AI Agents in Container
# AI Agents in Container # kasm Desktop ```bash docker run \ --name browser-use \ --shm-size=4096m \ -w /mnt \ -p 8080:6901 \ -e VNC_PW=password \ -id…
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Search Engine with RAG and MCP
Search Engine with RAG and MCP is a search engine that combines LangChain, Model Context Protocol (MCP), Retrieval-Augmented Generation (RAG), and Ollama to…
Ollama
Integrates with Ollama for local large language model inference, enabling text generation and model management without relying on cloud APIs.
Ollama Deep Researcher
Conducts deep research using local Ollama LLMs, leveraging Tavily and Perplexity for comprehensive search capabilities.
Parquet MCP Server
# parquet_mcp_server [](https://smithery.ai/server/@DeepSpringAI/parquet_mcp_server…
Focuslog
A background server that logs your desktop activity, calculates your Actions Per Minute (APM), and provides a clean, anonymized timeline of your work on…
Building an AI-Powered MCP Server with Spring AI: Querying Product Data without APIs
This MCP server is built with Spring AI and Spring Boot to expose a Product table (with fields like name, code, quantity, and price) to AI assistants using the…
parquet_mcp_server
# parquet_mcp_server [](https://smithery.ai/server/@DeepSpringAI/parquet_mcp_server…
Ollama Cloud Web Search Nodejs
A Node.js MCP server exposing Ollama's web search and web fetch APIs as MCP tools. TypeScript, stdio transport, npm-publishable.
Free2AITools — AI Model Discovery API & MCP Server
# Free2AITools — The Open-Source AI Registry Discover, rank, and compare AI models, datasets, papers, tools, and benchmarks. Updated daily, scored by the…
Llama3 Terminal
Integrates with Ollama's Llama3 model to provide a terminal-based chat interface with persistent context management and YouTube search capabilities via Node.js…
Outlook Email Processor
Integrates with Outlook to provide email processing, semantic search, and metadata storage capabilities using MongoDB and SQLite, enabling advanced analysis…
Albacore
Lightweight TypeScript server with Ollama integration that enables local text generation, embedding services, and optional Supabase database support for rapid…
RAGDocs (Vector Documentation Search)
Enables semantic documentation search and retrieval using vector databases, allowing for URL extraction, source management, and indexing queues with support…
🤖 Data Agents Platform
Data Agents are intelligent assistants built by data engineers to help non-data professionals navigate the organization’s data infrastructu
Lancelot-MCP
A containerized MCP server for LanceDB vector search, featuring hybrid processing with Gemini and Ollama.
codicil
Codicil indexes a repo's Markdown/YAML/TOML docs into a local Chroma store and exposes query_docs/reindex_docs over MCP. Uses Ollama embeddings when available…
memory-v2
Brain-inspired persistent memory MCP server with hybrid BM25+vector search, ACT-R activation scoring, FadeMem decay, and knowledge graphs — 17 tools, fully…
Utilify
AI agents compare and sign up for Texas utility plans — electricity, internet, gas, water, trash — ▎ at any ZIP code via MCP. Works with Claude, ChatGPT…
Code Embeddings
A knowledge management tool for code repositories using vector embeddings, powered by a local Ollama service.
ClaudeHopper (Construction Document Analysis)
Integrates with Claude Desktop to analyze construction documents, enabling semantic search across architectural drawings and specifications through LanceDB…
Mem0 (Long-Term Memory)
Provides persistent long-term memory capabilities through semantic indexing, retrieval, and search functions with support for multiple LLM providers and…
Solr Vector Search
Bridges Apache Solr search indexes with vector embeddings for hybrid keyword and semantic document retrieval, enabling contextual searches against structured…
QDrant RagDocs
Integrates Retrieval-Augmented Generation using Qdrant vector database and embeddings to enable semantic search and management of documentation.