What it does
This crew of AI agents works together to plan game club meetings. The system:- Researches games using a Metacritic dataset via Snow Leopard
- Analyzes game scores, platforms, and release dates
- Generates a formatted report with meeting recommendations
- Researcher - Queries the game database to find relevant titles
- Reporting Analyst - Compiles findings into a formatted report
Example interaction
Example interaction
╭─────────────────────────────────────────────────────────────────────────── Crew Execution Started ───────────────────────────────────────────────────────────────────────────╮
│ │
│ Crew Execution Started │
│ Name: crew │
│ ID: 42f359a6-4cf6-44e2-962a-b737584d4e87 │
│ Tool Args: │
│ │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
🚀 Crew: crew
└── 📋 Task: research_task (ID: 03ed5bf3-0486-4c3f-a2c3-a34fc57d125c)
Status: Executing Task...
╭────────────────────────────────────────────────────────────────────────────── 🤖 Agent Started ──────────────────────────────────────────────────────────────────────────────╮
│ │
│ Agent: Game Researcher for theme: games released between 2010 and 2015 with a metascore above 90 │
│ │
│ Task: Use available tools to find games relevant to this theme: games released between 2010 and 2015 with a metascore above 90 │
│ │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
🚀 Crew: crew
└── 📋 Task: research_task (ID: 03ed5bf3-0486-4c3f-a2c3-a34fc57d125c)
Status: Executing Task...
├── 🔧 Used Snow Leopard Metacritic Data (1)
└── 🧠 Thinking...
╭────────────────────────────────────────────────────────────────────────── 🔧 Agent Tool Execution ───────────────────────────────────────────────────────────────────────────╮
│ │
│ Agent: Game Researcher for theme: games released between 2010 and 2015 with a metascore above 90 │
│ │
│ Thought: Thought: I need to query the Snow Leopard Metacritic Data tool to find a list of games released between 2010 and 2015 that have a Metascore above 90. │
│ │
│ Using Tool: Snow Leopard Metacritic Data │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
╭───────────────────────────────────────────────────────────────────────────────── Tool Input ─────────────────────────────────────────────────────────────────────────────────╮
│ │
│ { │
│ "question": "List games released between 2010 and 2015 with a Metascore above 90." │
│ } │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
╭──────────────────────────────────────────────────────────────────────────────── Tool Output ─────────────────────────────────────────────────────────────────────────────────╮
│ │
│ [{"name": "Super Mario Galaxy 2", "console": "WII", "date": "2010-05-23", "metascore_percent": 97}, {"name": "Grand Theft Auto V", "console": "PS3", "date": "2013-09-17", │
│ "metascore_percent": 97}, {"name": "Grand Theft Auto V", "console": "X360", "date": "2013-09-17", "metascore_percent": 97}, {"name": "Grand Theft Auto V", "console": │
│ "XONE", "date": "2014-11-18", "metascore_percent": 97}, {"name": "Grand Theft Auto V", "console": "PS4", "date": "2014-11-18", "metascore_percent": 97}, {"name": "Mass │
│ Effect 2", "console": "X360", "date": "2010-01-26", "metascore_percent": 96}, {"name": "Batman: Arkham City", "console": "PS3", "date": "2011-10-18", "metascore_percent": │
│ 96}, {"name": "The Elder Scrolls V: Skyrim", "console": "X360", "date": "2011-11-11", "metascore_percent": 96}, {"name": "Grand Theft Auto V", "console": "PC", "date": │
│ "2015-04-14", "metascore_percent": 96}, {"name": "Red Dead Redemption", "console": "PS3", "date": "2010-05-18", "metascore_percent": 95}, {"name": "Red Dead Redemption", │
