instruction stringclasses 100
values | code stringlengths 78 193k | response stringlengths 259 170k | file stringlengths 59 203 |
|---|---|---|---|
Add docstrings that explain purpose and usage | import aiofiles
import urllib
import mistune
import os
async def write_to_file(filename: str, text: str) -> None:
# Ensure text is a string
if not isinstance(text, str):
text = str(text)
# Convert text to UTF-8, replacing any problematic characters
text_utf8 = text.encode('utf-8', errors='repl... | --- +++ @@ -4,6 +4,12 @@ import os
async def write_to_file(filename: str, text: str) -> None:
+ """Asynchronously write text to a file in UTF-8 encoding.
+
+ Args:
+ filename (str): The filename to write to.
+ text (str): The text to write.
+ """
# Ensure text is a string
if not isin... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/backend/utils.py |
Add docstrings following best practices | import asyncio
import logging
from typing import List, Dict, Any
logger = logging.getLogger(__name__)
class MCPResearchSkill:
def __init__(self, cfg, researcher=None):
self.cfg = cfg
self.researcher = researcher
async def conduct_research_with_tools(self, query: str, selected_tools: List) -... | --- +++ @@ -1,3 +1,8 @@+"""
+MCP Research Execution Skill
+
+Handles research execution using selected MCP tools as a skill component.
+"""
import asyncio
import logging
from typing import List, Dict, Any
@@ -6,12 +11,37 @@
class MCPResearchSkill:
+ """
+ Handles research execution using selected MCP tools... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/mcp/research.py |
Generate missing documentation strings | from typing import Dict, Any, Callable
from ..utils.logger import get_formatted_logger
logger = get_formatted_logger()
async def stream_output(
type, content, output, websocket=None, output_log=True, metadata=None
):
if (not websocket or output_log) and type != "images":
try:
logger.info(... | --- +++ @@ -7,6 +7,16 @@ async def stream_output(
type, content, output, websocket=None, output_log=True, metadata=None
):
+ """
+ Streams output to the websocket
+ Args:
+ type:
+ content:
+ output:
+
+ Returns:
+ None
+ """
if (not websocket or output_log) and typ... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/actions/utils.py |
Add docstrings to meet PEP guidelines | # Tavily API Retriever
# libraries
import os
import requests
import json
class GoogleSearch:
def __init__(self, query, headers=None, query_domains=None):
self.query = query
self.headers = headers or {}
self.query_domains = query_domains or None
self.api_key = self.headers.get("goo... | --- +++ @@ -7,7 +7,15 @@
class GoogleSearch:
+ """
+ Google API Retriever
+ """
def __init__(self, query, headers=None, query_domains=None):
+ """
+ Initializes the GoogleSearch object
+ Args:
+ query:
+ """
self.query = query
self.headers = hea... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/retrievers/google/google.py |
Add docstrings to existing functions | import json
import logging
import random
import asyncio
import argparse
import os
from pathlib import Path
from typing import Dict, List, Optional
from dotenv import load_dotenv
from gpt_researcher.agent import GPTResearcher
from gpt_researcher.utils.enum import ReportType, ReportSource, Tone
from gpt_researcher.utils... | --- +++ @@ -1,3 +1,6 @@+"""
+Script to run GPT-Researcher queries and evaluate them for hallucination.
+"""
import json
import logging
import random
@@ -29,13 +32,29 @@ DEFAULT_QUERIES_FILE = "evals/hallucination_eval/inputs/search_queries.jsonl"
class ResearchEvaluator:
+ """Runs GPT-Researcher queries and ev... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/evals/hallucination_eval/run_eval.py |
Create docstrings for all classes and functions | import asyncio
import os
import argparse
from typing import Callable, List, TypeVar
from tqdm import tqdm
from dotenv import load_dotenv
from gpt_researcher.agent import GPTResearcher
from gpt_researcher.utils.enum import ReportType, ReportSource, Tone
from evals.simple_evals.simpleqa_eval import SimpleQAEval
from lang... | --- +++ @@ -15,6 +15,7 @@ R = TypeVar('R')
def map_with_progress(fn: Callable[[T], R], items: List[T]) -> List[R]:
+ """Map function over items with progress bar."""
