TxtAI MCP Server

{ "cells": [ { "cell_type": "markdown", "id": "5a13697b", "metadata": {}, "source": [ "# Agentic College Search\n", "\n", "This example will demonstrate how to use `txtai` agents to identify list of strong engineering colleges with baseball programs 🎓⚙️⚾.\n", "\n", "We'll setup a default [agents.md](https://github.com/agentsmd/agents.md) file and then give an LLM access to the web.\n", "\n", "Let's get started!" ] }, { "cell_type": "markdown", "id": "face0f9e", "metadata": {}, "source": [ "# Install dependencies\n", "\n", "Install `txtai` and all dependencies." ] }, { "cell_type": "code", "execution_count": null, "id": "f5da3842", "metadata": {}, "outputs": [], "source": [ "%%capture\n", "!pip install git+https://github.com/neuml/txtai#egg=txtai[agent]" ] }, { "cell_type": "markdown", "id": "f9a6a500", "metadata": {}, "source": [ "# Define an `agents.md` file\n", "\n", "Next, we'll define an agents.md file. This file defines default behavior for our college search agent and is inserted into the system prompt of every agent run." ] }, { "cell_type": "code", "execution_count": null, "id": "4e0c500d", "metadata": {}, "outputs": [], "source": [ "%%writefile agents.md\n", "# College Researcher\n", "\n", "You are a college research agent. Your job is to help find the best matching schools given a set of criteria.\n", "\n", "## Academics\n", "\n", "Work to match the request with a set of schools that match the academic requirements\n", "\n", "## Athletics\n", "\n", "Some requests may be interested in collegiate athletics. Make sure to balance that with other parts of the request." ] }, { "cell_type": "markdown", "id": "83dee7de", "metadata": {}, "source": [ "# Identify the Top 20 schools\n", "\n", "Next, let's run a prompt to identify the best 20 colleges given a set of criteria.\n", "\n", "First, we'll setup the scaffolding code to create and run an agent. We'll use a [Qwen3 4B non-thinking LLM](https://huggingface.co/Qwen/Qwen3-4B-Instruct-2507) as the agent's model. We'll add the `websearch` and `webview` tools to the agent along with the `agents.md` file previously created.\n", "\n", "Additionally, we'll add a sliding window of the last 5 responses as \"agent memory\". This will help create a rolling dialogue. " ] }, { "cell_type": "code", "execution_count": null, "id": "410f2585", "metadata": {}, "outputs": [], "source": [ "from txtai import Agent\n", "from IPython.display import display, Markdown\n", "\n", "def run(query, reset=False):\n", " answer = agent(query, maxlength=60000, reset=reset)\n", " display(Markdown(answer))\n", "\n", "agent = Agent(model=\"Qwen/Qwen3-4B-Instruct-2507\", tools=[\"websearch\", \"webview\"], memory=5, instructions=\"agents.md\", max_steps=50)" ] }, { "cell_type": "markdown", "id": "53aa302b", "metadata": {}, "source": [ "Now we can run the search. To come up with our list of colleges, a series of web searches were executed by the agent. It's like if you had the superpower 🚀 to kick off 10+ web searches with slight variations each time as you go. It's a rapid fire set of operations to collect information for the LLM for analysis.\n", "\n", "_Note: The output below has the `verbosity_level` set to 0 for brevity. If you run this again, you'll get the full details with each step._" ] }, { "cell_type": "code", "execution_count": 2, "id": "f2d1ef2e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d4b702; text-decoration-color: #d4b702\">╭──────────────────────────────────────────────────── </span><span style=\"color: #d4b702; text-decoration-color: #d4b702; font-weight: bold\">New run</span><span style=\"color: #d4b702; text-decoration-color: #d4b702\"> ────────────────────────────────────────────────────╮</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">List 20 universities located in the Mid-Atlantic or Northeast that would be good candidates to consider with </span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">top 50 engineering programs and an active baseball team. Visit websites covering the top engineering schools in</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">the Mid-Atlantic and Northeast. Add a rationale for each of the picks in a few words.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">╰─ PipelineModel - Qwen/Qwen3-4B-Instruct-2507 ───────────────────────────────────────────────────────────────────╯</span>\n", "</pre>\n" ], "text/plain": [ "\u001b[38;2;212;183;2m╭─\u001b[0m\u001b[38;2;212;183;2m───────────────────────────────────────────────────\u001b[0m\u001b[38;2;212;183;2m \u001b[0m\u001b[1;38;2;212;183;2mNew run\u001b[0m\u001b[38;2;212;183;2m \u001b[0m\u001b[38;2;212;183;2m───────────────────────────────────────────────────\u001b[0m\u001b[38;2;212;183;2m─╮\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mList 20 universities located in the Mid-Atlantic or Northeast that would be good candidates to consider with \u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mtop 50 engineering programs and an active baseball team. Visit websites covering the top engineering schools in\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mthe Mid-Atlantic and Northeast. Add a rationale for each of the picks in a few words.