│ "console": "X360", "date": "2010-05-18", "metascore_percent": 95}, {"name": "Portal 2", "console": "PC", "date": "2011-04-18", "metascore_percent": 95}, {"name": "Portal │
│ 2", "console": "X360", "date": "2011-04-19", "metascore_percent": 95}, {"name": "Portal 2", "console": "PS3", "date": "2011-04-19", "metascore_percent": 95}, {"name": │
│ "The Last of Us", "console": "PS3", "date": "2013-06-14", "metascore_percent": 95}, {"name": "The Last of Us Remastered", "console": "PS4", "date": "2014-07-29", │
│ "metascore_percent": 95}, {"name": "Metal Gear Solid V: The Phantom Pain", "console": "XONE", "date": "2015-09-01", "metascore_percent": 95}, {"name": "Mass Effect 2", │
│ "console": "PC", "date": "2010-01-26", "metascore_percent": 94}, {"name": "Mass Effect 2", "console": "PS3", "date": "2011-01-17", "metascore_percent": 94}, {"name": "The │
│ Legend of Zelda: Ocarina of Time 3D", "console": "3DS", "date": "2011-06-19", "metascore_percent": 94}, {"name": "Batman: Arkham City", "console"... │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
╭─────────────────────────────────────────────────────────────────────────── ✅ Agent Final Answer ────────────────────────────────────────────────────────────────────────────╮
│ │
│ Agent: Game Researcher for theme: games released between 2010 and 2015 with a metascore above 90 │
│ │
│ Final Answer: │
│ Here's a list of the top 10 games released between 2010 and 2015 with a Metascore above 90: │
│ │
│ 1. **Super Mario Galaxy 2** │
│ - Console: Wii │
│ - Release Date: 2010-05-23 │
│ - Metascore: 97 │
│ │
│ 2. **Grand Theft Auto V** │
│ - Console: PS3 │
│ - Release Date: 2013-09-17 │
│ - Metascore: 97 │
│ │
│ 3. **Mass Effect 2** │
│ - Console: Xbox 360 │
│ - Release Date: 2010-01-26 │
│ - Metascore: 96 │
│ │
│ 4. **Batman: Arkham City** │
│ - Console: PS3 │
│ - Release Date: 2011-10-18 │
│ - Metascore: 96 │
│ │
│ 5. **The Elder Scrolls V: Skyrim** │
│ - Console: Xbox 360 │
│ - Release Date: 2011-11-11 │
│ - Metascore: 96 │
│ │
│ 6. **Red Dead Redemption** │
│ - Console: PS3 │
│ - Release Date: 2010-05-18 │
│ - Metascore: 95 │
│ │
│ 7. **Portal 2** │
│ - Console: PC │
│ - Release Date: 2011-04-18 │
│ - Metascore: 95 │
│ │
│ 8. **The Last of Us** │
│ - Console: PS3 │
│ - Release Date: 2013-06-14 │
│ - Metascore: 95 │
│ │
│ 9. **The Witcher 3: Wild Hunt** │
│ - Console: PC │
│ - Release Date: 2015-05-18 │
│ - Metascore: 93 │
│ │
│ 10. **Bloodborne** │
│ - Console: PS4 │
│ - Release Date: 2015-03-24 │
│ - Metascore: 92 │
│ │
│ This list includes classics and fan favorites, making it excellent for discussion in a gaming club! │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
🚀 Crew: crew
└── 📋 Task: research_task (ID: 03ed5bf3-0486-4c3f-a2c3-a34fc57d125c)
Assigned to: Game Researcher for theme: games released between 2010 and 2015 with a metascore above 90
Status: ✅ Completed
└── 🔧 Used Snow Leopard Metacritic Data (1)
╭────────────────────────────────────────────────────────────────────────────── Task Completion ───────────────────────────────────────────────────────────────────────────────╮
│ │
│ Task Completed │
│ Name: research_task │
│ Agent: Game Researcher for theme: games released between 2010 and 2015 with a metascore above 90 │
│ │
│ Tool Args: │
│ │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
🚀 Crew: crew
├── 📋 Task: research_task (ID: 03ed5bf3-0486-4c3f-a2c3-a34fc57d125c)
│ Assigned to: Game Researcher for theme: games released between 2010 and 2015 with a metascore above 90
│
│ Status: ✅ Completed
│ └── 🔧 Used Snow Leopard Metacritic Data (1)
└── 📋 Task: reporting_task (ID: 910aee6e-5479-4d86-bafe-8518486b74bf)
Status: Executing Task...
