Docs (this branch is used in ReadTheDocs for testing right now) #591
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WalkthroughThe changes expand the documentation and code for the Prediction Market Agent Tooling. New sections have been added covering core capabilities, key features, prediction markets overview, dependency installation, a quickstart guide, contributing guidelines, and comprehensive API references. A new class, Changes
Sequence Diagram(s)sequenceDiagram
participant User
participant DTA as DeployableTraderAgent
User->>DTA: Call run(market_type)
DTA->>DTA: initialize_langfuse()
DTA->>DTA: check_min_required_balance_to_trade(market)
DTA->>DTA: get_betting_strategy(market)
DTA->>DTA: build_trades(market, answer, existing_position)
DTA->>DTA: process_market(market_type, market)
DTA->>DTA: after_process_market(market_type, market, processed_market)
DTA-->>User: Return trade execution result
sequenceDiagram
participant Caller
participant TX as send_xdai_to
Caller->>TX: Call send_xdai_to(recipient, amount, data_text)
TX->>TX: Process data_text (convert to bytes if needed)
TX->>TX: Fetch nonce using web3.eth.get_transaction_count("pending")
TX->>TX: Adjust gas price (+20%) and estimate gas
TX-->>Caller: Return transaction receipt
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🧹 Nitpick comments (2)
docs/index.md (1)
12-17: Fix typos and formatting in Key Features section.There are a few issues in this section that need attention:
- Missing period after "etc" in line 13
- Typo "modesl" should be "models" in line 16
- Inconsistent formatting: some items end with periods while others don't
- - Fully customizable agents (create your own strategies,custom functions, etc) - - Social capabilities (Post on X) - - Simple Cloud deployment - - Ability to use various AI modesl (OpenAI,Anthropic,etc.) - - Local tests + - Fully customizable agents (create your own strategies, custom functions, etc.). + - Social capabilities (Post on X). + - Simple Cloud deployment. + - Ability to use various AI models (OpenAI, Anthropic, etc.). + - Local tests.🧰 Tools
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[style] ~13-~13: In American English, abbreviations like “etc.” require a period.
Context: ...e your own strategies,custom functions, etc) - Social capabilities (Post on X) - Si...(ETC_PERIOD)
docs/predictionmarkets.md (1)
5-5: Add alt text to the image for accessibility.The image is missing alternative text, which is important for accessibility and SEO purposes.
-  + 🧰 Tools
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5-5: Images should have alternate text (alt text)
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🔇 Additional comments (5)
docs/index.md (2)
1-4: LGTM!The introduction provides a clear and concise overview of the Prediction Market Agent Tooling's purpose and target audience.
5-10: LGTM!The Core Capabilities section effectively outlines the main functionalities of the tooling.
docs/predictionmarkets.md (3)
1-3: LGTM!The introduction provides a clear and concise explanation of prediction markets and their relationship with blockchain technology.
6-25: LGTM!The Key Components section provides a comprehensive breakdown of essential elements in Web3 prediction markets. The explanations are clear and well-structured.
26-41: LGTM!The Benefits section effectively outlines the advantages of Web3 prediction markets, with clear explanations for each point.
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🧹 Nitpick comments (3)
docs/predictionmarkets.md (1)
26-41: Consider adding relevant links for further reading.The benefits are well-explained, but consider enhancing the section by:
- Adding links to related documentation about blockchain transparency
- Including references to specific examples of prediction markets demonstrating these benefits
- Adding links to technical documentation about smart contracts and Web3 wallets
docs/dependencies.md (2)
13-44: Consider adding important notes about Python version management.The installation instructions are good, but consider adding:
- A note about managing multiple Python versions using
pyenvor similar tools- Warning about potential system Python conflicts
- Instructions for setting Python 3.10 as the default version
107-146: Add context and prerequisites for GCP CLI installation.Consider enhancing this section by:
- Explaining why GCP CLI might be needed for the project
- Adding prerequisites (Google Cloud account, project setup)
- Including basic configuration steps for the project
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docs/predictionmarkets.md (2)
6-25: Well-structured and comprehensive explanation of key components!The section effectively explains each component with relevant examples, making it easy for readers to understand the technical concepts.
5-5: Verify the image path and accessibility.Please ensure that:
- The image file exists at
/docs/images/predictionmarket.png- The image is properly displayed in ReadTheDocs
- Consider adding alt text that describes the image content for accessibility
✅ Verification successful
Add alt text to improve image accessibility
The image exists at the correct path, but consider adding descriptive alt text for better accessibility:
🏁 Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Check if the image exists and is accessible fd -t f "predictionmarket.png" docs/images/Length of output: 76
docs/dependencies.md (2)
1-10: Clear and comprehensive prerequisites section!The section effectively lists all required and optional dependencies with their version requirements.
77-104: Comprehensive Git installation instructions!The section provides clear instructions for all major platforms with proper verification steps.
| curl -sSL https://install.python-poetry.org | python3 - | ||
| ``` |
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Add security note and alternative installation methods.