return [fn(item) for item in tqdm(items)]
# Load environment variables from .env file
@@ -27,6 +28,7 @@ raise ValueError(f"{var} not... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/evals/simple_evals/run_eval.py |
Add docstrings to improve code quality |
import json
import os
import warnings
from typing import Any, Dict, List, Type, Union, get_args, get_origin
from gpt_researcher.llm_provider.generic.base import ReasoningEfforts
from .variables.base import BaseConfig
from .variables.default import DEFAULT_CONFIG
class Config:
CONFIG_DIR = os.path.join(os.path... | --- +++ @@ -1,3 +1,9 @@+"""Configuration management for GPT Researcher.
+
+This module provides the Config class that manages all configuration
+settings for GPT Researcher including LLM providers, embeddings,
+retrievers, and various operational parameters.
+"""
import json
import os
@@ -11,10 +17,26 @@
class ... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/config/config.py |
Write docstrings for utility functions | import re
import markdown
from typing import List, Dict
def extract_headers(markdown_text: str) -> List[Dict]:
headers = []
parsed_md = markdown.markdown(markdown_text)
lines = parsed_md.split("\n")
stack = []
for line in lines:
if line.startswith("<h") and len(line) > 2 and line[2].isdigi... | --- +++ @@ -3,6 +3,15 @@ from typing import List, Dict
def extract_headers(markdown_text: str) -> List[Dict]:
+ """
+ Extract headers from markdown text.
+
+ Args:
+ markdown_text (str): The markdown text to process.
+
+ Returns:
+ List[Dict]: A list of dictionaries representing the header ... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/actions/markdown_processing.py |
Add docstrings to incomplete code | import os
from ..utils import check_pkg
class ExaSearch:
def __init__(self, query, query_domains=None):
# This validation is necessary since exa_py is optional
check_pkg("exa_py")
from exa_py import Exa
self.query = query
self.api_key = self._retrieve_api_key()
sel... | --- +++ @@ -3,8 +3,16 @@
class ExaSearch:
+ """
+ Exa API Retriever
+ """
def __init__(self, query, query_domains=None):
+ """
+ Initializes the ExaSearch object.
+ Args:
+ query: The search query.
+ """
# This validation is necessary since exa_py is o... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/retrievers/exa/exa.py |
Add docstrings to improve code quality | import json
import os
from typing import Dict, List, Any
import time
import logging
import sys
import warnings
from pathlib import Path
# Suppress Pydantic V2 migration warnings
warnings.filterwarnings("ignore", message="Valid config keys have changed in V2")
warnings.filterwarnings("ignore", category=UserWarning, mod... | --- +++ @@ -145,6 +145,7 @@ # Routes
@app.get("/", response_class=HTMLResponse)
async def serve_frontend():
+ """Serve the main frontend HTML page."""
frontend_dir = os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "..", "frontend"))
index_path = os.path.join(frontend_dir, "index.html")
... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/backend/server/app.py |
Document functions with detailed explanations | import asyncio
import logging
from typing import Any, Optional
logger = logging.getLogger(__name__)
class MCPStreamer:
def __init__(self, websocket=None):
self.websocket = websocket
async def stream_log(self, message: str, data: Any = None):
logger.info(message)
if self.web... | --- +++ @@ -1,3 +1,8 @@+"""
+MCP Streaming Utilities Module
+
+Handles websocket streaming and logging for MCP operations.
+"""
import asyncio
import logging
from typing import Any, Optional
@@ -6,11 +11,26 @@
class MCPStreamer:
+ """
+ Handles streaming output for MCP operations.
+
+ Responsible fo... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/mcp/streaming.py |
Include argument descriptions in docstrings |
import json
import os
from typing import Any, Optional
from .actions import (
add_references,
choose_agent,
extract_headers,
extract_sections,
get_retrievers,
get_search_results,
table_of_contents,
)
from .config import Config
from .llm_provider import GenericLLMProvider
from .memory impor... | --- +++ @@ -1,3 +1,8 @@+"""GPT Researcher agent module.