╭────────────────────────────────────────────────────────────────────────────── 🤖 Agent Started ──────────────────────────────────────────────────────────────────────────────╮
│ │
│ Agent: Game Club Planner for theme: games released between 2010 and 2015 with a metascore above 90 │
│ │
│ Task: Use the context you got to make a plan for a game discussion club that plays one game a month revolving around a theme. The theme for the next few months is: games │
│ released between 2010 and 2015 with a metascore above 90 │
│ │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
🚀 Crew: crew
├── 📋 Task: research_task (ID: 03ed5bf3-0486-4c3f-a2c3-a34fc57d125c)
│ Assigned to: Game Researcher for theme: games released between 2010 and 2015 with a metascore above 90
│
│ Status: ✅ Completed
│ └── 🔧 Used Snow Leopard Metacritic Data (1)
└── 📋 Task: reporting_task (ID: 910aee6e-5479-4d86-bafe-8518486b74bf)
Status: Executing Task...
╭─────────────────────────────────────────────────────────────────────────── ✅ Agent Final Answer ────────────────────────────────────────────────────────────────────────────╮
│ │
│ Agent: Game Club Planner for theme: games released between 2010 and 2015 with a metascore above 90 │
│ │
│ Final Answer: │
│ ### Game Discussion Club Schedule: Games Released Between 2010 and 2015 with a Metascore Above 90 │
│ │
│ #### Month 1: **Super Mario Galaxy 2** │
│ - **Console**: Wii │
│ - **Release Date**: 2010-05-23 │
│ - **Metascore**: 97 │
│ - **Discussion Points**: │
│ - How did the game improve upon the already highly-acclaimed original Super Mario Galaxy? │
│ - What makes the level design stand out even today? │
│ - Discuss the impact of this game on platformers. │
│ │
│ #### Month 2: **Mass Effect 2** │
│ - **Console**: Xbox 360 │
│ - **Release Date**: 2010-01-26 │
│ - **Metascore**: 96 │
│ - **Discussion Points**: │
│ - Narrative depth: How does the game deliver emotional resonance through character stories? │
│ - Discuss the morality system and its influence on the gaming industry. │
│ - Favorite companions and their backstories. │
│ │
│ #### Month 3: **Red Dead Redemption** │
│ - **Console**: PS3 │
│ - **Release Date**: 2010-05-18 │
│ - **Metascore**: 95 │
│ - **Discussion Points**: │
│ - Exploration of the open-world wild west setting. │
│ - Discuss John Marston as a complex protagonist. │
│ - How does the game balance freedom and story-driven progression? │
│ │
│ #### Month 4: **Portal 2** │
│ - **Console**: PC │
│ - **Release Date**: 2011-04-18 │
│ - **Metascore**: 95 │
│ - **Discussion Points**: │
│ - The evolution of puzzles from the first game. │
│ - The game’s humor and writing, especially dialogue from GLaDOS and Wheatley. │
│ - Discuss co-op mode and its impact on the overall experience. │
│ │
│ #### Month 5: **The Elder Scrolls V: Skyrim** │
│ - **Console**: Xbox 360 │
│ - **Release Date**: 2011-11-11 │
│ - **Metascore**: 96 │
│ - **Discussion Points**: │
│ - What makes this game so enduring and deserving of its legendary status? │
│ - Discuss freedom of role-playing and character building. │
│ - Memorable quests, mods, and their contribution to the Skyrim experience. │
│ │
│ #### Month 6: **The Last of Us** │
│ - **Console**: PS3 │
│ - **Release Date**: 2013-06-14 │
│ - **Metascore**: 95 │
│ - **Discussion Points**: │
│ - How does the game create emotional impact through its story and characters? │
│ - The interplay between survival mechanics and narrative design. │
│ - Discuss the relationship between Joel and Ellie. │
│ │
│ #### Month 7: **Grand Theft Auto V** │
│ - **Console**: PS3 │
│ - **Release Date**: 2013-09-17 │
│ - **Metascore**: 97 │
│ - **Discussion Points**: │
│ - Exploration of three-protagonist storytelling. │
│ - How does the game parody contemporary American society? │
│ - Discuss standout moments, missions, and the online experience. │
│ │
│ #### Month 8: **Bloodborne** │
│ - **Console**: PS4 │
│ - **Release Date**: 2015-03-24 │
│ - **Metascore**: 92 │
│ - **Discussion Points**: │