The current installation method using curl | python poses security risks. Consider:
- Adding a note about verifying the installation script's integrity
- Including alternative installation methods (pip, official installer)
- Adding a link to Poetry's official installation documentation
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🧹 Nitpick comments (9)
docs/contributing.md (1)
1-5: Consider expanding the contributing guidelines.While the current guidelines are clear and concise, consider adding the following sections to make it more comprehensive:
- Development environment setup instructions
- PR guidelines (template, commit message format)
- Code style guidelines
- Testing requirements
docs/exampleagent.md (3)
24-27: Add docstring and type hints to theverify_marketmethod.Consider adding a docstring and type hints to improve code documentation:
- def verify_market(self, market_type: MarketType, market: AgentMarket) -> bool: + def verify_market(self, market_type: MarketType, market: AgentMarket) -> bool: + """Verify if the market meets the agent's criteria. + + Args: + market_type: Type of the market (e.g., OMEN, MANIFOLD). + market: Market to verify. + + Returns: + bool: True if the market meets the criteria, False otherwise. + """ return True
28-35: Add error handling to theanswer_binary_marketmethod.Consider adding error handling for edge cases:
def answer_binary_market(self, market: AgentMarket) -> ProbabilisticAnswer | None: + if not market or not isinstance(market, AgentMarket): + raise ValueError("Invalid market provided") + decision = random.choice([True, False]) return ProbabilisticAnswer( p_yes=Probability(float(decision)), confidence=0.5, reasoning="I flipped a coin to decide.", )
51-54: Add usage examples for both agents.Consider adding code examples demonstrating how to instantiate and use these agents:
- **`DeployableCoinFlipAgent`** provides a **randomized** decision-making approach. - **`DeployableAlwaysRaiseAgent`** is designed for **exception handling and debugging**. - Both agents serve different purposes in testing and deploying prediction market agents. + +## Usage Examples + +### Using DeployableCoinFlipAgent +```python +agent = DeployableCoinFlipAgent() +agent.deploy_local(market_type=MarketType.OMEN, sleep_time=10) +``` + +### Using DeployableAlwaysRaiseAgent +```python +agent = DeployableAlwaysRaiseAgent() +try: + agent.deploy_local(market_type=MarketType.OMEN, sleep_time=10) +except RuntimeError as e: + print(f"Expected error: {e}") +```docs/predictionmarkets.md (1)
1-41: Enhance documentation with visual aids and examples.Consider enhancing this comprehensive guide with:
- Diagrams illustrating:
- The interaction between key components
- The flow of a typical prediction market transaction
- Real-world examples of successful prediction markets
- References to external resources and academic papers
docs/quickstart.md (2)
15-19: Specify version requirements for Python and Poetry.Add version requirements to prevent compatibility issues:
2. **Install dependencies using poetry:** ```bash + # Requires Python >= 3.10 python3.10 -m pip install poetry + # Requires Poetry >= 1.4.0 python3.10 -m poetry install ```
91-92: Add validation steps and troubleshooting section.Consider adding:
- Validation steps to verify the setup:
# Verify the installation python -c "from prediction_market_agent.agents import DeployableCoinFlipAgent"- A troubleshooting section covering common issues and their solutions.
docs/deployabletraderagent.md (2)
71-99: Enhance the example agent implementation.Consider improving the example with:
- Return type documentation
- Error handling
- Best practices
class DeployableArbitrageAgent(DeployableTraderAgent): - """Agent that places mirror bets on Omen for risk-neutral profit.""" + """Agent that places mirror bets on Omen for risk-neutral profit. + + This agent demonstrates best practices for implementing a trading agent: + 1. Clear configuration parameters + 2. Proper error handling + 3. Type safety + """ model = "gpt-4o" total_trade_amount = TokenAmount(amount=0.1, currency="xDAI") bet_on_n_markets_per_run = 5 n_markets_to_fetch = 50 - def run(self, market_type: MarketType) -> None: + def run(self, market_type: MarketType) -> None: + """Run the agent on the specified market type. + + Args: + market_type: Type of market to run on. + + Raises: + RuntimeError: If market type is not OMEN. + """ if market_type != MarketType.OMEN: raise RuntimeError("Arbitrage agent only works with Omen.") super().run(market_type=market_type) def answer_binary_market(self, market: AgentMarket) -> ProbabilisticAnswer | None: + """Generate a fixed probabilistic answer. + + Args: + market: Market to answer. + + Returns: + ProbabilisticAnswer: Fixed probability answer. + + Raises: + ValueError: If market is invalid. + """ + if not market or not isinstance(market, AgentMarket): + raise ValueError("Invalid market provided") return ProbabilisticAnswer(p_yes=Probability(0.5), confidence=1.0)
106-127: Add a best practices section.Consider adding a section on best practices for implementing trading agents:
## Deployment ... + +## Best Practices + +### 1. Configuration Management +- Use class attributes for configuration +- Document all configuration parameters +- Validate configuration values + +### 2. Error Handling +- Handle network errors gracefully +- Implement retry mechanisms +- Log errors appropriately + +### 3. Testing +- Write unit tests for trading logic +- Implement integration tests +- Use mock markets for testing + +### 4. Monitoring +- Enable Langfuse monitoring +- Track key metrics +- Set up alerts
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prediction_market_agent_tooling/tools/web3_utils.py (1)
320-327: Consider improving gas price and estimation strategy.While the current implementation works, consider these improvements for better gas handling:
- Make gas price increase configurable instead of hardcoding 20%
- Make gas estimate buffer configurable instead of hardcoding 50%
- Add upper bounds for gas adjustments to prevent excessive costs
- Consider supporting EIP-1559 transactions (base fee + priority fee)
Here's a suggested implementation:
+GAS_PRICE_INCREASE_FACTOR = 1.2 # 20% increase +GAS_ESTIMATE_BUFFER_FACTOR = 1.5 # 50% buffer +MAX_GAS_PRICE_GWEI = 500 # Maximum gas price in Gwei + latest_nonce = web3.eth.get_transaction_count(from_address, "pending") tx_params_new["nonce"] = latest_nonce current_gas_price = web3.eth.gas_price -tx_params_new["gasPrice"] = int(current_gas_price * 1.2) # Increase gas by 20% +adjusted_gas_price = int(current_gas_price * GAS_PRICE_INCREASE_FACTOR) +max_gas_price = Web3.to_wei(MAX_GAS_PRICE_GWEI, "gwei") +tx_params_new["gasPrice"] = min(adjusted_gas_price, max_gas_price) gas_estimate = web3.eth.estimate_gas(tx_params_new) -tx_params_new["gas"] = int(gas_estimate * 1.5) +tx_params_new["gas"] = int(gas_estimate * GAS_ESTIMATE_BUFFER_FACTOR)Additionally, consider adding EIP-1559 support:
def get_eip1559_fees(web3: Web3, priority_fee_increase: float = 1.2) -> dict: """Get base fee and priority fee for EIP-1559 transactions.""" base_fee = web3.eth.get_block('latest')['baseFeePerGas'] priority_fee = web3.eth.max_priority_fee return { "maxFeePerGas": base_fee * 2, # Base fee can increase up to 2x "maxPriorityFeePerGas": int(priority_fee * priority_fee_increase) }
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prediction_market_agent_tooling/tools/web3_utils.py (2)
309-316: LGTM! Clean implementation of data text handling.The code correctly handles both string and bytes input types for the
data_textparameter, with proper type checking and conversion.