+
+This module provides the main GPTResearcher class that orchestrates
+autonomous research and report generation using LLMs and web search.
+"""
import json
import os
@@ -29,6 +34,20 @@
class GPTResearcher:
+ """Main GPT Researcher agent class.
+
+ ... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/agent.py |
Document all endpoints with docstrings | import os
import json
import requests
from typing import List, Dict
from urllib.parse import urljoin
class SearxSearch():
def __init__(self, query: str, query_domains=None):
self.query = query
self.query_domains = query_domains or None
self.base_url = self.get_searxng_url()
def get_se... | --- +++ @@ -6,12 +6,25 @@
class SearxSearch():
+ """
+ SearxNG API Retriever
+ """
def __init__(self, query: str, query_domains=None):
+ """
+ Initializes the SearxSearch object
+ Args:
+ query: Search query string
+ """
self.query = query
self.... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/retrievers/searx/searx.py |
Write docstrings for this repository | from typing import List, Dict, Any, Optional
import os
import xml.etree.ElementTree as ET
import requests
class PubMedCentralSearch:
def __init__(self, query: str, query_domains=None):
self.base_search_url = "https://eutils.ncbi.nlm.nih.gov/entrez/eutils/esearch.fcgi"
self.base_fetch_url = "https... | --- +++ @@ -5,6 +5,9 @@
class PubMedCentralSearch:
+ """
+ PubMed Central Full-Text Search
+ """
def __init__(self, query: str, query_domains=None):
self.base_search_url = "https://eutils.ncbi.nlm.nih.gov/entrez/eutils/esearch.fcgi"
@@ -22,6 +25,9 @@ self.params = self._populate_par... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/retrievers/pubmed_central/pubmed_central.py |
Document helper functions with docstrings | import asyncio
import json
import os
import re
import time
import shutil
import traceback
from typing import Awaitable, Dict, List, Any
from fastapi.responses import JSONResponse, FileResponse
from gpt_researcher.document.document import DocumentLoader
from gpt_researcher import GPTResearcher
from utils import write_md... | --- +++ @@ -31,6 +31,7 @@ logger = logging.getLogger(__name__)
class CustomLogsHandler:
+ """Custom handler to capture streaming logs from the research process"""
def __init__(self, websocket, task: str):
self.logs = []
self.websocket = websocket
@@ -53,6 +54,7 @@ }, f, indent=2... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/backend/server/server_utils.py |
Add detailed documentation for each class |
import os
from typing import Any
OPENAI_EMBEDDING_MODEL = os.environ.get(
"OPENAI_EMBEDDING_MODEL", "text-embedding-3-small"
)
_SUPPORTED_PROVIDERS = {
"openai",
"azure_openai",
"cohere",
"gigachat",
"google_vertexai",
"google_genai",
"fireworks",
"ollama",
"together",
"mi... | --- +++ @@ -1,3 +1,26 @@+"""Embedding provider management for GPT Researcher.
+
+This module provides the Memory class that handles embedding generation
+across multiple providers (OpenAI, Cohere, Google, Ollama, etc.).
+
+Supported providers:
+ - openai: OpenAI embeddings
+ - azure_openai: Azure OpenAI embedding... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/memory/embeddings.py |
Write docstrings describing functionality | from typing import Any
from colorama import Fore, Style
from gpt_researcher.utils.workers import WorkerPool
from ..scraper import Scraper
from ..config.config import Config
from ..utils.logger import get_formatted_logger
logger = get_formatted_logger()
async def scrape_urls(
urls, cfg: Config, worker_pool: Work... | --- +++ @@ -12,6 +12,16 @@ async def scrape_urls(
urls, cfg: Config, worker_pool: WorkerPool
) -> tuple[list[dict[str, Any]], list[dict[str, Any]]]:
+ """
+ Scrapes the urls
+ Args:
+ urls: List of urls
+ cfg: Config (optional)
+
+ Returns:
+ tuple[list[dict[str, Any]], list[dict[... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/actions/web_scraping.py |
Write docstrings for data processing functions |
import os
import re
import json
import pandas
import random
from typing import Dict, List, Any
from langchain_openai import ChatOpenAI
GRADER_TEMPLATE = """
Your job is to look at a question, a gold target, and a predicted answer, and then assign a grade of either ["CORRECT", "INCORRECT", "NOT_ATTEMPTED"].