│ - The atmosphere and lore of the gothic, Lovecraftian setting. │
│ - Combat mechanics and how they differ from Soulsborne games. │
│ - Challenges and memorable boss fights. │
│ │
│ #### Month 9: **The Witcher 3: Wild Hunt** │
│ - **Console**: PC │
│ - **Release Date**: 2015-05-18 │
│ - **Metascore**: 93 │
│ - **Discussion Points**: │
│ - Discuss the depth of side quests and their importance to the world-building. │
│ - How Geralt’s moral choices affect the narrative. │
│ - Favorite expansions, characters, and moments. │
│ │
│ #### Month 10: **Batman: Arkham City** │
│ - **Console**: PS3 │
│ - **Release Date**: 2011-10-18 │
│ - **Metascore**: 96 │
│ - **Discussion Points**: │
│ - How does the game improve on the original Arkham Asylum? │
│ - Discuss the open-world design and its influence on superhero games. │
│ - Favorite villains and boss fights. │
│ │
│ This schedule ensures a variety of genres and gameplay experiences spread across ten months, generating engaging discussion topics and a rich exploration of some of │
│ gaming's best titles. │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
✅ Crew: crew
├── 📋 Task: research_task (ID: 03ed5bf3-0486-4c3f-a2c3-a34fc57d125c)
│ Assigned to: Game Researcher for theme: games released between 2010 and 2015 with a metascore above 90
│
│ Status: ✅ Completed
│ └── 🔧 Used Snow Leopard Metacritic Data (1)
└── 📋 Task: reporting_task (ID: 910aee6e-5479-4d86-bafe-8518486b74bf)
Assigned to: Game Club Planner for theme: games released between 2010 and 2015 with a metascore above 90
Status: ✅ Completed
╭────────────────────────────────────────────────────────────────────────────── Crew Completion ───────────────────────────────────────────────────────────────────────────────╮
│ │
│ Crew Execution Completed │
│ Name: crew │
│ ID: 42f359a6-4cf6-44e2-962a-b737584d4e87 │
│ Tool Args: │
│ Final Output: ### Game Discussion Club Schedule: Games Released Between 2010 and 2015 with a Metascore Above 90 │
│ │
│ #### Month 1: **Super Mario Galaxy 2** │
│ - **Console**: Wii │
│ - **Release Date**: 2010-05-23 │
│ - **Metascore**: 97 │
│ - **Discussion Points**: │
│ - How did the game improve upon the already highly-acclaimed original Super Mario Galaxy? │
│ - What makes the level design stand out even today? │
│ - Discuss the impact of this game on platformers. │
│ │
│ #### Month 2: **Mass Effect 2** │
│ - **Console**: Xbox 360 │
│ - **Release Date**: 2010-01-26 │
│ - **Metascore**: 96 │
│ - **Discussion Points**: │
│ - Narrative depth: How does the game deliver emotional resonance through character stories? │
│ - Discuss the morality system and its influence on the gaming industry. │
│ - Favorite companions and their backstories. │
│ │
│ #### Month 3: **Red Dead Redemption** │
│ - **Console**: PS3 │
│ - **Release Date**: 2010-05-18 │
│ - **Metascore**: 95 │
│ - **Discussion Points**: │
│ - Exploration of the open-world wild west setting. │
│ - Discuss John Marston as a complex protagonist. │
│ - How does the game balance freedom and story-driven progression? │
│ │
│ #### Month 4: **Portal 2** │
│ - **Console**: PC │
│ - **Release Date**: 2011-04-18 │
│ - **Metascore**: 95 │
│ - **Discussion Points**: │
│ - The evolution of puzzles from the first game. │
│ - The game’s humor and writing, especially dialogue from GLaDOS and Wheatley. │
│ - Discuss co-op mode and its impact on the overall experience. │
│ │
│ #### Month 5: **The Elder Scrolls V: Skyrim** │
│ - **Console**: Xbox 360 │
│ - **Release Date**: 2011-11-11 │
│ - **Metascore**: 96 │
│ - **Discussion Points**: │
│ - What makes this game so enduring and deserving of its legendary status? │
│ - Discuss freedom of role-playing and character building. │
│ - Memorable quests, mods, and their contribution to the Skyrim experience. │
│ │
│ #### Month 6: **The Last of Us** │
│ - **Console**: PS3 │
│ - **Release Date**: 2013-06-14 │
│ - **Metascore**: 95 │
│ - **Discussion Points**: │
│ - How does the game create emotional impact through its story and characters? │