317-319: LGTM! Proper handling of user-provided transaction parameters.The code correctly preserves user-provided transaction parameters while maintaining the defaults.
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docs/deploywithsafe.md (4)
12-12: Typo in Section Heading
The heading "## Steps to integerate Safe Wallet with PMAT" contains a typographical error. Consider changing "integerate" to "integrate" for clarity.
14-18: Spelling and Code Block Enhancement
The instruction "Install poetry if not already isntalled" includes a typo—"isntalled" should be "installed". Moreover, the fenced code block (lines 16–18) does not specify a language, which causes markdown lint warnings.[MD040]
Recommended Diff:-1. Install poetry if not already isntalled +1. Install poetry if not already installed -``` +```bash python3.10 -m pip install poetry python3.10 -m poetry install python3.10 -m poetry shell -``` +```🧰 Tools
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25-27: Fenced Code Block Language Specifier
The code block that provides the command to create a Safe is missing a language specifier. Adding one (e.g.,bash) would improve readability and adhere to markdown lint guidelines.[MD040]
Recommended Diff:-``` +```bash poetry run python scripts/create_safe_for_agent.py --from-private-key <YOUR_AGENT_PRIVATE_KEY> -``` +```🧰 Tools
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39-44: Final Instructions: Typographical Corrections Needed
The final instructions contain several typographical errors:
- "abover" should be corrected to "above".
- "env varibles" should be corrected to "environment variables".
- "balace" should be corrected to "balance".
Correcting these typos will improve the document’s professionalism and clarity.
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docs/deploywithsafe.md (5)
1-1: Descriptive Title
The title clearly states the document’s purpose in guiding users on deploying PMAT with Safe integration.
3-3: Introduction Clarity
The introduction effectively outlines the Secure Wallet integration benefits and PMAT usage. Consider adding cross-references or links to related sections if available.
5-10: Benefits Section Completeness
The benefits are well-listed and informative. They provide clear points on multi-signature configuration, transaction batching, and sponsorships.
21-23: Deployment Step Clarity
The step "2. Deploy a Safe using an EOA" is clearly stated, and the note on ensuring sufficient xDAI balance is useful. Consider briefly mentioning common pitfalls or suggesting checks for transaction success.
29-37: Configuration Options Table Review
The configuration options table is informative and well structured. Ensure that the descriptions remain updated as parameters evolve.
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docs/benchmarker.md (2)
17-22: Trailing Punctuation in Heading "Parameters:"The "Parameters:" heading ends with a trailing colon, which may be flagged by markdown linters (e.g., MD026). Removing the trailing punctuation can improve consistency with markdown style guidelines.
-### Parameters: +### Parameters🧰 Tools
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23-28: Trailing Punctuation in Heading "Key Features:"Similarly, the "Key Features:" heading includes a trailing colon. Removing it will align the heading with markdown best practices.
-### Key Features: +### Key Features🧰 Tools
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🔇 Additional comments (11)
docs/benchmarker.md (11)
1-2: Overall File and Title Structure ReviewThe new documentation file provides a comprehensive introduction to the
Benchmarkerclass. The title is descriptive, though you might consider whether the colon in "Benchmarker: Evaluating Prediction Market Agents" is stylistically consistent with your other documentation headers.
3-6: Introduction Section ClarityThe "Introduction" section succinctly outlines the purpose and capabilities of the
Benchmarkerclass. The description is clear and provides a good context.
7-16: Getting Started Section ReviewThe "Getting Started" section is well-structured and includes an instructive Python code snippet on instantiating the
Benchmarker. This makes it easy for users to understand how to set up the class.
29-43: Methods Overview – Adding and Retrieving PredictionsThe documentation clearly details both the
add_predictionandget_predictionmethods, including their usage examples. The section is well-formatted and easy to follow.
44-50: Running Agents Section EvaluationThe "Running Agents" section provides a concise explanation for the
run_agentsmethod along with a clear code snippet example. The instructions are precise and useful.
51-57: Analyzing Market Data Section ClarityThe section dedicated to the
compute_metricsfunction is clear and effectively explains the purpose of the method. The example code aids in understanding the workflow.
58-63: Market Summary DocumentationThe documentation for
get_markets_summaryis straightforward and clearly explains its role in summarizing market data, making it very accessible to users.
64-69: Market Results DocumentationThe "get_markets_results" section is well-documented and clarifies the returned statistical overview of the prediction markets. The description is concise yet informative.
70-76: Report Generation Section AssessmentThe "Generating Reports" section effectively explains how
generate_markdown_reportworks and includes an example that demonstrates its practical application.
77-88: Metrics Computed Section ReviewThe list of metrics computed by the
Benchmarkeris comprehensive and clearly presented. This section is valuable as it informs users about the evaluation criteria employed.
89-97: Example Usage Section InspectionThe final "Example Usage" section neatly ties together the execution flow of the benchmarker—from running the agents to generating and printing a markdown report. The practical example is clear and reinforces how to use the documented features.
