A library for exploring the landscape of AI Agent frameworks, using the example application of a prediction market betting agent. The various agents interact with markets from Manifold, Presagio and Polymarket.
These agents build on top of the prediction market APIs from https://github.com/gnosis/prediction-market-agent-tooling.
Install the project dependencies with poetry, using Python >=3.10:
python3.10 -m pip install poetry
python3.10 -m poetry install
python3.10 -m poetry shellCreate a .env file in the root of the repo with the following variables:
MANIFOLD_API_KEY=...
BET_FROM_PRIVATE_KEY=...
OPENAI_API_KEY=...Depending on the agent you want to run, you may require additional variables. See an exhaustive list in .env.example.
- An autonomous agent with function calling. Can be 'prodded' by the user to guide its strategy:
streamlit run prediction_market_agent/agents/microchain_agent/app.py(Deployed here) - Pick a prediction market question, or create your own, and pick one or more agents to perform research and make a prediction:
streamlit run scripts/agent_app.py(Deployed here)
The on-chain activity of the deployed agents from this repo can be tracked on a Dune dashboard here.
Execute prediction_market_agent/run_agent.py, specifying the ID of the 'runnable agent', and the market type as arguments:
% python prediction_market_agent/run_agent.py --help
Usage: run_agent.py [OPTIONS] AGENT:{coinflip|replicate_to_omen|think_thorough
ly|think_thoroughly_prophet|think_thoroughly_prophet_kelly
|knownoutcome|microchain|microchain_modifiable_system_prom
pt_0|microchain_modifiable_system_prompt_1|microchain_modi
fiable_system_prompt_2|microchain_modifiable_system_prompt
_3|microchain_with_goal_manager_agent_0|metaculus_bot_tour
nament_agent|prophet_gpt4o|prophet_gpt4|prophet_gpt4_final
|prophet_gpt4_kelly|olas_embedding_oa|social_media|omen_cl
eaner|ofv_challenger}
MARKET_TYPE:{omen|manifold|polymarket|metaculus}
╭─ Arguments ──────────────────────────────────────────────────────────────────────────────────────────────────────────╮
│ * agent AGENT:{coinflip|replicate_to_omen|think_thorou [default: None] [required] │
│ ghly|think_thoroughly_prophet|think_thoroughly │
│ _prophet_kelly|knownoutcome|microchain|microch │
│ ain_modifiable_system_prompt_0|microchain_modi │
│ fiable_system_prompt_1|microchain_modifiable_s │
│ ystem_prompt_2|microchain_modifiable_system_pr │
│ ompt_3|microchain_with_goal_manager_agent_0|me │
│ taculus_bot_tournament_agent|prophet_gpt4o|pro │
│ phet_gpt4|prophet_gpt4_final|prophet_gpt4_kell │
│ y|olas_embedding_oa|social_media|omen_cleaner| │
│ ofv_challenger} │
│ * market_type MARKET_TYPE:{omen|manifold|polymarket|metaculu [default: None] [required] │
│ s} │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
╭─ Options ────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
│ --install-completion Install completion for the current shell. │
│ --show-completion Show completion for the current shell, to copy it or customize the installation. │
│ --help Show this message and exit. │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯The easiest way to make your own agent that places a bet on a prediction market is to subclass the DeployableTraderAgent. See DeployableCoinFlipAgent for a minimal example.
From there, you can add it to the RUNNABLE_AGENTS dict in prediction_market_agent/run_agent.py, and use that as the entrypoint for running the agent in your cloud deployment.
See the Issues for ideas of things that need fixing or implementing. The team is also receptive to new issues and PRs.
A great self-contained first contribution would be to implement an agent using a framework in the 'Other frameworks to try' issue.