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m╰─\u001b[0m\u001b[38;2;212;183;2m PipelineModel - Qwen/Qwen3-4B-Instruct-2507 \u001b[0m\u001b[38;2;212;183;2m──────────────────────────────────────────────────────────────────\u001b[0m\u001b[38;2;212;183;2m─╯\u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "Here are 20 universities in the Mid-Atlantic or Northeast with top 50 engineering programs and active baseball teams, along with a brief rationale for each:\n", "\n", "1. **Massachusetts Institute of Technology (MIT)** – Top-ranked engineering program in the Northeast with a strong research focus and active baseball team.\n", "2. **Princeton University** – Renowned for engineering excellence and competitive baseball in the Ivy League.\n", "3. **Columbia University** – Strong engineering programs and a consistently active baseball team.\n", "4. **University of Pennsylvania** – Top-tier engineering and a well-established baseball program in the Ivy League.\n", "5. **Carnegie Mellon University** – Leading in computer and engineering fields with a competitive baseball team.\n", "6. **Cornell University** – Excellent engineering programs and a strong baseball presence.\n", "7. **Northeastern University** – Strong engineering programs and active baseball team.\n", "8. **New York University** – Top engineering programs with a competitive baseball team.\n", "9. **Rensselaer Polytechnic Institute (RPI)** – Strong engineering focus and active baseball in the Liberty League.\n", "10. **Rutgers University** – Top engineering programs and a well-established baseball team.\n", "11. **Lehigh University** – Strong engineering and active baseball in the Patriot League.\n", "12. **University of Connecticut** – Top engineering programs and a competitive baseball team.\n", "13. **University of Massachusetts Amherst** – Solid engineering programs and active baseball.\n", "14. **University of Massachusetts Lowell** – Strong engineering and active baseball in the America East Conference.\n", "15. **Syracuse University** – Top engineering programs and a competitive baseball team.\n", "16. **Boston University** – Strong engineering and active baseball.\n", "17. **Dartmouth College** – Excellent engineering programs and competitive baseball.\n", "18. **Brown University** – Top engineering and active baseball.\n", "19. **Bucknell University** – Solid engineering and active baseball.\n", "20. **University of Rochester** – Strong engineering and competitive baseball.\n", "\n", "These institutions combine top-tier engineering programs with active collegiate baseball teams, making them excellent candidates for students seeking both academic excellence and athletic engagement." ], "text/plain": [ "<IPython.core.display.Markdown object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run((\n", " \"List 20 universities located in the Mid-Atlantic or Northeast that would be good candidates to consider \"\n", " \"with top 50 engineering programs and an active baseball team. \"\n", " \"Visit websites covering the top engineering schools in the Mid-Atlantic and Northeast. \"\n", " \"Add a rationale for each of the picks in a few words. \"\n", "))" ] }, { "cell_type": "markdown", "id": "a7533137", "metadata": {}, "source": [ "Interesting! Looks like quite an impressive list of colleges. This output is the product of taking the results of 10+ web searches and analyzing the results with an LLM. A very practical and realistic use of \"Agentic AI\". This is a great list of strong engineering schools with baseball programs 🎓⚙️⚾.\n", "\n", "Let's narrow it down to the top 5 engineering schools." ] }, { "cell_type": "code", "execution_count": 105, "id": "5e261825", "metadata": {}, "outputs": [ { "data": { "text/html": [ "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d4b702; text-decoration-color: #d4b702\">╭──────────────────────────────────────────────────── </span><span style=\"color: #d4b702; text-decoration-color: #d4b702; font-weight: bold\">New run</span><span style=\"color: #d4b702; text-decoration-color: #d4b702\"> ────────────────────────────────────────────────────╮</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">Read the list below and pick the Top 5 engineering programs.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">Use the following conversation history to help answer the question above.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">User: List 20 universities located in the Mid-Atlantic or Northeast that would be good candidates to consider </span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">with top 50 engineering programs and an active baseball team. Visit websites covering the top engineering </span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">schools in the Mid-Atlantic and Northeast. Add a rationale for each of the picks in a few words. </span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">Assistant: Here are 20 universities in the Mid-Atlantic or Northeast with top 50 engineering programs and </span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">active baseball teams, along with a brief rationale for each:</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">1. **Massachusetts Institute of Technology (MIT)** – Top-ranked engineering program in the Northeast with a </span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">strong research focus and active baseball team.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">2. **Princeton University** – Renowned for engineering excellence and competitive baseball in the Ivy League.