Sandbox
140 repos for gis · ResearchClear
narumiruna/
yfinance-mcp

MCP server that gives agents Yahoo Finance data and charts.

191
jztan/pdf-mcpConnectors

An MCP server that gives your AI agent agentic RAG over your PDFs, one file or a whole folder: hybrid semantic + keyword search, selective page reads, tables, images, OCR, chart data, and multi-column/CJK layouts. The agent decides when to search; pdf-mcp does the retrieval.

133
krokozyab/
Agent-Fusion

Agent Fusion is a local RAG semantic search engine that gives AI agents instant access to your code, documentation (Markdown, Word, PDF). Query your codebase from code agents without hallucinations. Runs 100% locally, includes a lightweight embedding model, and optional multi-agent task orchestration. Deploy with a single JAR

73

MCP server for predictive maintenance and machinery fault diagnosis. Gives AI assistants evidence-based vibration analysis - FFT, envelope, bearing fault detection, ISO 20816-3 severity - with a measured, blind CWRU benchmark. Local-first: raw signals never leave your machine. Includes a Claude Code plugin.

83

817 structured cybersecurity skills for AI agents · Mapped to 6 frameworks: MITRE ATT&CK, NIST CSF 2.0, MITRE ATLAS, D3FEND, NIST AI RMF & MITRE F3 (Fight Fraud) · agentskills.io standard · Works with Claude Code, GitHub Copilot, Codex CLI, Cursor, Gemini CLI & 20+ platforms · 29 security domains · Apache 2.0

33k
helixml/koditConnectors

👩‍💻 MCP server to index external repositories

123
sdiehl/
sympy-mcp

A MCP server for symbolic manipulation of mathematical expressions

85

MCP server for enabling LLM applications to perform deep research via the MCP protocol

368
snowmead/
rust-docs-mcp

MCP server for agents to explore rust docs, analyze source code, and build with confidence

135

Use your favorite coding agent with any model.

193
zymazza/
mazzap

Mazzap, part of the Mazzstack: essentials for the Singularity Slowlife

151
bahdotsh/
indxr

A fast codebase indexer and knowledge wiki for AI agents.

72
bevibing/
socrates-skill

Socratic method teaching skill for Claude Code — guides users to discover answers through questioning

309
TickTockBent/
charlotte

Token-efficient browser MCP server — structured web pages for AI agents, not raw accessibility dumps

179
Augmented-Nature/
ChEMBL-MCP-Server

A comprehensive Model Context Protocol (MCP) server providing advanced access to the ChEMBL chemical database.

89
ihor-sokoliuk/
mcp-searxng

Private web search for AI assistants via SearXNG — supports Claude, Cursor, and any MCP client

1.2k

Comprehensive MCP server exposing dozens of capabilities to AI agents: multi-provider LLM delegation, browser automation, document processing, vector ops, and cognitive memory systems

158
ref-tools/
ref-tools-mcp

Helping coding agents never make mistakes working with public or private libraries without wasting the context window.

1.2k
NeoLi00/
memX

memX: self-learning, self-maintaining memory plugin for AI agents; native support for claude code, codex, and openclaw

407