MCP Server Quality Scores
Independent quality analysis of 66502 public MCP servers
Last updated 4 hours, 49 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 49951 |
macbot-mcp
Claim
Enables AI agents to control macOS applications through the Accessibility API, …
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| 49952 |
Enables AI agents to browse restaurants and menus for free, and place orders wi…
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| 49953 |
VegaMCP
Claim
A production-grade MCP server providing an autonomous AI agent swarm, persisten…
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| 49954 |
form-backend
Claim
Cloudflare Workers MCP server: form-backend
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| 49955 |
llm-vision-mcp
Claim
A TypeScript MCP server that gives text-only LLMs image understanding through S…
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| 49956 |
Instagram MCP Server
Claim
Enables AI assistants to interact with Instagram and Facebook accounts through …
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| 49957 |
jgkme/kilo-image-gen-mcp
Claim
MCP server for generating, editing, and processing images via multiple provider…
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| 49958 |
WorldQuant MCP
Claim
Automates WorldQuant BRAIN alpha research workflows, including simulation, refe…
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| 49959 |
logicstamp-mcp
Claim
MCP server that provides AI assistants with structured access to codebases via …
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| 49960 |
s-gw MCP server
Claim
A local stdio MCP server that enables coding agents to discover credential hand…
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| 49961 |
stackoverflow
Claim
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| 49962 |
Google Image Search MCP
Claim
Provides tools for searching and downloading images using Google Image Search A…
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| 49963 |
ragi
Claim
Local-first RAG indexing and semantic search MCP server. Enables document retri…
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| 49964 |
Manos MCP
Claim
A Model Context Protocol server for ad-hoc UI testing of Android and iOS apps, …
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| 49965 |
FEAT NEXUS PRIME
Claim
An institutional-grade algorithmic trading platform that bridges MetaTrader 5 w…
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| 49966 |
MCP server for interacting with Yandex Cloud AI Studio, enabling chat, text gen…
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| 49967 |
youtube-growth
Claim
Audits any YouTube channel against its own history. Every claim carries its sam…
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| 49968 |
PureRef MCP
Claim
Enables AI assistants to create PureRef reference boards from local images and …
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| 49969 |
Epistemic guard for AI coding: tracks uncertain values and blocks writes until …
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| 49970 |
@rymi/mcp
Claim
Lets any MCP-capable AI client create and manage AI voice agents without writin…
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| 49971 |
mcp-bible
Claim
MCP server for Bible study, providing multi-version verse lookup, keyword/seman…
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| 49972 |
korea-space-support-mcp
Claim
AI agents can search and match Korean space, aerospace, and defense R\&D suppor…
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| 49973 |
condensation-mcp
Claim
Enables users to assess condensation and mold risk for building surfaces using …
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| 49974 |
MCP Google Trends Server
Claim
Provides access to Google Trends search interest data with backtesting support,…
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| 49975 |
Puppeteer Browser
Claim
Browser automation server that enables interaction with web pages, taking scree…
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| 49976 |
OneLore
Claim
Shared project context for AI agents and teams: docs, tasks, and messages that …
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| 49977 |
the-notebook-mcp
Claim
Enables AI agents to directly manipulate Jupyter Notebook cells and structure t…
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| 49978 |
rndocs
Claim
Search and read React Native documentation offline from the terminal.
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| 49979 |
Basecamp MCP Server
Claim
Enables AI assistants to automate Basecamp operations including project managem…
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| 49980 |
speak-to-me-mcp
Claim
This MCP server enables Claude to speak summaries, announcements, and explanati…
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| 49981 |
Membrane
Claim
An MCP server that gives AI agents persistent, verifiable memory by storing con…
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| 49982 |
Reprise
Claim
Un-flattens flat AI designs into editable layers with bit-perfect reproduction …
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| 49983 |
Enables image generation using Google's Gemini 2 API with customizable paramete…
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| 49984 |
repo-index-mcp
Claim
A local codebase retrieval tool that indexes a git repository into SQLite and p…
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| 49985 |
swisstopo-mcp
Claim
MCP server for Swiss federal geodata -- maps, elevation, geocoding, cadastral e…
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| 49986 |
Roam MCP
Claim
MCP server for Roam Research that enables AI assistants like Claude and Cursor …
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| 49987 |
Supabase Lite MCP Server
Claim
A lightweight MCP server that provides 8 essential Supabase database management…
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| 49988 |
garmin-mcp
Claim
Enables Claude to access and query your Garmin Connect data, including sleep, a…
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| 49989 |
Provides access to Roman Catholic Liturgical Calendar data, enabling retrieval …
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| 49990 |
mithra-mcp
Claim
Turns a one-person, multi-project workspace into state an agent can reason over…
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| 49991 |
Mockloop MCP
Claim
An Intelligent Model Context Protocol server that generates mock servers from O…
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| 49992 |
Generates formal string diagram visualizations of Lushy brick compositions, ena…
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| 49993 |
test_zikim
Claim
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| 49994 |
cic-mcp-shared
Claim
Enables cross-session memory, weighting, and factory/PR/artifact linking for CI…
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| 49995 |
ralph-wiggum-mcp
Claim
An enhanced Model Context Protocol (MCP) server implementing the Ralph Wiggum t…
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| 49996 |
Zileo Docs
Claim
MCP server for indexing, semantic search, and generation of multi-format docume…
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| 49997 |
Ares DevOps MCP Server
Claim
Enables seamless interaction with Azure DevOps for managing Git repositories, b…
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| 49998 |
simple_snowflake_mcp
Claim
Enables natural language querying and management of Snowflake databases, includ…
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| 49999 |
Scry
Claim
Free IPv4 lookups against a distributed attacker-observation corpus.
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| 50000 |
MCP server for Depyler: Python-to-Rust transpiler with analysis and verificatio…
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