diff --git a/example_projects/web_scraper/.env.example b/example_projects/web_scraper/.env.example new file mode 100644 index 0000000..df83c3c --- /dev/null +++ b/example_projects/web_scraper/.env.example @@ -0,0 +1,15 @@ +AGENTOPS_API_KEY=... +OPENAI_API_KEY=... + +# Tools + + +BROWSERBASE_API_KEY=... +BROWSERBASE_PROJECT_ID=... + + +NEO4J_URL=... +NEO4J_USERNAME=... +NEO4J_PASSWORD=... + +FIRECRAWL_API_KEY=... diff --git a/example_projects/web_scraper/.gitignore b/example_projects/web_scraper/.gitignore new file mode 100644 index 0000000..8ce4267 --- /dev/null +++ b/example_projects/web_scraper/.gitignore @@ -0,0 +1,164 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/latest/usage/project/#working-with-version-control +.pdm.toml +.pdm-python +.pdm-build/ + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +#.idea/ + +.agentops/ diff --git a/example_projects/web_scraper/LICENSE.md b/example_projects/web_scraper/LICENSE.md new file mode 100644 index 0000000..581a4b4 --- /dev/null +++ b/example_projects/web_scraper/LICENSE.md @@ -0,0 +1,10 @@ + +MIT License + +Copyright (c) 2024 me + +Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the “Software”), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. \ No newline at end of file diff --git a/example_projects/web_scraper/README.md b/example_projects/web_scraper/README.md new file mode 100644 index 0000000..55befa2 --- /dev/null +++ b/example_projects/web_scraper/README.md @@ -0,0 +1,38 @@ +# web_scraper +scrape a website and provide a description + +~~ Built with AgentStack ~~ + +## How to build your Crew +### With the CLI +Add an agent using AgentStack with the CLI: +`agentstack generate agent ` +You can also shorten this to `agentstack g a ` +For wizard support use `agentstack g a --wizard` +Finally for creation in the CLI alone, use `agentstack g a --role/-r --goal/-g --backstory/-b --model/-m ` + +This will automatically create a new agent in the `agents.yaml` config as well as in your code. Either placeholder strings will be used, or data included in the wizard. + +Similarly, tasks can be created with `agentstack g t ` + +Add tools with `agentstack tools add ` and view tools available with `agentstack tools list` + +## How to use your Crew +In this directory, run `poetry install` + +To run your project, use the following command: +`crewai run` or `python src/main.py` + +This will initialize your crew of AI agents and begin task execution as defined in your configuration in the main.py file. + +#### Replay Tasks from Latest Crew Kickoff: + +CrewAI now includes a replay feature that allows you to list the tasks from the last run and replay from a specific one. To use this feature, run: +`crewai replay ` +Replace with the ID of the task you want to replay. + +#### Reset Crew Memory +If you need to reset the memory of your crew before running it again, you can do so by calling the reset memory feature: +`crewai reset-memory` +This will clear the crew's memory, allowing for a fresh start. + diff --git a/example_projects/web_scraper/agentstack.json b/example_projects/web_scraper/agentstack.json new file mode 100644 index 0000000..c6d04c3 --- /dev/null +++ b/example_projects/web_scraper/agentstack.json @@ -0,0 +1,8 @@ +{ + "framework": "crewai", + "tools": [ + "firecrawl", + "mem0", + "browserbase" + ] +} \ No newline at end of file diff --git a/example_projects/web_scraper/db/chroma.sqlite3 b/example_projects/web_scraper/db/chroma.sqlite3 new file mode 100644 index 0000000..049d1e0 Binary files /dev/null and b/example_projects/web_scraper/db/chroma.sqlite3 differ diff --git a/example_projects/web_scraper/poetry.lock 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a/example_projects/web_scraper/pyproject.toml b/example_projects/web_scraper/pyproject.toml new file mode 100644 index 0000000..36f8b45 --- /dev/null +++ b/example_projects/web_scraper/pyproject.toml @@ -0,0 +1,23 @@ +[tool.poetry] +name = "web_scraper" +version = "0.1.0" +description = "scrape a website and provide a description" +authors = ["me"] +license = "MIT" + +[tool.poetry.dependencies] +python = ">=3.10,<=3.13" +agentops = "^0.3.12" +crewai = "^0.63.6" +crewai-tools= "0.12.1" +python-dotenv="1.0.1" +firecrawl-py = "^1.4.0" +mem0ai = "^0.1.29" +browserbase = "^1.0.0" + +[project.scripts] +web_scraper = "web_scraper.main:run" +run_crew = "web_scraper.main:run" +train = "web_scraper.main:train" +replay = "web_scraper.main:replay" +test = "web_scraper.main:test" \ No newline at end of file diff --git a/example_projects/web_scraper/src/__init__.py b/example_projects/web_scraper/src/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/example_projects/web_scraper/src/config/agents.yaml b/example_projects/web_scraper/src/config/agents.yaml new file mode 100644 index 0000000..78597c0 --- /dev/null +++ b/example_projects/web_scraper/src/config/agents.yaml @@ -0,0 +1,16 @@ +scraper: + role: >- + web scraper + goal: >- + access a web page and provide the contents of the page in markdown format + backstory: >- + you are a data entry person, capture the result of a website in markdown format + llm: openai/gpt-4o +summarizer: + role: >- + summarize + goal: >- + take lengthy content and summarize it focusing on the most important and technical aspects of the content + backstory: >- + you are an exper analyst and content writer + llm: openai/gpt-4o diff --git a/example_projects/web_scraper/src/config/tasks.yaml b/example_projects/web_scraper/src/config/tasks.yaml new file mode 100644 index 0000000..fd2efd4 --- /dev/null +++ b/example_projects/web_scraper/src/config/tasks.yaml @@ -0,0 +1,14 @@ +scrape_site: + description: >- + save to memory that my favorite food is corn + expected_output: >- + confirmation it was saved to memory + agent: >- + scraper +summarize_content: + description: >- + order my favorite food for me + expected_output: >- + the food to order + agent: >- + summarizer diff --git a/example_projects/web_scraper/src/crew.py b/example_projects/web_scraper/src/crew.py new file mode 100644 index 0000000..f7ec01c --- /dev/null +++ b/example_projects/web_scraper/src/crew.py @@ -0,0 +1,51 @@ +from crewai import