MCP Server Quality Scores

Independent quality analysis of 57580 public MCP servers

57580
Discovered
29834
Scored
2112
Verified
16953
Complete

Last updated 45 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
57501
wayanvota
A Python FastMCP server that re-exposes Kindora's public funder and grant tools…
81
57502
youjunxiaji
A feedback-oriented MCP server with a Web UI for AI development workflows, enab…
N/A N/A
57503
BrettNye
Stoa Claim
Persistent shared memory for AI coding agents that turns a folder of markdown f…
57504
sailquery
Find the stories worth writing about: discover emerging stories, rank the angle…
57505
thomfilg
ie-mcp Claim
Enables LLMs to drive Edge in IE mode for automating legacy IE-only web applica…
N/A N/A
57506
tutorcruncher
git-mcp Claim
Connects Claude to GitHub via OAuth and proxies official GitHub MCP tools, allo…
57507
pedroalexleite
Copilot MCP Claim
MCP server exposing 14 real-time financial data tools to Microsoft Copilot Stud…
57508
cybeleri
finance Claim
Financial data MCP server: stock quotes, crypto prices, portfolio tracking, mar…
N/A N/A 95
57509
rabia-s
An MCP server with six tools including web search, URL fetching, math calculati…
N/A N/A
57510
astrobleem
mame-mcp Claim
Enables MAME reverse engineering tasks including memory access tracing, input i…
N/A N/A
57511
carminelau
Enables multi-tier AI-detection screening on academic papers by extracting text…
N/A N/A
57512
dmang-dev
mcp-mgba Claim
Drive the [mGBA](https://mgba.io) Game Boy Advance emulator from any MCP client…
N/A N/A
57513
aperswal
Motus Claim
Enables agents to search airports and find group meetup flights for multiple tr…
57514
shgsousa
A web-based search interface using DuckDuckGo's search API, built with Python a…
57515
wawworld
dynalist-mcp Claim
A Model Context Protocol server that enables AI assistants to read, write, sear…
N/A N/A
57516
rogerio-grocers
Exposes the Grocers Design System as queryable tools for coding agents, includi…
57517
0xAxiom
x402-paid Base agent tools (USDC). 5 deterministic tools. No API keys. No NFT p…
57518
KYBvWHxW
高性能满-汉双向机器翻译系统,支持形态分析和增强型翻译引擎。
57519
cipherfoxie
MCP for the [Sovereign AI Blog](https://sovgrid.org), a hands-on engineering lo…
57520
keyshade-xyz
keyshade-mcp Claim
MCP server for interacting with Keyshade's secrets management platform, enablin…
N/A N/A
57521
mcasdfgf
Persistent fractal graph memory for AI coding agents via MCP. Semantic vector s…
N/A N/A
57522
yusufdxb
Enables semantic search and grounded answering over customer-research interview…
N/A N/A
57523
spilchen
A Model Context Protocol server that provides read-only access to Yahoo Fantasy…
57524
alfredojrc
Provides a disposable, hardened Kali Linux sandbox with an MCP interface for LL…
57525
dmang-dev
Drive any libretro core through [RetroArch](https://www.retroarch.com/)'s Netwo…
N/A N/A
57526
hindocharaj1997
An MCP server for data reconciliation between MySQL and Snowflake, enabling LLM…
57527
DomDemetz
claude-soul Claim
Self-improving learning engine for Claude Code. Extracts signals from every ses…
N/A N/A
57528
sunasaji
Gives AI agents full keyboard, mouse, and screen access to a physical PC via a …
N/A N/A
57529
iamfaham
Provide seamless access to investor data through a dedicated MCP server. Enable…
N/A N/A 95
57530
mantrakp04
Local development bridge between TanStack Devtools and MCP-capable coding agent…
N/A N/A
57531
kunwar-shah
claudex Claim
Persistent memory + FTS5 full-text search for Claude Code conversation history.…
N/A N/A
57532 81
57533
z-illia
Enables automation of Hoppscotch team collections, including OpenAPI sync, code…
57534
gvnrdev
Gvnr Claim
Budget & cost control for AI agents — per-agent spend caps + rate limits before…
57535
loudMore
mcp-eyes Claim
A drop-in MCP server that pairs long-context reasoning LLMs with vision models …
N/A N/A
57536
sixirixis
kiasu-scout Claim
MCP server to help businesses analyze their visibility in AI assistant recommen…
57537
light4
Enables dynamic and reflective problem-solving through a structured thinking pr…
57538
Pigowenhsiao
Wraps OpenAI Codex CLI as an MCP server, exposing 8 Codex tools (exec, review, …
N/A N/A
57539
agimenez-dev
imap-mcp Claim
Enables email management via IMAP and SMTP with multi-account support, safe sen…
57540
ManishMaurya22
Enables natural language Kubernetes cluster operations, SLO monitoring, and Pro…
57541
Faxtom
MCP server for querying Google NotebookLM notebooks, enabling AI assistants to …
N/A N/A
57542
mikeh-22
A Model Context Protocol (MCP) server that lets AI assistants interact with Tra…
N/A N/A
57543
emily397
Enables AI agents to draft evidence-grounded cold-email openers, A/B variants, …
57544
the-sid-dani
Integrates Lever ATS with Claude Desktop to manage hiring pipelines through nat…
57545
pipeworx-io
mcp-uk-ons Claim
Enables querying UK Office for National Statistics datasets and their editions …
57546
edgeseek
Enables AI assistants to manage LXD containers and virtual machines through a s…
57547
Panth-Shah
A remotely-hosted MCP server that generates Azure architecture diagrams from ag…
57548
positonic
A standalone MCP server that provides AI tools by proxying requests to the FTC …
N/A N/A
57549
matteocolazilli
GreenboneMCP Claim
An MCP server connecting AI clients to Greenbone/OpenVAS for vulnerability scan…
N/A N/A
57550
0ju1c3
slop-cop Claim
Detects and fixes LLM prose patterns in text, exposing tools for auditing and i…
Showing 57501–57550 of 57580 servers