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🧹 Nitpick comments (11)
docs/api/tools.md (1)
1-5: Documentation Section Added for Tools ModuleThe new section clearly introduces the "Tools Module" with the appropriate directive for
prediction_market_agent_tooling.toolsand specifies a Python handler. One minor note: please verify that the directive formatting (e.g. the use of triple colons) and any spacing around colons comply with the project's style guidelines, as the static analysis hint suggests there might be a spacing requirement.🧰 Tools
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[uncategorized] ~2-~2: Na een puntkomma of een dubbelepunt hoort een spatie: “: :”.
Context: # Tools Module ::: prediction_market_agent_tooling.tools ...(SPATIE_NA)
docs/api/monitor.md (1)
1-5: Documentation Section Added for Monitor ModuleThis addition introduces the "Monitor Module" with clear documentation regarding the Python handler for
prediction_market_agent_tooling.monitor. Similar to the Tools Module, please double-check that the spacing in the directive (e.g. after the colons) meets the project's style guidelines if applicable.🧰 Tools
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[uncategorized] ~2-~2: Na een puntkomma of een dubbelepunt hoort een spatie: “: :”.
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docs/api/index.md (1)
1-16: Comprehensive Reference Section IntroducedThe new "Reference" section is well organized and provides a helpful introduction and clear navigation links to the core modules of the API. A small suggestion for clarity: consider rephrasing line 5 to something like "It is recommended that you use the search function to quickly navigate to the desired module or function." This could strengthen the instruction and ensure consistency with the overall documentation tone.
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[style] ~5-~5: Consider using an alternative to strengthen your wording.
Context: ...kly navigate to the function/module you want to learn about. ## Core Modules - [Be...(WANT_KEEN)
docs/deploywithsafe.md (4)
12-12: Correct Typo in HeadingThe header "## Steps to integerate Safe Wallet with PMAT" contains a typo. Please change "integerate" to "integrate" for correctness and clarity.
14-14: Fix Spelling in InstructionThere is a spelling mistake in the instruction: "Install poetry if not already isntalled". Please update "isntalled" to "installed".
39-39: Improve Clarity and Correct Typos in Environment Variable InstructionsThe sentence on line 39 has a few issues:
- "abover" should be corrected to "above".
- Consider adding a comma after "env variable" for improved readability.
- Verify that the phrase "Safe's owners private key" uses the intended possessive form. If referring to a single owner, it might be clearer to use "owner's"; if plural, consider rephrasing (e.g., "private keys of the Safe owners").
A suggested revision:
"3. The above step will print the Safe wallet address. Put that address in the SAFE_ADDRESS env variable, and ensure that the private key of the Safe owner is set in the BET_FROM_PRIVATE_KEY env variable."
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[uncategorized] ~39-~39: Possible missing comma found.
Context: ...s in the SAFE_ADDRESS env variable. Also make sure to put the Safe's owners priv...(AI_HYDRA_LEO_MISSING_COMMA)
[uncategorized] ~39-~39: It seems likely that a singular genitive (’s) apostrophe is missing.
Context: ...iable. Also make sure to put the Safe's owners private key in the **BET_FROM_PRIVATE_K...(AI_HYDRA_LEO_APOSTROPHE_S_XS)
44-44: Correct Spelling of 'Balance'The text on line 44 contains a typo: "balace" should be corrected to "balance".
prediction_market_agent_tooling/__init__.py (4)
1-5: Enhance the module docstring with more details.Consider expanding the docstring to include:
- Key features and capabilities
- Basic usage examples
- Links to documentation
""" Prediction Market Agent Tooling This package provides tools and utilities for interacting with prediction markets. + +Key Features: +- Feature 1 +- Feature 2 + +Basic Usage: +```python +from prediction_market_agent_tooling import ... +``` + +For more information, see the documentation at: +https://prediction-market-agent-tooling.readthedocs.io/ """
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loaderis not used and can be replaced with an underscore.- for loader, module_name, is_pkg in pkgutil.walk_packages(package.__path__, prefix=package.__name__ + "."): + for _, module_name, is_pkg in pkgutil.walk_packages(package.__path__, prefix=package.__name__ + "."):🧰 Tools
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prediction_market_agent_tooling/__init__.py (2)
26-36: Well-structured recursive import implementation!The recursive import function is well-implemented with proper error handling and clear logging of import failures.
🧰 Tools
🪛 Ruff (0.8.2)
27-27: Loop control variable
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37-38: Clean implementation of the recursive import call!The final import call is well-structured and correctly uses the package name defined earlier.
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🧹 Nitpick comments (4)
docs/quickstart.md (4)
5-5: Adjust Heading Levels
The headings following the document title ("# Quickstart Guide") are currently level 3 (e.g.### 1. Dependencies), which skips a level. For a clear and consistent hierarchy, please consider changing these to level 2 (e.g.## 1. Dependencies).Also applies to: 8-8, 36-36, 51-51, 84-84
🧰 Tools
🪛 markdownlint-cli2 (0.17.2)
5-5: Heading levels should only increment by one level at a time
Expected: h2; Actual: h3(MD001, heading-increment)
12-15: Add Language Specifiers to Fenced Code Blocks
Several fenced code blocks are missing a language specifier, which can improve syntax highlighting and clarity. For example:
- Lines 12–15 & 18–22 & 33–35 & 87–89: Use
bashfor shell commands.- Lines 25–29: Since this block lists dependency names, consider using
textor a similar generic specifier.- Lines 40–49: For the
.envconfiguration snippet,text(ordotenvif available) would be appropriate.- Lines 57–82: This code sample is Python code—please specify
python.Also applies to: 18-22, 25-29, 33-35, 40-49, 57-82, 87-89
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23-23: Refine Instruction Clarity
The sentence on line 23, "Create a requirements.txt file yet and add the following dependencies:" is slightly confusing. Consider revising it to:"Create a requirements.txt file and add the following dependencies:"
90-94: Correct Spelling and Phrasing Errors
Please correct the following typos and adjust the punctuation for a more professional tone:
- Line 90: Change "inpmemented" to "implemented" and "prediction amrket" to "prediction market".