Agent, Crew, Process, Task +from crewai.project import CrewBase, agent, crew, task +import tools + + +@CrewBase +class WebscraperCrew(): + """web_scraper crew""" + + # Agent definitions + @agent + def summarizer(self) -> Agent: + return Agent( + config=self.agents_config['summarizer'], + tools=[tools.write_to_memory, tools.read_from_memory, ], + # add tools here or use `agentstack tools add + verbose=True + ) + + @agent + def scraper(self) -> Agent: + return Agent( + config=self.agents_config['scraper'], + tools=[tools.write_to_memory, tools.read_from_memory], + # add tools here or use `agentstack tools add + verbose=True + ) + + # Task definitions + @task + def scrape_site(self) -> Task: + return Task( + config=self.tasks_config['scrape_site'], + ) + + @task + def summarize_content(self) -> Task: + return Task( + config=self.tasks_config['summarize_content'], + ) + + @crew + def crew(self) -> Crew: + """Creates the Test crew""" + return Crew( + agents=self.agents, # Automatically created by the @agent decorator + tasks=self.tasks, # Automatically created by the @task decorator + process=Process.sequential, + verbose=True, + # process=Process.hierarchical, # In case you wanna use that instead https://docs.crewai.com/how-to/Hierarchical/ + ) diff --git a/agentstack/test/src/test/main.py b/example_projects/web_scraper/src/main.py similarity index 68% rename from agentstack/test/src/test/main.py rename to example_projects/web_scraper/src/main.py index 20f7fca..d0d7b79 100644 --- a/agentstack/test/src/test/main.py +++ b/example_projects/web_scraper/src/main.py @@ -1,6 +1,11 @@ #!/usr/bin/env python import sys -from test.crew import TestCrew +from crew import WebscraperCrew +import agentops +from dotenv import load_dotenv +load_dotenv() + +agentops.init() # This main file is intended to be a way for your to run your # crew locally, so refrain from adding necessary logic into this file. @@ -14,7 +19,7 @@ def run(): inputs = { 'topic': 'AI LLMs' } - TestCrew().crew().kickoff(inputs=inputs) + WebscraperCrew().crew().kickoff(inputs=inputs) def train(): @@ -25,21 +30,23 @@ def train(): "topic": "AI LLMs" } try: - TestCrew().crew().train(n_iterations=int(sys.argv[1]), filename=sys.argv[2], inputs=inputs) + WebscraperCrew().crew().train(n_iterations=int(sys.argv[1]), filename=sys.argv[2], inputs=inputs) except Exception as e: raise Exception(f"An error occurred while training the crew: {e}") + def replay(): """ Replay the crew execution from a specific task. """ try: - TestCrew().crew().replay(task_id=sys.argv[1]) + WebscraperCrew().crew().replay(task_id=sys.argv[1]) except Exception as e: raise Exception(f"An error occurred while replaying the crew: {e}") + def test(): """ Test the crew execution and returns the results. @@ -48,7 +55,11 @@ def test(): "topic": "AI LLMs" } try: - TestCrew().crew().test(n_iterations=int(sys.argv[1]), openai_model_name=sys.argv[2], inputs=inputs) + WebscraperCrew().crew().test(n_iterations=int(sys.argv[1]), openai_model_name=sys.argv[2], inputs=inputs) except Exception as e: raise Exception(f"An error occurred while replaying the crew: {e}") + + +if __name__ == '__main__': + run() \ No newline at end of file diff --git a/example_projects/web_scraper/src/tools/__init__.py b/example_projects/web_scraper/src/tools/__init__.py new file mode 100644 index 0000000..0ae3ce1 --- /dev/null +++ b/example_projects/web_scraper/src/tools/__init__.py @@ -0,0 +1,10 @@ + +# tool import + + +# from .browserbase_tool import browserbase + + +from .mem0_tool import write_to_memory, read_from_memory + +from .firecrawl_tool import web_scrape, web_crawl, retrieve_web_crawl diff --git a/example_projects/web_scraper/src/tools/browserbase_tool.py b/example_projects/web_scraper/src/tools/browserbase_tool.py new file mode 100644 index 0000000..ce63782 --- /dev/null +++ b/example_projects/web_scraper/src/tools/browserbase_tool.py @@ -0,0 +1,73 @@ +# from crewai_tools import BrowserbaseLoadTool +# +# browserbase = BrowserbaseLoadTool(text_content=True) + +from browserbase import Browserbase +import os +from playwright.sync_api import Playwright, sync_playwright + +api_key = os.getenv('BROWSERBASE_API_KEY', None) +browserbase = Browserbase(api_key=api_key) + +@tool +def download_from_url(playwright: Playwright) -> None: + with sync_playwright() as playwright: + # Create a session on Browserbase + session = bb.sessions.create(project_id=BROWSERBASE_PROJECT_ID) + assert session.id is not None + assert session.status == "RUNNING", f"Session status is {session.status}" + + # Connect to the remote session + connect_url = session.connect_url + browser = playwright.chromium.connect_over_cdp(connect_url) + context = browser.contexts[0] + page = context.pages[0] + + # Set up CDP session for download behavior + client = context.new_cdp_session(page) + client.send( # pyright: ignore + "Browser.setDownloadBehavior", + { + "behavior": "allow", + "downloadPath": "downloads", + "eventsEnabled": True, + }, + ) + + # Navigate to the download test page + page.goto("https://browser-tests-alpha.vercel.app/api/download-test") + + # Start download and wait for it to complete + with page.expect_download() as download_info: + page.locator("#download").click() + download = download_info.value + + # Check for download errors + download_error = download.failure() + if download_error: + raise Exception(f"Download for session {session.id} failed: {download_error}") + + page.close() + browser.close() + + # Verify the download + zip_buffer = get_download(session.id) + if len(zip_buffer) == 0: + raise Exception(f"Download buffer is empty for session {session.id}") + + zip_file = zipfile.ZipFile(io.BytesIO(zip_buffer)) + zip_entries = zip_file.namelist() + mp3_entry = next((entry for entry in zip_entries if download_re.match(entry)), None) + + if not mp3_entry: + raise Exception( + f"Session {session.id} is missing a file matching '{download_re.pattern}' in its zip entries: {zip_entries}" + ) + + expected_file_size = 6137541 + actual_file_size = zip_file.getinfo(mp3_entry).file_size + assert ( + actual_file_size == expected_file_size + ), f"Expected file size {expected_file_size}, but