Sandbox
785 repos · Any agent · ResearchClear
sandraschi/
calibremcp

Calibre library automation via FastMCP — metadata, shelves, RAG-friendly export. Companion to Calibre, not a replacement. For Cursor / Claude Desktop.

42
symgraph/
BinAssistMCP

Binary Ninja plugin to provide MCP functionality.

49
gradion-ai/
ipybox

Unified execution environment for Python code, shell commands, and programmatic MCP tool calls.

73
rianvdm/
lastfm-mcp

An MCP server that provides seamless access to a user's Last.fm listening data and music information via AI assistants like Claude.

47
quarkusio/
quarkus-workshop-langchain4j

Quarkus LangChain4J Workshop that demonstrates both single AI service capabilities and Agentic AI orchestration

97
EtienneChollet/
ontomics

Extract domain knowledge from codebases to reduce LLM token consumption by 20x and time in agentic search by 10x — gathers and makes concepts, naming conventions, and vocabulary queryable via MCP.

41
jdez427/
claude-ipc-mcp

AI-to-AI communication protocol for Claude, Gemini, and other AI assistants

133
ma-compbio-lab/
SkillFoundry

A framework for discovering, compiling, and validating reusable skills for scientific agents.

39
mctrinh/
awesome-mcp-servers

A curated list of excellent Model Context Protocol (MCP) servers.

46
AnalyticAce/
binance-mcp-server

Unofficial tools and server implementation for Binance's Model Context Protocol (MCP). Designed to support developers building crypto trading AI Agents.

47
st3v3nmw/
sourcerer-mcp

MCP for semantic code search & navigation that reduces token waste

119

🔥🖥️ MCP Memory is a MCP Server that gives MCP Clients (Cursor, Claude, Windsurf and more) the ability to remember information about users (preferences, behaviors) across conversations.

155
entanglr/
zettelkasten-mcp

A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, explore and synthesize atomic notes through Claude and other MCP-compatible clients.

163
KatherLab/
STAMP
KatherLab/STAMPFrameworks & SDKs

Solid Tumor Associative Modeling in Pathology

128
thevibeworks/
claude-code-docs

Everything Anthropic ships for builders, archived and updated 4× daily. 3,900+ files. 12 sources. API, Claude Code, MCP, docs, cookbooks, skills, plugins.

41
fastly/
mcp
fastly/mcpConnectors

Model Context Protocol (MCP) server for AI-powered Fastly CDN management.

39

Extract public Spotify data — tracks, albums, artists, playlists, podcasts & lyrics — without the official API. Sync + async, typed models, one dependency.

301
cafferychen777/
ChatSpatial

MCP server for spatial transcriptomics analysis through natural language interfaces.

44
webworn/
openfoam-mcp-server

LLM-powered OpenFOAM MCP server for intelligent CFD education with Socratic questioning and expert error resolution

116
invariantlabs-ai/
mcp-streamable-http

Example implementation of MCP Streamable HTTP client/server in Python and TypeScript.

131
rcontesti/
IB_MCP

This project provides an Interactive Brokers (IB) API interface using the Model Context Protocol (MCP).

140
DMontgomery40/
pentest-mcp

NOT for educational purposes: An MCP server for professional penetration testers including STDIO/HTTP/SSE support, nmap, go/dirbuster, nikto, JtR, hashcat, wordlist building, and more.

145

Write detections, investigate alerts, and query logs from your favorite AI agents

47