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">3. **Columbia University** – Strong engineering programs and a consistently active baseball team.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">4. **University of Pennsylvania** – Top-tier engineering and a well-established baseball program in the Ivy </span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">League.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">5. **Carnegie Mellon University** – Leading in computer and engineering fields with a competitive baseball </span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">team.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">6. **Cornell University** – Excellent engineering programs and a strong baseball presence.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">7. **Northeastern University** – Strong engineering programs and active baseball team.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">8. **New York University** – Top engineering programs with a competitive baseball team.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">9. **Rensselaer Polytechnic Institute (RPI)** – Strong engineering focus and active baseball in the Liberty </span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">League.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">10. **Rutgers University** – Top engineering programs and a well-established baseball team.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">11. **Lehigh University** – Strong engineering and active baseball in the Patriot League.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">12. **University of Connecticut** – Top engineering programs and a competitive baseball team.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">13. **University of Massachusetts Amherst** – Solid engineering programs and active baseball.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">14. **University of Massachusetts Lowell** – Strong engineering and active baseball in the America East </span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">Conference.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">15. **Syracuse University** – Top engineering programs and a competitive baseball team.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">16. **Boston University** – Strong engineering and active baseball.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">17. **Dartmouth College** – Excellent engineering programs and competitive baseball.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">18. **Brown University** – Top engineering and active baseball.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">19. **Bucknell University** – Solid engineering and active baseball.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">20. **University of Rochester** – Strong engineering and competitive baseball.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">These institutions combine top-tier engineering programs with active collegiate baseball teams, making them </span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">excellent candidates for students seeking both academic excellence and athletic engagement.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"font-weight: bold\">If the history is irrelevant, forget it and use other tools to answer the question.</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span> <span style=\"color: #d4b702; text-decoration-color: #d4b702\">│</span>\n", "<span style=\"color: #d4b702; text-decoration-color: #d4b702\">╰─ PipelineModel - Qwen/Qwen3-4B-Instruct-2507 ───────────────────────────────────────────────────────────────────╯</span>\n", "</pre>\n" ], "text/plain": [ "\u001b[38;2;212;183;2m╭─\u001b[0m\u001b[38;2;212;183;2m───────────────────────────────────────────────────\u001b[0m\u001b[38;2;212;183;2m \u001b[0m\u001b[1;38;2;212;183;2mNew run\u001b[0m\u001b[38;2;212;183;2m \u001b[0m\u001b[38;2;212;183;2m───────────────────────────────────────────────────\u001b[0m\u001b[38;2;212;183;2m─╮\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mRead the list below and pick the Top 5 engineering programs.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mUse the following conversation history to help answer the question above.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mUser: List 20 universities located in the Mid-Atlantic or Northeast that would be good candidates to consider \u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mwith top 50 engineering programs and an active baseball team. Visit websites covering the top engineering \u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mschools in the Mid-Atlantic and Northeast. Add a rationale for each of the picks in a few words. \u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mAssistant: Here are 20 universities in the Mid-Atlantic or Northeast with top 50 engineering programs and \u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mactive baseball teams, along with a brief rationale for each:\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m1. **Massachusetts Institute of Technology (MIT)** – Top-ranked engineering program in the Northeast with a \u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mstrong research focus and active baseball team.