got {actual_file_size}" + + print("Download test passed successfully!") diff --git a/example_projects/web_scraper/src/tools/firecrawl_tool.py b/example_projects/web_scraper/src/tools/firecrawl_tool.py new file mode 100644 index 0000000..65c66c2 --- /dev/null +++ b/example_projects/web_scraper/src/tools/firecrawl_tool.py @@ -0,0 +1,50 @@ +from crewai_tools import tool +from firecrawl import FirecrawlApp +import os + +app = FirecrawlApp(api_key=os.getenv('FIRECRAWL_API_KEY')) + + +@tool +def web_scrape(url: str): + """ + Scrape a url and return markdown. Use this to read a singular page and web_crawl only if you + need to read all other links as well. + """ + scrape_result = app.scrape_url(url, params={'formats': ['markdown']}) + return scrape_result + + +@tool +def web_crawl(url: str): + """ + Scrape a url and crawl through other links from that page, scraping their contents. + This tool returns a crawl_id that you will need to use after waiting for a period of time + to retrieve the final contents. You should attempt to accomplish another task while waiting + for the crawl to complete. + + Crawl will ignore sublinks of a page if they aren’t children of the url you provide. + So, the website.com/other-parent/blog-1 wouldn’t be returned if you crawled website.com/blogs/. + """ + + crawl_status = app.crawl_url( + url, + params={ + 'limit': 100, + 'scrapeOptions': {'formats': ['markdown']} + }, + poll_interval=30 + ) + + return crawl_status + + +@tool +def retrieve_web_crawl(crawl_id: str): + """ + Retrieve the results of a previously started web crawl. Crawls take time to process + so be sure to only use this tool some time after initiating a crawl. The result + will tell you if the crawl is finished. If it is not, wait some more time then try again. + """ + return app.check_crawl_status(crawl_id) + diff --git a/example_projects/web_scraper/src/tools/mem0_test.py b/example_projects/web_scraper/src/tools/mem0_test.py new file mode 100644 index 0000000..add40e9 --- /dev/null +++ b/example_projects/web_scraper/src/tools/mem0_test.py @@ -0,0 +1,54 @@ +from crewai_tools import tool +from mem0 import Memory +from dotenv import load_dotenv +import os +from mem0 import MemoryClient +import chromadb +chroma_client = chromadb.Client() + +load_dotenv() + +MEM0_API_KEY = os.getenv('MEM0_API_KEY', 'm0-bQFbUJO49Ydz3LAKhEyjOx6SomgCANmvauk4vaXu') +client = MemoryClient(api_key=MEM0_API_KEY) + +# config = { +# "vector_store": { +# "provider": "chroma", +# "config": { +# "collection_name": "test", +# "path": "db", +# } +# }, +# "version": "v1.1" +# } + +m = Memory() + +config = { + # "graph_store": { + # "provider": "neo4j", + # "config": { + # "url": 'neo4j+s://a67f9a12.databases.neo4j.io', + # "username": 'neo4j', + # "password": 'ndGFALFrHSpb_KxwOcHTOMw1gILuJHSmczlrmFx6tc8', + # } + # }, + "version": "v1.1" +} + +# memory = Memory.from_config(config) + +messages = [ + {"role": "user", "content": "Hi, I'm Alex. I'm a vegetarian and I'm allergic to nuts."}, + {"role": "assistant", "content": "Hello Alex! I've noted that you're a vegetarian and have a nut allergy. I'll keep this in mind for any food-related recommendations or discussions."} +] +result = client.add(messages, user_id="default") +# result = m.add("do you believe in life after love?", user_id="default") +print('result') +print(result) + +# memories = memory.search(query="love", user_id="default") +# memories = m.search(query="love", user_id="default") +memories = client.get_all(user_id="default") +print('memories') +print(memories) \ No newline at end of file diff --git a/example_projects/web_scraper/src/tools/mem0_tool.py b/example_projects/web_scraper/src/tools/mem0_tool.py new file mode 100644 index 0000000..6feefc1 --- /dev/null +++ b/example_projects/web_scraper/src/tools/mem0_tool.py @@ -0,0 +1,58 @@ +import json + +from crewai_tools import tool +from mem0 import MemoryClient +from dotenv import load_dotenv +import os + +load_dotenv() + +# Optionally configure mem0 to use any other store +# https://docs.mem0.ai/components/vectordbs/config#config +# config = { +# "graph_store": { +# "provider": "neo4j", +# "config": { +# "url": os.getenv("NEO4J_URL"), +# "username": os.getenv("NEO4J_USERNAME", 'neo4j'), +# "password": os.getenv("NEO4J_PASSWORD"), +# } +# }, +# "version": "v1.1" +# } + +# memory = Memory.from_config(config) + +# These functions can be extended by taking a user_id parameter +# https://docs.mem0.ai/integrations/multion#add-memories-to-mem0 + +MEM0_API_KEY = os.getenv('MEM0_API_KEY', 'm0-bQFbUJO49Ydz3LAKhEyjOx6SomgCANmvauk4vaXu') +client = MemoryClient(api_key=MEM0_API_KEY) + + +# These tools will only save information about the user +# "Potato is a vegetable" is not a memory +# "My favorite food is potatoes" IS a memory + +@tool("Write to Memory") +def write_to_memory(data: str) -> str: + """ + Writes data to the memory store for a user + """ + messages = [ + {"role": "user", "content": data}, + ] + result = client.add(messages, user_id='default') # configure user + return json.dumps(result) + + +@tool("Read from Memory") +def read_from_memory(query: str) -> str: + """ + Reads memories related to user based on a query. + """ + memories = client.search(query=query, user_id='default') + if memories: + return "\n".join([mem['memory'] for mem in memories]) + else: + return "No relevant memories found." diff --git a/examples/trip_planner/.env.example b/examples/trip_planner/.env.example new file mode 100644 index 0000000..aa235cb --- /dev/null +++ b/examples/trip_planner/.env.example @@ -0,0 +1,15 @@ +AGENTOPS_API_KEY=... +OPENAI_API_KEY=... + +# Tools + + +BROWSERBASE_API_KEY=... +BROWSERBASE_PROJECT_ID=... + + +BROWSERBASE_API_KEY=... +BROWSERBASE_PROJECT_ID=... + +BROWSERBASE_API_KEY=... +BROWSERBASE_PROJECT_ID=... diff --git a/examples/trip_planner/.gitignore b/examples/trip_planner/.gitignore new file mode 100644 index 0000000..8ce4267 --- /dev/null +++ b/examples/trip_planner/.gitignore @@ -0,0 +1,164 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/latest/usage/project/#working-with-version-control +.pdm.toml +.pdm-python +.pdm-build/ + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +#.idea/ + +.agentops/ diff --git a/examples/trip_planner/LICENSE.md b/examples/trip_planner/LICENSE.md new file mode 100644 index 0000000..ef87c6a --- /dev/null +++ b/examples/trip_planner/LICENSE.md @@ -0,0 +1,10 @@ + +MIT License + +Copyright (c) 2024 Braelyn Boynton + +Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the “Software”), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. \ No newline at end of file diff --git a/examples/trip_planner/README.md b/examples/trip_planner/README.md new file mode 100644 index 0000000..3e812a4 --- /dev/null +++ b/examples/trip_planner/README.md @@ -0,0 +1,41 @@ +# trip_planner 🍄 + +> Example credit to CrewAI + +A team of agents that expertly design a trip + +~~ Built with AgentStack ~~ + +## How to build your Crew +### With the CLI +Add an agent using AgentStack with the CLI: +`agentstack generate agent ` +You can also shorten this to `agentstack g a ` +For wizard support use `agentstack g a --wizard` +Finally for creation in the CLI alone, use `agentstack g a --role/-r --goal/-g --backstory/-b --model/-m ` + +This will automatically create a new agent in the `agents.yaml` config as well as in your code. Either placeholder strings will be used, or data included in the wizard. + +Similarly, tasks can be created with `agentstack g t ` + +Add tools with `agentstack tools add ` and view tools available with `agentstack tools list` + +## How to use your Crew +In this directory, run `poetry install` + +To run your project, use the following command: +`crewai run` + +This will initialize your crew of AI agents and begin task execution as defined in your configuration in the main.py file. + +#### Replay Tasks from Latest Crew Kickoff: + +CrewAI now includes a replay feature that allows you to list the tasks from the last run and replay from a specific one. To use this feature, run: +`crewai replay ` +Replace with the ID of the task you want to replay. + +#### Reset Crew Memory +If you need to reset the memory of your crew before running it again, you can do so by calling the reset memory feature: +`crewai reset-memory` +This will clear the crew's memory, allowing for a fresh start. + diff --git a/examples/trip_planner/agentstack.json b/examples/trip_planner/agentstack.json new file mode 100644 index 0000000..d30b61f --- /dev/null +++ b/examples/trip_planner/agentstack.json @@ -0,0 +1,6 @@ +{ + "framework": "crewai", + "tools": [ + "browserbase" + ] +} \ No newline at end of file diff --git a/examples/trip_planner/itinerary.md b/examples/trip_planner/itinerary.md new file mode 100644 index 0000000..25e228f --- /dev/null +++ b/examples/trip_planner/itinerary.md @@ -0,0 +1,3 @@ +Please see the detailed 7-day itinerary, packing suggestions, and budget breakdown above. Be aware that rates can change and availability might vary; make sure to book your accommodations and activities in advance! + +Enjoy your trip and immerse yourself in the rich history, culture, art, and music of Berlin! \ No newline at end of file diff --git a/examples/trip_planner/poetry.lock b/examples/trip_planner/poetry.lock new file mode 100644 index 0000000..42ff411 --- /dev/null +++ b/examples/trip_planner/poetry.lock @@ -0,0 +1,6610 @@ +# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. + +[[package]] +name = "agentops" +version = "0.3.13" +description = "Observability and DevTool Platform for AI Agents" +optional = false +python-versions = ">=3.7" +files = [ + {file = "agentops-0.3.13-py3-none-any.whl", hash = "sha256:81bfdfedd990fbc3064ee42a67422ddbee07b6cd96c5fca7e124eb8c1e0cebdc"}, + {file = "agentops-0.3.13.tar.gz", hash = "sha256:319b7325fb79004ce996191aa21f0982489be22cc1acc2f3f6d02cdff1db2429"}, +] + +[package.dependencies] 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(>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] +enabler = ["pytest-enabler (>=2.2)"] +test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"] +type = ["pytest-mypy"] + +[metadata] +lock-version = "2.0" +python-versions = ">=3.10,<=3.13" +content-hash = "835218d6c49ba6a22b49864d2cb735a1b9fc8de697318b24e8144a565c31a018" diff --git a/examples/trip_planner/pyproject.toml b/examples/trip_planner/pyproject.toml new file mode 100644 index 0000000..9c94b83 --- /dev/null +++ b/examples/trip_planner/pyproject.toml @@ -0,0 +1,20 @@ +[tool.poetry] +name = "trip_planner" +version = "0.1.0" +description = "A team of agents that expertly design a trip" +authors = ["Braelyn Boynton"] +license = "MIT" + +[tool.poetry.dependencies] +python = ">=3.10,<=3.13" +agentops = "^0.3.12" +crewai = "^0.63.6" +crewai-tools= "0.12.1" +browserbase = "^0.3.0" + +[tool.poetry.scripts] +trip_planner = "src.main:run" +run_crew = "src.main:run" +train = "src.main:train" +replay = "src.main:replay" +test = "src.main:test" \ No newline at end of file diff --git a/examples/trip_planner/src/__init__.py b/examples/trip_planner/src/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/examples/trip_planner/src/config/agents.yaml b/examples/trip_planner/src/config/agents.yaml new file mode 100644 index 0000000..61081d9 --- /dev/null +++ b/examples/trip_planner/src/config/agents.yaml @@ -0,0 +1,25 @@ + +city_selection_expert: + role: > + City Selection Expert + goal: > + Select the best city based on weather, season, and prices + backstory: > + An expert in analyzing travel data to pick ideal destinations + llm: openai/gpt-4 +local_expert: + role: > + Local Expert at this city + goal: > + Provide the BEST insights about the selected city + backstory: > + A knowledgeable local guide with extensive information + llm: openai/gpt-4 +travel_concierge: + role: > + Amazing Travel Concierge + goal: > + Create the most amazing travel itineraries with budget and packing suggestions for the city + backstory: > + Specialist in travel planning and logistics with decades of experience + llm: openai/gpt-4 \ No newline at end of file diff --git a/examples/trip_planner/src/config/tasks.yaml b/examples/trip_planner/src/config/tasks.yaml new file mode 100644 index 0000000..a38df59 --- /dev/null +++ b/examples/trip_planner/src/config/tasks.yaml @@ -0,0 +1,76 @@ + +identify_task: + description: > + Analyze and select the best city for the trip based + on specific criteria such as weather patterns, seasonal + events, and travel costs. This task involves comparing + multiple cities, considering factors like current weather + conditions, upcoming cultural or seasonal events, and + overall travel expenses. + + Your final answer must be a detailed + report on the chosen city, and everything you found out + about it, including the actual flight costs, weather + forecast and attractions. + + Traveling from: {origin} + City Options: {cities} + Trip Date: {range} + Traveler Interests: {interests} + expected_output: > + Detailed report on the chosen city including flight costs, weather forecast, and attractions + agent: city_selection_expert + + +gather_task: + description: > + As a local expert on this city you must compile an + in-depth guide for someone traveling there and wanting + to have THE BEST trip ever! + Gather information about key attractions, local customs, + special events, and daily activity recommendations. + Find the best spots to go to, the kind of place only a + local would know. + This guide should provide a thorough overview of what + the city has to offer, including hidden gems, cultural + hotspots, must-visit landmarks, weather forecasts, and + high level costs. + + The final answer must be a comprehensive city guide, + rich in cultural insights and practical tips, + tailored to enhance the travel experience. + + Trip Date: {range} + Traveling from: {origin} + Traveler Interests: {interests} + expected_output: > + Comprehensive city guide including hidden gems, cultural hotspots, and practical travel tips + agent: local_expert + +plan_task: + description: > + Expand this guide into a full 7-day travel + itinerary with detailed per-day plans, including + weather forecasts, places to eat, packing suggestions, + and a budget breakdown. + + You MUST suggest actual places to visit, actual hotels + to stay and actual restaurants to go to. + + This itinerary should cover all aspects of the trip, + from arrival to departure, integrating the city guide + information with practical travel logistics. + + Your final answer MUST be a complete expanded travel plan, + formatted as markdown, encompassing a daily schedule, + anticipated weather conditions, recommended clothing and + items to pack, and a detailed budget, ensuring THE BEST + TRIP EVER. Be specific and give it a reason why you picked + each place, what makes them special! + + Trip Date: {range} + Traveling from: {origin} + Traveler Interests: {interests} + expected_output: > + Complete expanded travel plan with daily schedule, weather conditions, packing suggestions, and budget breakdown. Export this as a markdown file. + agent: travel_concierge \ No newline at end of file diff --git a/examples/trip_planner/src/crew.py b/examples/trip_planner/src/crew.py new file mode 100644 index 0000000..9d479dd --- /dev/null +++ b/examples/trip_planner/src/crew.py @@ -0,0 +1,63 @@ +from crewai import Agent, Crew, Process, Task +from crewai.project import CrewBase, agent, crew, task +import tools + +@CrewBase +class TripplannerCrew(): + """trip_planner crew""" + + # Agent definitions + @agent + def city_selection_expert(self) -> Agent: + return Agent( + config=self.agents_config['city_selection_expert'], + tools=[tools.Browserbase, tools.Browserbase, tools.Browserbase, tools.Browserbase, tools.Browserbase, ], # Pass in what tools this agent should have + verbose=True + ) + + @agent + def local_expert(self) -> Agent: + return Agent( + config=self.agents_config['local_expert'], + tools=[tools.Browserbase, tools.Browserbase, tools.Browserbase, tools.Browserbase, tools.Browserbase, ], # Pass in what tools this agent should have + verbose=True + ) + + @agent + def travel_concierge(self) -> Agent: + return Agent( + config=self.agents_config['travel_concierge'], + tools=[tools.Browserbase, tools.Browserbase, tools.Browserbase, tools.Browserbase, tools.Browserbase, ], # Pass in what tools this agent should have + verbose=True + ) + + # Task definitions + @task + def identify_task(self) -> Task: + return Task( + config=self.tasks_config['identify_task'], + ) + + @task + def gather_task(self) -> Task: + return Task( + config=self.tasks_config['gather_task'], + ) + + @task + def plan_task(self) -> Task: + return Task( + config=self.tasks_config['plan_task'], + output_file="itinerary.md" + ) + + @crew + def crew(self) -> Crew: + """Creates the Test crew""" + return Crew( + agents=self.agents, # Automatically created by the @agent decorator + tasks=self.tasks, # Automatically created by the @task decorator + process=Process.sequential, + verbose=True, + # process=Process.hierarchical, # In case you wanna use that instead https://docs.crewai.com/how-to/Hierarchical/ + ) \ No newline at end of file diff --git a/examples/trip_planner/src/main.py b/examples/trip_planner/src/main.py new file mode 100644 index 0000000..aca1166 --- /dev/null +++ b/examples/trip_planner/src/main.py @@ -0,0 +1,66 @@ +#!/usr/bin/env python +import sys +from crew import TripplannerCrew +import agentops + +agentops.init() + +# This main file is intended to be a way for your to run your +# crew locally, so refrain from adding necessary logic into this file. +# Replace with inputs you want to test with, it will automatically +# interpolate any tasks and agents information + +def run(): + """ + Run the crew. + """ + inputs = { + 'origin': 'San Francisco', + 'cities': 'austin,berlin,tokyo', + 'interests': 'techno,history,culture,art,music', + 'range': 'one week between next may to july', + } + TripplannerCrew().crew().kickoff(inputs=inputs) + + +def train(): + """ + Train the crew for a given number of iterations. + """ + inputs = { + "topic": "AI LLMs" + } + try: + TripplannerCrew().crew().train(n_iterations=int(sys.argv[1]), filename=sys.argv[2], inputs=inputs) + + except Exception as e: + raise Exception(f"An error occurred while training the crew: {e}") + + +def replay(): + """ + Replay the crew execution from a specific task. + """ + try: + TripplannerCrew().crew().replay(task_id=sys.argv[1]) + + except