First, I w... | --- +++ @@ -1,3 +1,7 @@+"""
+SimpleQA: Measuring short-form factuality in large language models
+Adapted for GPT-Researcher from OpenAI's simple-evals
+"""
import os
import re
@@ -96,6 +100,7 @@
class SimpleQAEval:
def __init__(self, grader_model, num_examples=1):
+ """Initialize the evaluator with a ... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/evals/simple_evals/simpleqa_eval.py |
Improve documentation using docstrings | # Google Serper Retriever
# libraries
import os
import requests
import json
class SerperSearch():
def __init__(self, query, query_domains=None, country=None, language=None, time_range=None, exclude_sites=None):
self.query = query
self.query_domains = query_domains or None
self.country = c... | --- +++ @@ -7,7 +7,20 @@
class SerperSearch():
+ """
+ Google Serper Retriever with support for country, language, and date filtering
+ """
def __init__(self, query, query_domains=None, country=None, language=None, time_range=None, exclude_sites=None):
+ """
+ Initializes the SerperSearc... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/retrievers/serper/serper.py |
Provide docstrings following PEP 257 |
import json
import os
from typing import Literal, Optional, Sequence
import requests
class TavilySearch:
def __init__(self, query, headers=None, topic="general", query_domains=None):
self.query = query
self.headers = headers or {}
self.topic = topic
self.base_url = "https://api.... | --- +++ @@ -1,3 +1,8 @@+"""Tavily API search retriever for GPT Researcher.
+
+This module provides the TavilySearch class for performing web searches
+using the Tavily API.
+"""
import json
import os
@@ -7,8 +12,20 @@
class TavilySearch:
+ """
+ Tavily API Retriever
+ """
def __init__(self, quer... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/retrievers/tavily/tavily_search.py |
Generate docstrings for this script | import asyncio
import logging
from typing import List, Dict, Any, Optional
try:
from langchain_mcp_adapters.client import MultiServerMCPClient
HAS_MCP_ADAPTERS = True
except ImportError:
HAS_MCP_ADAPTERS = False
from ...mcp.client import MCPClientManager
from ...mcp.tool_selector import MCPToolSelector
fr... | --- +++ @@ -1,3 +1,11 @@+"""
+MCP-Based Research Retriever
+
+A retriever that uses Model Context Protocol (MCP) tools for intelligent research.
+This retriever implements a two-stage approach:
+1. Tool Selection: LLM selects 2-3 most relevant tools from all available MCP tools
+2. Research Execution: LLM uses the sele... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/retrievers/mcp/retriever.py |
Add return value explanations in docstrings | import asyncio
import json
import logging
from typing import List, Dict, Any, Optional
logger = logging.getLogger(__name__)
class MCPToolSelector:
def __init__(self, cfg, researcher=None):
self.cfg = cfg
self.researcher = researcher
async def select_relevant_tools(self, query: str, all_tool... | --- +++ @@ -1,3 +1,8 @@+"""
+MCP Tool Selection Module
+
+Handles intelligent tool selection using LLM analysis.
+"""
import asyncio
import json
import logging
@@ -7,12 +12,38 @@
class MCPToolSelector:
+ """
+ Handles intelligent selection of MCP tools using LLM analysis.
+
+ Responsible for:
+ -... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/mcp/tool_selector.py |
Write docstrings for algorithm functions | import asyncio
import argparse
from argparse import RawTextHelpFormatter
from uuid import uuid4
import os
from dotenv import load_dotenv
from gpt_researcher import GPTResearcher
from gpt_researcher.utils.enum import ReportType, ReportSource, Tone
from backend.report_type import DetailedReport
from backend.utils impor... | --- +++ @@ -1,3 +1,13 @@+"""
+Provides a command line interface for the GPTResearcher class.