- Line 92: Replace "Voilaa!!!" with a toned-down version such as "Voila!" and correct "sucessfully" to "successfully".
- Line 94: Change "decison" to "decision".
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Context: ...s inpmemented on the above code. Voilaa!!! You have sucessfully built and deployed...(EN_EXCESSIVE_EXCLAMATION)
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docs/quickstart.md
[style] ~93-~93: Using many exclamation marks might seem excessive (in this case: 3 exclamation marks for a text that’s 1306 characters long)
Context: ...s inpmemented on the above code. Voilaa!!! You have sucessfully built and deployed...
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🧹 Nitpick comments (19)
prediction_market_agent_tooling/__init__.py (3)
9-9: Remove unused import.The
sysmodule is imported but never used in the code.-import sys🧰 Tools
🪛 Ruff (0.8.2)
9-9:
sysimported but unused(F401)
17-24: Optimize loop variables.The
loaderandis_pkgvariables in the loop are not used within the loop body.-for loader, module_name, is_pkg in pkgutil.walk_packages(__path__, prefix=package_name + "."): +for _, module_name, _ in pkgutil.walk_packages(__path__, prefix=package_name + "."):🧰 Tools
🪛 Ruff (0.8.2)
17-17: Loop control variable
loadermay not be used within loop body(B007)
17-17: Loop control variable
is_pkgmay not be used within loop body(B007)
27-35: Optimize loop variables in recursive_import.The
loadervariable in the loop is not used within the loop body.- for loader, module_name, is_pkg in pkgutil.walk_packages(package.__path__, prefix=package.__name__ + "."): + for _, module_name, is_pkg in pkgutil.walk_packages(package.__path__, prefix=package.__name__ + "."):🧰 Tools
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27-27: Loop control variable
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prediction_market_agent_tooling/tools/web3_utils.py (1)
323-327: Consider making gas adjustments configurable.The gas price and gas limit adjustments use hardcoded values:
- 20% increase for gas price
- 50% increase for gas limit
Consider making these values configurable to handle network congestion and varying gas market conditions.
+GAS_PRICE_INCREASE_FACTOR = 1.2 # 20% increase +GAS_LIMIT_INCREASE_FACTOR = 1.5 # 50% increase current_gas_price = web3.eth.gas_price -tx_params_new["gasPrice"] = int(current_gas_price * 1.2) # Increase gas by 20% +tx_params_new["gasPrice"] = int(current_gas_price * GAS_PRICE_INCREASE_FACTOR) gas_estimate = web3.eth.estimate_gas(tx_params_new) -tx_params_new["gas"] = int(gas_estimate * 1.5) +tx_params_new["gas"] = int(gas_estimate * GAS_LIMIT_INCREASE_FACTOR)docs/api/index.md (1)
5-6: Improve Instruction Wording
Consider rewording the sentence to use a more active voice. For example, you might change:
"It is recommended to use the search function to quickly navigate to the function/module you want to learn about."
to
"Use the search function to quickly locate the function or module you need."🧰 Tools
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[style] ~5-~5: Consider using an alternative to strengthen your wording.
Context: ...kly navigate to the function/module you want to learn about. ## Core Modules - [Be...(WANT_KEEN)
docs/deploywithsafe.md (2)
15-19: Specify Language for Fenced Code Blocks
It is recommended to specify a language for fenced code blocks. For example, add "bash" after the opening triple backticks for better syntax highlighting:-``` +```bash🧰 Tools
🪛 markdownlint-cli2 (0.17.2)
15-15: Fenced code blocks should have a language specified
null(MD040, fenced-code-language)
25-27: Annotate Code Block with Language
Similarly, add a language specifier (e.g., "bash") to the fenced code block for clarity:-``` +```bash🧰 Tools
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25-25: Fenced code blocks should have a language specified
null(MD040, fenced-code-language)
docs/quickstart.md (8)
5-8: Heading Level Consistency
Markdownlint suggests that heading levels should only increment by one level at a time. Consider changing "### 1. Dependencies" to a level-2 header (i.e., "## 1. Dependencies"). This applies similarly to subsequent sections to ensure consistent structure.🧰 Tools
🪛 markdownlint-cli2 (0.17.2)
5-5: Heading levels should only increment by one level at a time
Expected: h2; Actual: h3(MD001, heading-increment)
12-15: Specify Language for Fenced Code Block (Project Directory Commands)
It is recommended to specify a language for fenced code blocks. For instance, add "bash" to the fenced code block containing the project directory commands:-``` +```bash🧰 Tools
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12-12: Fenced code blocks should have a language specified
null(MD040, fenced-code-language)
18-22: Specify Language for Fenced Code Block (Virtual Environment Setup)
Again, add a language specifier like "bash" to the fenced code block so that commands for setting up a virtual environment are properly highlighted:-``` +```bash🧰 Tools
🪛 markdownlint-cli2 (0.17.2)
18-18: Fenced code blocks should have a language specified
null(MD040, fenced-code-language)
25-29: Specify Language for Fenced Code Block (Dependencies List)
Please add a language (e.g., "bash" or "text") to the fenced code block containing the dependency list for clarity:-``` +```bash🧰 Tools
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25-25: Fenced code blocks should have a language specified
null(MD040, fenced-code-language)
32-35: Specify Language for Fenced Code Block (Pip Install Commands)
Include a language specifier (such as "bash") for the fenced code block that shows the pip install command:-``` +```bash🧰 Tools
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null(MD040, fenced-code-language)
36-40: Environment Variables Section — Specify Code Block Language
For the fenced code block that shows the .env file creation, consider specifying "bash" or "text" to improve readability:-``` +```bash🧰 Tools
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40-40: Fenced code blocks should have a language specified
null(MD040, fenced-code-language)
57-83: Annotate Python Fenced Code Block
For better clarity and syntax highlighting, specify the language (i.e., "python") for the fenced code block containing the sample agent code:-``` +```python🧰 Tools
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57-57: Fenced code blocks should have a language specified
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85-90: Specify Language for Fenced Code Block (Run Agent Command)
Please add a language specifier (e.g., "bash") for the fenced code block showing the command to run the agent:-``` +```bash🧰 Tools
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87-87: Fenced code blocks should have a language specified
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docs/benchmarker.md (2)
10-16: Instantiation Code Snippet: Example UsageThe Python snippet showing how to instantiate the
Benchmarkeris clear and straightforward. To further enhance the example, you might consider including the optionalonly_cachedparameter if it is commonly used, so readers see the full range of configurability.