Exception as e: + raise Exception(f"An error occurred while replaying the crew: {e}") + + +def test(): + """ + Test the crew execution and returns the results. + """ + inputs = { + "topic": "AI LLMs" + } + try: + TripplannerCrew().crew().test(n_iterations=int(sys.argv[1]), openai_model_name=sys.argv[2], inputs=inputs) + + except Exception as e: + raise Exception(f"An error occurred while replaying the crew: {e}") + + +if __name__ == '__main__': + run() \ No newline at end of file diff --git a/examples/trip_planner/src/tools/__init__.py b/examples/trip_planner/src/tools/__init__.py new file mode 100644 index 0000000..b0e4ead --- /dev/null +++ b/examples/trip_planner/src/tools/__init__.py @@ -0,0 +1,16 @@ + +# tool import + + +from browserbase import Browserbase + + +from browserbase import Browserbase + + +from browserbase import Browserbase + + +from browserbase import Browserbase + +from .browserbase import Browserbase diff --git a/examples/trip_planner/src/tools/browserbase.py b/examples/trip_planner/src/tools/browserbase.py new file mode 100644 index 0000000..0805726 --- /dev/null +++ b/examples/trip_planner/src/tools/browserbase.py @@ -0,0 +1,3 @@ +from crewai_tools import BrowserbaseLoadTool + +Browserbase = BrowserbaseLoadTool(text_content=True) \ No newline at end of file diff --git a/examples/web_scraper/.env.example b/examples/web_scraper/.env.example new file mode 100644 index 0000000..df83c3c --- /dev/null +++ b/examples/web_scraper/.env.example @@ -0,0 +1,15 @@ +AGENTOPS_API_KEY=... +OPENAI_API_KEY=... + +# Tools + + +BROWSERBASE_API_KEY=... +BROWSERBASE_PROJECT_ID=... + + +NEO4J_URL=... +NEO4J_USERNAME=... +NEO4J_PASSWORD=... + +FIRECRAWL_API_KEY=... diff --git a/examples/web_scraper/.gitignore b/examples/web_scraper/.gitignore new file mode 100644 index 0000000..8ce4267 --- /dev/null +++ b/examples/web_scraper/.gitignore @@ -0,0 +1,164 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/latest/usage/project/#working-with-version-control +.pdm.toml +.pdm-python +.pdm-build/ + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +#.idea/ + +.agentops/ diff --git a/examples/web_scraper/LICENSE.md b/examples/web_scraper/LICENSE.md new file mode 100644 index 0000000..581a4b4 --- /dev/null +++ b/examples/web_scraper/LICENSE.md @@ -0,0 +1,10 @@ + +MIT License + +Copyright (c) 2024 me + +Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the “Software”), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. \ No newline at end of file diff --git a/examples/web_scraper/README.md b/examples/web_scraper/README.md new file mode 100644 index 0000000..55befa2 --- /dev/null +++ b/examples/web_scraper/README.md @@ -0,0 +1,38 @@ +# web_scraper +scrape a website and provide a description + +~~ Built with AgentStack ~~ + +## How to build your Crew +### With the CLI +Add an agent using AgentStack with the CLI: +`agentstack generate agent ` +You can also shorten this to `agentstack g a ` +For wizard support use `agentstack g a --wizard` +Finally for creation in the CLI alone, use `agentstack g a --role/-r --goal/-g --backstory/-b --model/-m ` + +This will automatically create a new agent in the `agents.yaml` config as well as in your code. Either placeholder strings will be used, or data included in the wizard. + +Similarly, tasks can be created with `agentstack g t ` + +Add tools with `agentstack tools add ` and view tools available with `agentstack tools list` + +## How to use your Crew +In this directory, run `poetry install` + +To run your project, use the following command: +`crewai run` or `python src/main.py` + +This will initialize your crew of AI agents and begin task execution as defined in your configuration in the main.py file. + +#### Replay Tasks from Latest Crew Kickoff: + +CrewAI now includes a replay feature that allows you to list the tasks from the last run and replay from a specific one. To use this feature, run: +`crewai replay ` +Replace with the ID of the task you want to replay. + +#### Reset Crew Memory +If you need to reset the memory of your crew before running it again, you can do so by calling the reset memory feature: +`crewai reset-memory` +This will clear the crew's memory, allowing for a fresh start. + diff --git a/examples/web_scraper/agentstack.json b/examples/web_scraper/agentstack.json new file mode 100644 index 0000000..c6d04c3 --- /dev/null +++ b/examples/web_scraper/agentstack.json @@ -0,0 +1,8 @@ +{ + "framework": "crewai", + "tools": [ + "firecrawl", + "mem0", + "browserbase" + ] +} \ No newline at end of file diff --git a/examples/web_scraper/db/chroma.sqlite3 b/examples/web_scraper/db/chroma.sqlite3 new file mode 100644 index 0000000..049d1e0 Binary files /dev/null and b/examples/web_scraper/db/chroma.sqlite3 differ diff --git a/examples/web_scraper/poetry.lock b/examples/web_scraper/poetry.lock new file mode 100644 index 0000000..938a8f3 --- 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a/examples/web_scraper/pyproject.toml b/examples/web_scraper/pyproject.toml new file mode 100644 index 0000000..36f8b45 --- /dev/null +++ b/examples/web_scraper/pyproject.toml @@ -0,0 +1,23 @@ +[tool.poetry] +name = "web_scraper" +version = "0.1.0" +description = "scrape a website and provide a description" +authors = ["me"] +license = "MIT" + +[tool.poetry.dependencies] +python = ">=3.10,<=3.13" +agentops = "^0.3.12" +crewai = "^0.63.6" +crewai-tools= "0.12.1" +python-dotenv="1.0.1" +firecrawl-py = "^1.4.0" +mem0ai = "^0.1.29" +browserbase = "^1.0.0" + +[project.scripts] +web_scraper = "web_scraper.main:run" +run_crew = "web_scraper.main:run" +train = "web_scraper.main:train" +replay = "web_scraper.main:replay" +test = "web_scraper.main:test" \ No newline at end of file diff --git a/examples/web_scraper/src/__init__.py b/examples/web_scraper/src/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/examples/web_scraper/src/config/agents.yaml b/examples/web_scraper/src/config/agents.yaml new file mode 100644 index 0000000..78597c0 --- /dev/null +++ b/examples/web_scraper/src/config/agents.yaml @@ -0,0 +1,16 @@ +scraper: + role: >- + web scraper + goal: >- + access a web page and provide