+
+Usage:
+
+```shell
+python cli.py "<query>" --report_type <report_type> --tone <tone> --query_domains <foo.com,bar.com>
+```
+
+"""
import asyncio
import argparse
from argparse import RawTextHelpFormatter
@@ -126,6 +136,1... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/cli.py |
Generate missing documentation strings |
import asyncio
import base64
import hashlib
import os
import logging
from pathlib import Path
from typing import Any, Dict, List, Optional
logger = logging.getLogger(__name__)
class ImageGeneratorProvider:
# Gemini models use generate_content with inline_data response
GEMINI_IMAGE_MODELS = [
"m... | --- +++ @@ -1,3 +1,12 @@+"""Image generation provider for GPT Researcher.
+
+This module provides image generation capabilities using Google's Gemini/Imagen
+models via the google.genai SDK.
+
+Supported models:
+- Gemini image models (free tier): models/gemini-2.5-flash-image
+- Imagen models (requires billing): image... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/llm_provider/image/image_generator.py |
Add docstrings to improve collaboration | from typing import Any, Dict, List, Optional
import requests
import os
class CustomRetriever:
def __init__(self, query: str, query_domains=None):
self.endpoint = os.getenv('RETRIEVER_ENDPOINT')
if not self.endpoint:
raise ValueError("RETRIEVER_ENDPOINT environment variable not set")
... | --- +++ @@ -4,6 +4,9 @@
class CustomRetriever:
+ """
+ Custom API Retriever
+ """
def __init__(self, query: str, query_domains=None):
self.endpoint = os.getenv('RETRIEVER_ENDPOINT')
@@ -14,6 +17,9 @@ self.query = query
def _populate_params(self) -> Dict[str, Any]:
+ ""... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/retrievers/custom/custom.py |
Write documentation strings for class attributes | import json_repair
from gpt_researcher.llm_provider.generic.base import ReasoningEfforts
from ..utils.llm import create_chat_completion
from ..prompts import PromptFamily
from typing import Any, List, Dict
from ..config import Config
import logging
logger = logging.getLogger(__name__)
async def get_search_results(qu... | --- +++ @@ -10,6 +10,18 @@ logger = logging.getLogger(__name__)
async def get_search_results(query: str, retriever: Any, query_domains: List[str] = None, researcher=None) -> List[Dict[str, Any]]:
+ """
+ Get web search results for a given query.
+
+ Args:
+ query: The search query
+ retriever:... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/actions/query_processing.py |
Create Google-style docstrings for my code |
import json
import logging
import re
import json_repair
from ..prompts import PromptFamily
from ..utils.llm import create_chat_completion
logger = logging.getLogger(__name__)
async def choose_agent(
query,
cfg,
parent_query=None,
cost_callback: callable = None,
headers=None,
prompt_family: ... | --- +++ @@ -1,3 +1,8 @@+"""Agent creation and selection utilities for GPT Researcher.
+
+This module provides functions to automatically select and configure
+the appropriate research agent based on the query type.
+"""
import json
import logging
@@ -19,6 +24,20 @@ prompt_family: type[PromptFamily] | PromptFami... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/actions/agent_creator.py |
Add concise docstrings to each method | import asyncio
import logging
from typing import List, Dict, Any, Optional
try:
from langchain_mcp_adapters.client import MultiServerMCPClient
HAS_MCP_ADAPTERS = True
except ImportError:
HAS_MCP_ADAPTERS = False
logger = logging.getLogger(__name__)
class MCPClientManager:
def __init__(self, mcp_con... | --- +++ @@ -1,3 +1,8 @@+"""
+MCP Client Management Module
+
+Handles MCP client creation, configuration conversion, and connection management.
+"""
import asyncio
import logging
from typing import List, Dict, Any, Optional
@@ -12,13 +17,33 @@
class MCPClientManager:
+ """
+ Manages MCP client lifecycle and... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/mcp/client.py |
Generate helpful docstrings for debugging |
import importlib.util
import logging
import os
import sys
logger = logging.getLogger(__name__)
async def stream_output(log_type, step, content, websocket=None, with_data=False, data=None):
if websocket:
try:
if with_data:
await websocket.send_json({
"type":... | --- +++ @@ -1,3 +1,8 @@+"""Utility functions for GPT Researcher retrievers.