77-88: Metrics Computation DetailsThe list of computed metrics is comprehensive and well organized. To add further clarity, you might consider linking each metric to a more detailed explanation or to the relevant section in the implementation.
docs/deployabletraderagent.md (2)
28-50: Methods Overview SectionThe method signatures and short descriptions in this section offer a comprehensive look at the functionalities provided by the
DeployableTraderAgentclass. Including return types and any exceptional behavior (if applicable) could further improve this section.
55-99: Example Code Snippet: Custom Trading AgentThe example is comprehensive and demonstrates subclassing, method overriding (e.g.,
run,answer_binary_market, andbuild_trades), and the basic trading logic effectively.
Suggestion: The type hint forexisting_positionin thebuild_tradesmethod usesPosition, but there is no import forPositionin the snippet. To prevent confusion, consider adding the missing import. For example:-from prediction_market_agent_tooling.markets.data_models import ( - ProbabilisticAnswer, - Probability, - Trade, - TradeType, - TokenAmount -) +from prediction_market_agent_tooling.markets.data_models import ( + ProbabilisticAnswer, + Probability, + Trade, + TradeType, + TokenAmount, + Position +)
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[style] ~13-~13: In American English, abbreviations like “etc.” require a period.
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🔇 Additional comments (32)
prediction_market_agent_tooling/__init__.py (1)
1-40: LGTM! Well-structured dynamic module importing.The implementation follows Python best practices for dynamic module importing:
- Uses
pkgutil.walk_packagesfor module discovery- Handles import errors gracefully
- Implements recursive importing for nested modules
- Maintains a clean
__all__list🧰 Tools
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9-9:
sysimported but unused(F401)
17-17: Loop control variable
loadermay not be used within loop body(B007)
17-17: Loop control variable
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27-27: Loop control variable
loadermay not be used within loop body(B007)
prediction_market_agent_tooling/tools/web3_utils.py (1)
310-315: LGTM! Clean data_text parameter handling.The implementation correctly handles both string and bytes input for the data_text parameter.
docs/api/tools.md (1)
1-5: LGTM! Clear and concise module documentation.The documentation follows the standard mkdocs format and correctly specifies the Python handler for the tools module.
🧰 Tools
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docs/api/monitor.md (1)
1-5: LGTM! Clear and concise module documentation.The documentation follows the standard mkdocs format and correctly specifies the Python handler for the monitor module.
🧰 Tools
🪛 LanguageTool
[uncategorized] ~2-~2: Na een puntkomma of een dubbelepunt hoort een spatie: “: :”.
Context: # Monitor Module ::: prediction_market_agent_tooling.monito...(SPATIE_NA)
docs/api/index.md (3)
1-1: Section Header Added
The "# Reference" header clearly introduces the API documentation section.
3-4: Welcome Message Clarity
The welcome message effectively introduces the API Reference for Prediction Market Agent Tooling.
7-15: Core Modules List is Well Structured
The list of core modules is organized clearly with links to each module.docs/index.md (2)
1-4: Introduction is Clear
The introductory content effectively describes the purpose and utility of Prediction Market Agent Tooling.
5-11: Core Capabilities Section is Well Laid Out
The "Core Capabilities" section clearly enumerates the key functionalities of the tooling.docs/deploywithsafe.md (2)
1-4: Introduction and Overview
The introduction effectively outlines the benefits of Safe integration with PMAT and clearly explains its purpose.
5-11: Benefits Section is Well Structured
The benefits of using a Safe Wallet are clearly listed and explained.docs/predictionmarkets.md (3)
1-4: Introduction is Clear
The introductory explanation of prediction markets is concise and informative.
5-24: Detailed Coverage of Key Components
The key components are thoroughly detailed and well organized, providing readers with a clear understanding of how prediction markets function in Web3.
25-40: Benefits Section is Well Constructed
The benefits section effectively highlights the main advantages of prediction markets such as transparency, censorship resistance, and trustlessness.docs/quickstart.md (2)
1-4: Quickstart Guide Introduction
The introduction clearly states the purpose of the guide and sets the stage for new users to follow the steps.
51-56: Basic Agent Creation Section
The instructions for creating a Basic Prediction Market Agent are clear. Consider updating the heading level to maintain consistency (from "###" to "##" if needed).docs/benchmarker.md (9)
1-2: Header and Title ClarityThe title clearly indicates that this document is dedicated to benchmarking prediction market agents. The heading sets the right expectation for the reader.
3-6: Introduction Section: Comprehensive OverviewThe introduction succinctly explains the purpose of the
Benchmarkerclass and outlines its role in evaluating prediction market agents. The context is clear and inviting.
17-22: Parameter DocumentationThe parameters are well described, including types, default values, and their purpose. Ensure that these details remain in sync with any changes in the actual implementation.