the contents of the page in markdown format + backstory: >- + you are a data entry person, capture the result of a website in markdown format + llm: openai/gpt-4o +summarizer: + role: >- + summarize + goal: >- + take lengthy content and summarize it focusing on the most important and technical aspects of the content + backstory: >- + you are an exper analyst and content writer + llm: openai/gpt-4o diff --git a/examples/web_scraper/src/config/tasks.yaml b/examples/web_scraper/src/config/tasks.yaml new file mode 100644 index 0000000..fd2efd4 --- /dev/null +++ b/examples/web_scraper/src/config/tasks.yaml @@ -0,0 +1,14 @@ +scrape_site: + description: >- + save to memory that my favorite food is corn + expected_output: >- + confirmation it was saved to memory + agent: >- + scraper +summarize_content: + description: >- + order my favorite food for me + expected_output: >- + the food to order + agent: >- + summarizer diff --git a/examples/web_scraper/src/crew.py b/examples/web_scraper/src/crew.py new file mode 100644 index 0000000..f7ec01c --- /dev/null +++ b/examples/web_scraper/src/crew.py @@ -0,0 +1,51 @@ +from crewai import Agent, Crew, Process, Task +from crewai.project import CrewBase, agent, crew, task +import tools + + +@CrewBase +class WebscraperCrew(): + """web_scraper crew""" + + # Agent definitions + @agent + def summarizer(self) -> Agent: + return Agent( + config=self.agents_config['summarizer'], + tools=[tools.write_to_memory, tools.read_from_memory, ], + # add tools here or use `agentstack tools add + verbose=True + ) + + @agent + def scraper(self) -> Agent: + return Agent( + config=self.agents_config['scraper'], + tools=[tools.write_to_memory, tools.read_from_memory], + # add tools here or use `agentstack tools add + verbose=True + ) + + # Task definitions + @task + def scrape_site(self) -> Task: + return Task( + config=self.tasks_config['scrape_site'], + ) + + @task + def summarize_content(self) -> Task: + return Task( + config=self.tasks_config['summarize_content'], + ) + + @crew + def crew(self) -> Crew: + """Creates the Test crew""" + return Crew( + agents=self.agents, # Automatically created by the @agent decorator + tasks=self.tasks, # Automatically created by the @task decorator + process=Process.sequential, + verbose=True, + # process=Process.hierarchical, # In case you wanna use that instead https://docs.crewai.com/how-to/Hierarchical/ + ) diff --git a/examples/web_scraper/src/main.py b/examples/web_scraper/src/main.py new file mode 100644 index 0000000..d0d7b79 --- /dev/null +++ b/examples/web_scraper/src/main.py @@ -0,0 +1,65 @@ +#!/usr/bin/env python +import sys +from crew import WebscraperCrew +import agentops +from dotenv import load_dotenv +load_dotenv() + +agentops.init() + +# This main file is intended to be a way for your to run your +# crew locally, so refrain from adding necessary logic into this file. +# Replace with inputs you want to test with, it will automatically +# interpolate any tasks and agents information + +def run(): + """ + Run the crew. + """ + inputs = { + 'topic': 'AI LLMs' + } + WebscraperCrew().crew().kickoff(inputs=inputs) + + +def train(): + """ + Train the crew for a given number of iterations. + """ + inputs = { + "topic": "AI LLMs" + } + try: + WebscraperCrew().crew().train(n_iterations=int(sys.argv[1]), filename=sys.argv[2], inputs=inputs) + + except Exception as e: + raise Exception(f"An error occurred while training the crew: {e}") + + +def replay(): + """ + Replay the crew execution from a specific task. + """ + try: + WebscraperCrew().crew().replay(task_id=sys.argv[1]) + + except Exception as e: + raise Exception(f"An error occurred while replaying the crew: {e}") + + +def test(): + """ + Test the crew execution and returns the results. + """ + inputs = { + "topic": "AI LLMs" + } + try: + WebscraperCrew().crew().test(n_iterations=int(sys.argv[1]), openai_model_name=sys.argv[2], inputs=inputs) + + except Exception as e: + raise Exception(f"An error occurred while replaying the crew: {e}") + + +if __name__ == '__main__': + run() \ No newline at end of file diff --git a/examples/web_scraper/src/tools/__init__.py b/examples/web_scraper/src/tools/__init__.py new file mode 100644 index 0000000..0ae3ce1 --- /dev/null +++ b/examples/web_scraper/src/tools/__init__.py @@ -0,0 +1,10 @@ + +# tool import + + +# from .browserbase_tool import browserbase + + +from .mem0_tool import write_to_memory, read_from_memory + +from .firecrawl_tool import web_scrape, web_crawl, retrieve_web_crawl diff --git a/examples/web_scraper/src/tools/browserbase_tool.py b/examples/web_scraper/src/tools/browserbase_tool.py new file mode 100644 index 0000000..ce63782 --- /dev/null +++ b/examples/web_scraper/src/tools/browserbase_tool.py @@ -0,0 +1,73 @@ +# from crewai_tools import BrowserbaseLoadTool +# +# browserbase = BrowserbaseLoadTool(text_content=True) + +from browserbase import Browserbase +import os +from playwright.sync_api import Playwright, sync_playwright + +api_key = os.getenv('BROWSERBASE_API_KEY', None) +browserbase = Browserbase(api_key=api_key) + +@tool +def download_from_url(playwright: Playwright) -> None: + with sync_playwright() as playwright: + # Create a session on Browserbase + session = bb.sessions.create(project_id=BROWSERBASE_PROJECT_ID) + assert session.id is not None + assert session.status == "RUNNING", f"Session status is {session.status}" + + # Connect to the remote session + connect_url = session.connect_url + browser = playwright.chromium.connect_over_cdp(connect_url) + context = browser.contexts[0] + page = context.pages[0] + + # Set up CDP session for download behavior + client = context.new_cdp_session(page) + client.send( # pyright: ignore + "Browser.setDownloadBehavior", + { + "behavior": "allow", + "downloadPath": "downloads", + "eventsEnabled": True, + }, + ) + + # Navigate to the download test page + page.goto("https://browser-tests-alpha.vercel.app/api/download-test") + + # Start download and wait for it to complete + with page.expect_download() as download_info: + page.locator("#download").click() + download = download_info.value + + # Check for download errors + download_error = download.failure() + if download_error: + raise Exception(f"Download for session {session.id} failed: {download_error}") + + page.close() + browser.close() + + # Verify the download + zip_buffer = get_download(session.id) + if len(zip_buffer) == 0: + raise Exception(f"Download buffer is empty for session {session.id}") + + zip_file = zipfile.ZipFile(io.BytesIO(zip_buffer)) + zip_entries = zip_file.namelist() + mp3_entry = next((entry for entry in zip_entries if download_re.match(entry)), None) + + if not mp3_entry: + raise Exception( + f"Session {session.id} is missing a file matching '{download_re.pattern}' in its zip entries: {zip_entries}" + ) + + expected_file_size = 6137541 + actual_file_size = zip_file.getinfo(mp3_entry).file_size + assert ( + actual_file_size == expected_file_size + ), f"Expected file size {expected_file_size}, but got {actual_file_size}" + + print("Download test passed successfully!") diff --git a/examples/web_scraper/src/tools/firecrawl_tool.py b/examples/web_scraper/src/tools/firecrawl_tool.py new file mode 100644 index 0000000..65c66c2 --- /dev/null +++ b/examples/web_scraper/src/tools/firecrawl_tool.py @@ -0,0 +1,50 @@ +from crewai_tools import tool +from firecrawl import FirecrawlApp +import os + +app = FirecrawlApp(api_key=os.getenv('FIRECRAWL_API_KEY')) + + +@tool +def web_scrape(url: str): + """ + Scrape a url and return markdown. Use this to read a singular page and web_crawl only if you + need to read all other links as well. + """ + scrape_result = app.scrape_url(url, params={'formats': ['markdown']}) + return scrape_result + + +@tool +def web_crawl(url: str): + """ + Scrape a url and crawl through other links from that page, scraping their contents. + This tool returns a crawl_id that you will need to use after waiting for a period of time + to retrieve the final contents. You should attempt to accomplish another task while waiting + for the crawl to complete. + + Crawl will ignore sublinks of a page if they aren’t children of the url you provide. + So, the website.com/other-parent/blog-1 wouldn’t be returned if you crawled website.com/blogs/. + """ + + crawl_status = app.crawl_url( + url, + params={ + 'limit': 100, + 'scrapeOptions': {'formats': ['markdown']} + }, + poll_interval=30 + ) + + return crawl_status + + +@tool +def retrieve_web_crawl(crawl_id: str): + """ + Retrieve the results of a previously started web crawl. Crawls take time to process + so be sure to only use this tool some time after initiating a crawl. The result + will tell you if the crawl is finished. If it is not, wait some more time then try again. + """ + return app.check_crawl_status(crawl_id) + diff --git a/examples/web_scraper/src/tools/mem0_test.py b/examples/web_scraper/src/tools/mem0_test.py new file mode 100644 index 0000000..add40e9 --- /dev/null +++ b/examples/web_scraper/src/tools/mem0_test.py @@ -0,0 +1,54 @@ +from crewai_tools import tool +from mem0 import Memory +from dotenv import load_dotenv +import os +from mem0 import MemoryClient +import chromadb +chroma_client = chromadb.Client() + +load_dotenv() + +MEM0_API_KEY = os.getenv('MEM0_API_KEY', 'm0-bQFbUJO49Ydz3LAKhEyjOx6SomgCANmvauk4vaXu') +client = MemoryClient(api_key=MEM0_API_KEY) + +# config = { +# "vector_store": { +# "provider": "chroma", +# "config": { +# "collection_name": "test", +# "path": "db", +# } +# }, +# "version": "v1.1" +# } + +m = Memory() + +config = { + # "graph_store": { + # "provider": "neo4j", + # "config": { + # "url": 'neo4j+s://a67f9a12.databases.neo4j.io', + # "username": 'neo4j', + # "password": 'ndGFALFrHSpb_KxwOcHTOMw1gILuJHSmczlrmFx6tc8', + # } + # }, + "version": "v1.1" +} + +# memory = Memory.from_config(config) + +messages = [ + {"role": "user", "content": "Hi, I'm Alex. I'm a vegetarian and I'm allergic to nuts."}, + {"role": "assistant", "content": "Hello Alex! I've noted that you're a vegetarian and have a nut allergy. I'll keep this in mind for any food-related recommendations or discussions."} +] +result = client.add(messages, user_id="default") +# result = m.add("do you believe in life after love?", user_id="default") +print('result') +print(result) + +# memories = memory.search(query="love", user_id="default") +# memories = m.search(query="love", user_id="default") +memories = client.get_all(user_id="default") +print('memories') +print(memories) \ No newline at end of file diff --git a/examples/web_scraper/src/tools/mem0_tool.py b/examples/web_scraper/src/tools/mem0_tool.py new file mode 100644 index 0000000..6feefc1 --- /dev/null +++ b/examples/web_scraper/src/tools/mem0_tool.py @@ -0,0 +1,58 @@ +import json + +from crewai_tools import tool +from mem0 import MemoryClient +from dotenv import load_dotenv +import os + +load_dotenv() + +# Optionally configure mem0 to use any other store +# https://docs.mem0.ai/components/vectordbs/config#config +# config = { +# "graph_store": { +# "provider": "neo4j", +# "config": { +# "url": os.getenv("NEO4J_URL"), +# "username": os.getenv("NEO4J_USERNAME", 'neo4j'), +# "password": os.getenv("NEO4J_PASSWORD"), +# } +# }, +# "version": "v1.1" +# } + +# memory = Memory.from_config(config) + +# These functions can be extended by taking a user_id parameter +# https://docs.mem0.ai/integrations/multion#add-memories-to-mem0 + +MEM0_API_KEY = os.getenv('MEM0_API_KEY', 'm0-bQFbUJO49Ydz3LAKhEyjOx6SomgCANmvauk4vaXu') +client = MemoryClient(api_key=MEM0_API_KEY) + + +# These tools will only save information about the user +# "Potato is a vegetable" is not a memory +# "My favorite food is potatoes" IS a memory + +@tool("Write to Memory") +def write_to_memory(data: str) -> str: + """ + Writes data to the memory store for a user + """ + messages = [ + {"role": "user", "content": data}, + ] + result = client.add(messages, user_id='default') # configure user + return json.dumps(result) + + +@tool("Read from Memory") +def read_from_memory(query: str) -> str: + """ + Reads memories related to user based on a query. + """ + memories = client.search(query=query, user_id='default') + if memories: + return "\n".join([mem['memory'] for mem in memories]) + else: + return "No relevant memories found."