+
+This module provides helper functions and constants used by the
+various search retriever implementations.
+"""
import importlib.util
import logging
@@ -7,6 +12,17 @@ logger = logging.getLogger(__name__)
async def stream_output(log_ty... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/retrievers/utils.py |
Improve documentation using docstrings | # SearchApi Retriever
# libraries
import os
import requests
import urllib.parse
class SearchApiSearch():
def __init__(self, query, query_domains=None):
self.query = query
self.api_key = self.get_api_key()
def get_api_key(self):
try:
api_key = os.environ["SEARCHAPI_API_KEY... | --- +++ @@ -7,11 +7,24 @@
class SearchApiSearch():
+ """
+ SearchApi Retriever
+ """
def __init__(self, query, query_domains=None):
+ """
+ Initializes the SearchApiSearch object
+ Args:
+ query:
+ """
self.query = query
self.api_key = self.get_... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/retrievers/searchapi/searchapi.py |
Write proper docstrings for these functions | import warnings
from datetime import date, datetime, timezone
from langchain_core.documents import Document
from .config import Config
from .utils.enum import ReportSource, ReportType, Tone
from .utils.enum import PromptFamily as PromptFamilyEnum
from typing import Callable, List, Dict, Any
## Prompt Families #####... | --- +++ @@ -12,13 +12,43 @@ ## Prompt Families #############################################################
class PromptFamily:
+ """General purpose class for prompt formatting.
+
+ This may be overwritten with a derived class that is model specific. The
+ methods are broken down into two groups:
+
+ 1.... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/prompts.py |
Add verbose docstrings with examples | # SerpApi Retriever
# libraries
import os
import requests
import urllib.parse
class SerpApiSearch():
def __init__(self, query, query_domains=None):
self.query = query
self.query_domains = query_domains or None
self.api_key = self.get_api_key()
def get_api_key(self):
try:
... | --- +++ @@ -7,12 +7,25 @@
class SerpApiSearch():
+ """
+ SerpApi Retriever
+ """
def __init__(self, query, query_domains=None):
+ """
+ Initializes the SerpApiSearch object
+ Args:
+ query:
+ """
self.query = query
self.query_domains = query_dom... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/retrievers/serpapi/serpapi.py |
Add docstrings explaining edge cases | import logging
from pathlib import Path
from typing import Dict, List, Optional
from dotenv import load_dotenv
from judges.classifiers.hallucination import HaluEvalDocumentSummaryNonFactual
# Configure logging
logging.basicConfig(
level=logging.INFO,
format='%(asctime)s - %(name)s - %(levelname)s - %(message)... | --- +++ @@ -1,3 +1,6 @@+"""
+Evaluate model outputs for hallucination using the judges library.
+"""
import logging
from pathlib import Path
from typing import Dict, List, Optional
@@ -13,12 +16,24 @@ logger = logging.getLogger(__name__)
class HallucinationEvaluator:
+ """Evaluates model outputs for hallucinat... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/evals/hallucination_eval/evaluate.py |
Create documentation for each function signature |
def get_retriever(retriever: str):
match retriever:
case "google":
from gpt_researcher.retrievers import GoogleSearch
return GoogleSearch
case "searx":
from gpt_researcher.retrievers import SearxSearch
return SearxSearch
case "searchapi":
... | --- +++ @@ -1,6 +1,35 @@+"""Retriever factory and utilities for GPT Researcher.
+
+This module provides functions to instantiate and manage various
+search retriever implementations.
+"""
def get_retriever(retriever: str):
+ """Get a retriever class by name.
+
+ Args:
+ retriever: The name of the retr... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/actions/retriever.py |
Write beginner-friendly docstrings |
import asyncio
import os
from typing import Optional
from langchain_classic.retrievers import ContextualCompressionRetriever
from langchain_classic.retrievers.document_compressors import (
DocumentCompressorPipeline,
EmbeddingsFilter,
)
from langchain_core.documents import Document
from langchain_text_splitte... | --- +++ @@ -1,3 +1,18 @@+"""Context compression utilities for GPT Researcher.