23-28: Key Features OverviewThe bullet list of key features is clear and informative. It provides a concise summary of the class’s benefits and behavior.
29-43: Methods Overview – Adding and Retrieving PredictionsThe documentation for methods like
add_predictionandget_predictionis well presented using code blocks. This makes it easy for readers to understand the intended usage.
44-50: Running Agents SectionThe snippet for the
run_agentsmethod effectively shows how agents are executed and integrated with caching. The example is concise and clear.
52-68: Analyzing Market Data MethodsThe sections covering
compute_metrics,get_markets_summary, andget_markets_resultsare thorough. The explanations give a good overview of the analytical capabilities provided by theBenchmarker.
71-76: Markdown Report GenerationThe documentation for
generate_markdown_reportis clear, and the accompanying code snippet effectively illustrates its usage. It’s a helpful guide for users looking to generate comprehensive reports.
89-97: Example Usage SectionThe example code snippet succinctly demonstrates the workflow—from running agents to computing metrics and generating the final report. Adding a brief comment on the expected output could provide even more clarity for users.
docs/deployabletraderagent.md (7)
1-4: Class Introduction: Context and PurposeThe introductory section provides a clear context for the
DeployableTraderAgentclass and its role in creating trading agents for prediction markets. The explanation is well written.
8-10: Class DefinitionThe code snippet showing the class definition is minimal and clear. Including the base class (
DeployablePredictionAgent) reinforces the inheritance concept; consider providing a hyperlink or reference to its documentation if readers might need further context.
12-18: Key Features ListingThe key features are well listed, providing a succinct overview of what the class adds to the framework (e.g., automated trading, market verification, and integrated logging). The bullet points are clear and informative.
19-27: Initialization Parameters TableThe table describing the initialization parameters is well structured. The default values and descriptions are clearly laid out, enhancing readability for developers.
51-53: Custom Trading Agent Example IntroductionThe brief introduction to the custom trading agent example sets the stage nicely for the code that follows, explaining the purpose of subclassing
DeployableTraderAgent.
101-105: Explanation SectionThe explanatory text following the code snippet provides a clear breakdown of the custom methods and their purpose, which is very useful for understanding the example.
106-124: Deployment InstructionsThe deployment sections for both local and GCP environments are well written, providing concise and practical code examples. This should help users get started quickly with deploying their custom agent.
| - Fully customizable agents (create your own strategies,custom functions, etc) | ||
| - Social capabilities (Post on X) | ||
| - Simple Cloud deployment | ||
| - Ability to use various AI modesl (OpenAI,Anthropic,etc.) |
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Correct Spelling Error in Key Features
"AI modesl" should be corrected to "AI models" and consider adding spaces after commas for consistency.
- - Ability to use various AI modesl (OpenAI,Anthropic,etc.)
+ - Ability to use various AI models (OpenAI, Anthropic, etc.)📝 Committable suggestion
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| - Ability to use various AI modesl (OpenAI,Anthropic,etc.) | |
| - Ability to use various AI models (OpenAI, Anthropic, etc.) |
| ## Key Features | ||
| - Fully customizable agents (create your own strategies,custom functions, etc) | ||
| - Social capabilities (Post on X) |
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🛠️ Refactor suggestion
Improve Key Features Formatting
In the "Key Features" section, please consider:
- Adding a space after commas (e.g., changing "strategies,custom" to "strategies, custom").
- Ensuring "etc" has its period (i.e., "etc." instead of "etc").
- - Fully customizable agents (create your own strategies,custom functions, etc)
+ - Fully customizable agents (create your own strategies, custom functions, etc.)📝 Committable suggestion
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| ## Key Features | |
| - Fully customizable agents (create your own strategies,custom functions, etc) | |
| - Social capabilities (Post on X) | |
| ## Key Features | |
| - Fully customizable agents (create your own strategies, custom functions, etc.) | |
| - Social capabilities (Post on X) |
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[style] ~13-~13: In American English, abbreviations like “etc.” require a period.
Context: ...e your own strategies,custom functions, etc) - Social capabilities (Post on X) - Si...
(ETC_PERIOD)
| ## Steps to integerate Safe Wallet with PMAT | ||
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| 1. Install poetry if not already isntalled |
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Correct Spelling Mistakes in Steps Section
There are a couple of spelling issues to address:
- "integerate" should be "integrate"
- "isntalled" should be "installed"
-## Steps to integerate Safe Wallet with PMAT
-1. Install poetry if not already isntalled
+## Steps to integrate Safe Wallet with PMAT
+1. Install poetry if not already installed📝 Committable suggestion
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| ## Steps to integerate Safe Wallet with PMAT | |
| 1. Install poetry if not already isntalled | |
| ## Steps to integrate Safe Wallet with PMAT | |
| 1. Install poetry if not already installed |
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| If the above two *env* varibles are configured correctly, all agents by default will start using the Safe address to transact and place bets on the prediction markets. | ||
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| Always make sure to have enough balace in your safe wallet for your agent to transact seamlessly. |
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Correct Typo in Final Instruction
"balace" should be corrected to "balance".
- Always make sure to have enough balace in your safe wallet for your agent to transact seamlessly.
+ Always make sure to have enough balance in your safe wallet for your agent to transact seamlessly.📝 Committable suggestion
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| Always make sure to have enough balace in your safe wallet for your agent to transact seamlessly. | |
| Always make sure to have enough balance in your safe wallet for your agent to transact seamlessly. |
| | `--fund-safe` | Flag | Optional | Whether to fund the Safe upon creation | | ||
| | `--fund-amount-xdai` | Integer | Optional (Default: 1) | Amount of xDAI to fund the Safe with (if `--fund-safe` is enabled) | | ||
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| 3. The abover step will print the Safe wallet address. Put that address in the **SAFE_ADDRESS** env variable. Also make sure to put the Safe's owners private key in the **BET_FROM_PRIVATE_KEY** env variable. |
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Improve Environment Variables Instructions
Please revise this sentence to fix typos and improve clarity:
- Change "abover" to "above".