│ - The interplay between survival mechanics and narrative design. │
│ - Discuss the relationship between Joel and Ellie. │
│ │
│ #### Month 7: **Grand Theft Auto V** │
│ - **Console**: PS3 │
│ - **Release Date**: 2013-09-17 │
│ - **Metascore**: 97 │
│ - **Discussion Points**: │
│ - Exploration of three-protagonist storytelling. │
│ - How does the game parody contemporary American society? │
│ - Discuss standout moments, missions, and the online experience. │
│ │
│ #### Month 8: **Bloodborne** │
│ - **Console**: PS4 │
│ - **Release Date**: 2015-03-24 │
│ - **Metascore**: 92 │
│ - **Discussion Points**: │
│ - The atmosphere and lore of the gothic, Lovecraftian setting. │
│ - Combat mechanics and how they differ from Soulsborne games. │
│ - Challenges and memorable boss fights. │
│ │
│ #### Month 9: **The Witcher 3: Wild Hunt** │
│ - **Console**: PC │
│ - **Release Date**: 2015-05-18 │
│ - **Metascore**: 93 │
│ - **Discussion Points**: │
│ - Discuss the depth of side quests and their importance to the world-building. │
│ - How Geralt’s moral choices affect the narrative. │
│ - Favorite expansions, characters, and moments. │
│ │
│ #### Month 10: **Batman: Arkham City** │
│ - **Console**: PS3 │
│ - **Release Date**: 2011-10-18 │
│ - **Metascore**: 96 │
│ - **Discussion Points**: │
│ - How does the game improve on the original Arkham Asylum? │
│ - Discuss the open-world design and its influence on superhero games. │
│ - Favorite villains and boss fights. │
│ │
│ This schedule ensures a variety of genres and gameplay experiences spread across ten months, generating engaging discussion topics and a rich exploration of some of │
│ gaming's best titles. │
│ │
│ │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
Architecture
The application uses CrewAI’s multi-agent framework:Agents
- Researcher agent - Has access to the Snow Leopard tool to query game metadata (titles, platforms, metascores, user scores, release dates)
- Reporting analyst agent - Takes research findings and creates structured reports
Snow Leopard tool
A custom CrewAI tool that wraps the Snow Leopard client:class SnowLeopardMetacriticTool(BaseTool):
name: str = "Snow Leopard Metacritic Data"
description: str = (
"Takes a natural language question and returns game data "
"including metascores, platforms, user scores, and release dates."
)
def _run(self, question: str) -> str:
instance_id = os.getenv("SNOWLEOPARD_INSTANCE_ID")
sl_client = SnowLeopardClient()
response = sl_client.retrieve(user_query=question, instance_id=instance_id)
if isinstance(response, APIError):
return json.dumps({"error": f"{response.responseStatus}: {response.description}"})
# the last data item holds the final query; earlier items are intermediate steps
data = response.data[-1]
if isinstance(data, ErrorSchemaData):
return json.dumps({"error": data.error, "query": data.query})
return json.dumps(data.rows)
Workflow
The crew runs sequentially:- Research task queries game data based on the meeting topic
- Reporting task compiles results into
report.md
Run the example
Prerequisites
- Python 3.10+
- uv package manager
- OpenAI API key
- A Snow Leopard Cloud instance and API key
- A PostgreSQL database that Snow Leopard Cloud can reach, such as a free Neon or Supabase database. See the PostgreSQL setup guide for details.
Setup
Clone the repository:git clone https://github.com/SnowLeopard-AI/snowy-examples.git
cd snowy-examples/agent_examples/gameclub_crewai
- Download the Metacritic dataset from Kaggle (get the
.csvversion) - Convert it to a PostgreSQL script:
uv run scripts/preparedata.py result.csv metacritic.sql
- Load
metacritic.sqlinto your PostgreSQL database:
psql "postgresql://USER:PASSWORD@HOST/DBNAME?sslmode=require" -f metacritic.sql
.env file:
OPENAI_API_KEY=your-openai-key
SNOWLEOPARD_API_KEY=your-snowleopard-key
SNOWLEOPARD_INSTANCE_ID=your-instance-id
uv run gameclub
report.md.
Next steps
- View the full source code on GitHub
- Learn more about CrewAI