+
+This module provides classes for compressing and retrieving relevant
+context from documents using embeddings and similarity filtering.
+
+The compression pipeline:
+1. Splits documents into chunks
+2. Filters chunks by embedding similarit... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/context/compression.py |
Help me document legacy Python code | from typing import Dict, List
import requests
class SemanticScholarSearch:
BASE_URL = "https://api.semanticscholar.org/graph/v1/paper/search"
VALID_SORT_CRITERIA = ["relevance", "citationCount", "publicationDate"]
def __init__(self, query: str, sort: str = "relevance", query_domains=None):
self... | --- +++ @@ -4,16 +4,31 @@
class SemanticScholarSearch:
+ """
+ Semantic Scholar API Retriever
+ """
BASE_URL = "https://api.semanticscholar.org/graph/v1/paper/search"
VALID_SORT_CRITERIA = ["relevance", "citationCount", "publicationDate"]
def __init__(self, query: str, sort: str = "relev... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/retrievers/semantic_scholar/semantic_scholar.py |
Add docstrings for production code |
import json
from typing import Dict, List, Optional
from ..actions import stream_output
from ..config.config import Config
from ..utils.llm import create_chat_completion
class SourceCurator:
def __init__(self, researcher):
self.researcher = researcher
async def curate_sources(
self,
... | --- +++ @@ -1,3 +1,8 @@+"""Source curator skill for GPT Researcher.
+
+This module provides the SourceCurator class that evaluates and ranks
+research sources based on relevance, credibility, and reliability.
+"""
import json
from typing import Dict, List, Optional
@@ -8,8 +13,21 @@
class SourceCurator:
+ ""... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/skills/curator.py |
Write docstrings describing functionality |
from typing import List
from pydantic import BaseModel, Field
class Subtopic(BaseModel):
task: str = Field(description="Task name", min_length=1)
class Subtopics(BaseModel):
subtopics: List[Subtopic] = [] | --- +++ @@ -1,3 +1,4 @@+"""Pydantic validation models for GPT Researcher."""
from typing import List
@@ -5,8 +6,21 @@
class Subtopic(BaseModel):
+ """Model representing a single research subtopic.
+
+ Attributes:
+ task: The name or description of the subtopic task.
+ """
task: str = Field... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/utils/validators.py |
Include argument descriptions in docstrings | from __future__ import annotations
from bs4 import BeautifulSoup
from requests.compat import urljoin
def extract_hyperlinks(soup: BeautifulSoup, base_url: str) -> list[tuple[str, str]]:
return [
(link.text, urljoin(base_url, link["href"]))
for link in soup.find_all("a", href=True)
]
def for... | --- +++ @@ -1,3 +1,4 @@+"""HTML processing functions"""
from __future__ import annotations
from bs4 import BeautifulSoup
@@ -5,6 +6,15 @@
def extract_hyperlinks(soup: BeautifulSoup, base_url: str) -> list[tuple[str, str]]:
+ """Extract hyperlinks from a BeautifulSoup object
+
+ Args:
+ soup (Beauti... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/scraper/browser/processing/html.py |
Write beginner-friendly docstrings |
import asyncio
import logging
from typing import Any, Dict, List, Tuple, Callable, Optional
from langchain_core.messages import HumanMessage, SystemMessage, AIMessage
from langchain_core.tools import tool
from .llm import create_chat_completion
logger = logging.getLogger(__name__)
async def create_chat_completion_... | --- +++ @@ -1,3 +1,10 @@+"""
+Tool-enabled LLM utilities for GPT Researcher
+
+This module provides provider-agnostic tool calling functionality using LangChain's
+unified interface. It allows any LLM provider that supports function calling to use
+tools seamlessly.