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m2. **Princeton University** – Renowned for engineering excellence and competitive baseball in the Ivy League.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m3. **Columbia University** – Strong engineering programs and a consistently active baseball team.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m4. **University of Pennsylvania** – Top-tier engineering and a well-established baseball program in the Ivy \u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mLeague.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m5. **Carnegie Mellon University** – Leading in computer and engineering fields with a competitive baseball \u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mteam.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m6. **Cornell University** – Excellent engineering programs and a strong baseball presence.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m7. **Northeastern University** – Strong engineering programs and active baseball team.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m8. **New York University** – Top engineering programs with a competitive baseball team.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m9. **Rensselaer Polytechnic Institute (RPI)** – Strong engineering focus and active baseball in the Liberty \u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mLeague.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m10. **Rutgers University** – Top engineering programs and a well-established baseball team.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m11. **Lehigh University** – Strong engineering and active baseball in the Patriot League.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m12. **University of Connecticut** – Top engineering programs and a competitive baseball team.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m13. **University of Massachusetts Amherst** – Solid engineering programs and active baseball.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m14. **University of Massachusetts Lowell** – Strong engineering and active baseball in the America East \u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mConference.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m15. **Syracuse University** – Top engineering programs and a competitive baseball team.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m16. **Boston University** – Strong engineering and active baseball.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m17. **Dartmouth College** – Excellent engineering programs and competitive baseball.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m18. **Brown University** – Top engineering and active baseball.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m19. **Bucknell University** – Solid engineering and active baseball.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1m20. **University of Rochester** – Strong engineering and competitive baseball.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mThese institutions combine top-tier engineering programs with active collegiate baseball teams, making them \u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mexcellent candidates for students seeking both academic excellence and athletic engagement.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[1mIf the history is irrelevant, forget it and use other tools to answer the question.\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m│\u001b[0m \u001b[38;2;212;183;2m│\u001b[0m\n", "\u001b[38;2;212;183;2m╰─\u001b[0m\u001b[38;2;212;183;2m PipelineModel - Qwen/Qwen3-4B-Instruct-2507 \u001b[0m\u001b[38;2;212;183;2m──────────────────────────────────────────────────────────────────\u001b[0m\u001b[38;2;212;183;2m─╯\u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "The top 5 engineering programs from the list of universities in the Mid-Atlantic or Northeast with active baseball teams are:\n", "\n", "1. **Massachusetts Institute of Technology (MIT)** – Top-ranked engineering program in the Northeast with a strong research focus and active baseball team.\n", "2. **Princeton University** – Renowned for engineering excellence and competitive baseball in the Ivy League.\n", "3. **Carnegie Mellon University** – Leading in computer and engineering fields with a competitive baseball team.\n", "4. **Cornell University** – Excellent engineering programs and a strong baseball presence.\n", "5. **University of Pennsylvania** – Top-tier engineering and a well-established baseball program in the Ivy League.\n", "\n", "These schools stand out due to their exceptional engineering programs and active collegiate baseball teams, offering a balanced academic and athletic experience." ], "text/plain": [ "<IPython.core.display.Markdown object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run(\"Read the list below and pick the Top 5 engineering programs.\")" ] }, { "cell_type": "markdown", "id": "e6c27f16", "metadata": {}, "source": [ "# Wrapping up\n", "\n", "This example showed how to run an Agentic Loop that identified the best set of colleges to research further. It's an agent with memory and can be used to build an ongoing dialogue with an agent. Give it a try!" ] } ], "metadata": { "kernelspec": { "display_name": "local", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.19" } }, "nbformat": 4, "nbformat_minor": 5 }