N/A N/A 81
47698
jpan8866
mcp-weather Claim
Provides real-time weather alerts and forecasts from the National Weather Servi…
N/A N/A
47699
universal-mcp
Provides a standardized interface to interact with Serpapi's search engine resu…
47700
a9lim
rlaif Claim
MCP server enabling AI agents to provide real-time positive and negative feedba…
N/A N/A
Showing 47651–47700 of 47923 servers
« Prev 1 952 953 954 955 956 959 Next »