- Change "env varibles" to "env variables".
- Consider rephrasing "Safe's owners private key" as "Safe owner's private key".
-3. The abover step will print the Safe wallet address. Put that address in the **SAFE_ADDRESS** env variable. Also make sure to put the Safe's owners private key in the **BET_FROM_PRIVATE_KEY** env variable.
+3. The above step prints the Safe wallet address; put that address in the **SAFE_ADDRESS** env variable, and ensure the Safe owner's private key is set in the **BET_FROM_PRIVATE_KEY** env variable.📝 Committable suggestion
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| 3. The abover step will print the Safe wallet address. Put that address in the **SAFE_ADDRESS** env variable. Also make sure to put the Safe's owners private key in the **BET_FROM_PRIVATE_KEY** env variable. | |
| 3. The above step prints the Safe wallet address; put that address in the **SAFE_ADDRESS** env variable, and ensure the Safe owner's private key is set in the **BET_FROM_PRIVATE_KEY** env variable. |
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[uncategorized] ~39-~39: A comma might be missing here.
Context: ...s in the SAFE_ADDRESS env variable. Also make sure to put the Safe's owners priv...
(AI_EN_LECTOR_MISSING_PUNCTUATION_COMMA)
[uncategorized] ~39-~39: It looks like there might be a possessive apostrophe missing. Consider inserting it.
Context: ...iable. Also make sure to put the Safe's owners private key in the **BET_FROM_PRIVATE_K...
(AI_EN_LECTOR_MISSING_NOUN_POSSESSIVE)
| Create a requirements.txt file yet and add the following dependencies: | ||
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Clarify Requirements Instruction
There is a minor wording issue in "Create a requirements.txt file yet and add the following dependencies:"—the word "yet" may be extraneous. Consider revising it to:
-Create a requirements.txt file yet and add the following dependencies:
+Create a requirements.txt file and add the following dependencies:📝 Committable suggestion
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| Create a requirements.txt file yet and add the following dependencies: | |
| Create a requirements.txt file and add the following dependencies: |
| Now, you can see the output on your terminal that the agent automatically pulls in a prediction amrket question and bets randomly based upon the probabilistic answer as inpmemented on the above code. | ||
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| Voilaa!!! You have sucessfully built and deployed a new prediction market agent on Gnosis Mainnet. |
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🛠️ Refactor suggestion
Fix Typos in Final Instructions
There are a few typographical errors in the final instructions:
- "inpmemented" should be "implemented"
- "prediction amrket" should be "prediction market"
-Now, you can see the output on your terminal that the agent automatically pulls in a prediction amrket question and bets randomly based upon the probabilistic answer as inpmemented on the above code.
+Now, you can see the output on your terminal as the agent automatically retrieves a prediction market question and places a bet based on the implemented probabilistic answer.📝 Committable suggestion
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Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| Now, you can see the output on your terminal that the agent automatically pulls in a prediction amrket question and bets randomly based upon the probabilistic answer as inpmemented on the above code. | |
| Voilaa!!! You have sucessfully built and deployed a new prediction market agent on Gnosis Mainnet. | |
| Now, you can see the output on your terminal as the agent automatically retrieves a prediction market question and places a bet based on the implemented probabilistic answer. | |
| Voilaa!!! You have sucessfully built and deployed a new prediction market agent on Gnosis Mainnet. |
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🪛 LanguageTool
[uncategorized] ~91-~91: The preposition “in” seems more likely in this position than the preposition “on”.
Context: ...the probabilistic answer as inpmemented on the above code. Voilaa!!! You have suc...
(AI_EN_LECTOR_REPLACEMENT_PREPOSITION_ON_IN)
[style] ~93-~93: Using many exclamation marks might seem excessive (in this case: 3 exclamation marks for a text that’s 1306 characters long)
Context: ...s inpmemented on the above code. Voilaa!!! You have sucessfully built and deployed...
(EN_EXCESSIVE_EXCLAMATION)
| Voilaa!!! You have sucessfully built and deployed a new prediction market agent on Gnosis Mainnet. | ||
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| From here you can go ahead and customize the script any way you would like, add new functions, more complexity and nuanced decison making, etc. |
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🛠️ Refactor suggestion
Tone Down Excessive Exclamation Marks and Correct Spelling
Consider reducing the number of exclamation marks and correcting typos:
- "Voilaa!!!" might be better as "Voila!"
- "sucessfully" should be "successfully"
- Additionally, "decison" should be "decision" in the closing sentence.
-Voilaa!!! You have sucessfully built and deployed a new prediction market agent on Gnosis Mainnet.
-From here you can go ahead and customize the script any way you would like, add new functions, more complexity and nuanced decison making, etc.
+Voila! You have successfully built and deployed a new prediction market agent on Gnosis Mainnet.
+From here, you can customize the script further by adding new functions, increasing complexity, and refining decision making.📝 Committable suggestion
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Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| Voilaa!!! You have sucessfully built and deployed a new prediction market agent on Gnosis Mainnet. | |
| From here you can go ahead and customize the script any way you would like, add new functions, more complexity and nuanced decison making, etc. | |
| Voila! You have successfully built and deployed a new prediction market agent on Gnosis Mainnet. | |
| From here, you can customize the script further by adding new functions, increasing complexity, and refining decision making. |
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🪛 LanguageTool
[style] ~93-~93: Using many exclamation marks might seem excessive (in this case: 3 exclamation marks for a text that’s 1306 characters long)
Context: ...s inpmemented on the above code. Voilaa!!! You have sucessfully built and deployed...
(EN_EXCESSIVE_EXCLAMATION)
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