+"""
import asyncio
import logging
@@ -22,6 +29,3... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/utils/tools.py |
Write clean docstrings for readability |
import asyncio
import json
import logging
import re
from typing import Any, Dict, List, Optional, Tuple
from ..actions.utils import stream_output
from ..llm_provider.image import ImageGeneratorProvider
from ..utils.llm import create_chat_completion
logger = logging.getLogger(__name__)
class ImageGenerator:
... | --- +++ @@ -1,3 +1,8 @@+"""Image generator skill for GPT Researcher.
+
+This module provides the ImageGenerator class that handles generating
+contextually relevant images for research reports using AI image generation.
+"""
import asyncio
import json
@@ -13,8 +18,24 @@
class ImageGenerator:
+ """Generates c... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/skills/image_generator.py |
Add docstrings that explain inputs and outputs |
from enum import Enum
class ReportType(Enum):
ResearchReport = "research_report"
ResourceReport = "resource_report"
OutlineReport = "outline_report"
CustomReport = "custom_report"
DetailedReport = "detailed_report"
SubtopicReport = "subtopic_report"
DeepResearch = "deep"
class ReportSou... | --- +++ @@ -1,8 +1,23 @@+"""Enumeration types for GPT Researcher configuration."""
from enum import Enum
class ReportType(Enum):
+ """Enumeration of available report types for research output.
+
+ Defines the different types of reports that can be generated
+ by the GPT Researcher agent.
+
+ Attribu... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/utils/enum.py |
Add docstrings explaining edge cases | from __future__ import annotations
import traceback
import pickle
from pathlib import Path
from sys import platform
import time
import random
import string
import os
from bs4 import BeautifulSoup
from typing import Iterable, cast
from .processing.scrape_skills import (scrape_pdf_with_pymupdf,
... | --- +++ @@ -119,6 +119,7 @@ raise
def _load_saved_cookies(self):
+ """Load saved cookies before visiting the target URL"""
cookie_file = Path(self.cookie_filename)
if cookie_file.exists():
cookies = pickle.load(open(self.cookie_filename, "rb"))
@@ -128,6 +129,7 @... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/scraper/browser/browser.py |
Create documentation for each function signature |
import tiktoken
# Per OpenAI Pricing Page: https://openai.com/api/pricing/
ENCODING_MODEL = "o200k_base"
INPUT_COST_PER_TOKEN = 0.000005
OUTPUT_COST_PER_TOKEN = 0.000015
IMAGE_INFERENCE_COST = 0.003825
EMBEDDING_COST = 0.02 / 1000000 # Assumes new ada-3-small
def estimate_llm_cost(input_content: str, output_conten... | --- +++ @@ -1,3 +1,9 @@+"""Cost estimation utilities for LLM API usage.
+
+This module provides functions to estimate the cost of LLM API calls
+based on token counts. Cost estimates are based on OpenAI pricing
+and may vary for other model providers.
+"""
import tiktoken
@@ -10,6 +16,17 @@
def estimate_llm_co... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/utils/costs.py |
Help me comply with documentation standards | import os
import requests
import tempfile
from urllib.parse import urlparse
from langchain_community.document_loaders import PyMuPDFLoader
class PyMuPDFScraper:
def __init__(self, link, session=None):
self.link = link
self.session = session
def is_url(self) -> bool:
try:
... | --- +++ @@ -8,10 +8,23 @@ class PyMuPDFScraper:
def __init__(self, link, session=None):
+ """
+ Initialize the scraper with a link and an optional session.
+
+ Args:
+ link (str): The URL or local file path of the PDF document.
+ session (requests.Session, optional): An opt... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/scraper/pymupdf/pymupdf.py |
Document classes and their methods | from bs4 import BeautifulSoup
import os
from ..utils import get_relevant_images
class FireCrawl:
def __init__(self, link, session=None):
self.link = link
self.session = session
from firecrawl import FirecrawlApp
self.firecrawl = FirecrawlApp(api_key=self.get_api_key(), api_url=self... | --- +++ @@ -11,6 +11,11 @@ self.firecrawl = FirecrawlApp(api_key=self.get_api_key(), api_url=self.get_server_url())
def get_api_key(self) -> str:
+ """
+ Gets the FireCrawl API key
+ Returns:
+ Api key (str)
+ """
try:
api_key = os.environ["FIRECRA... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/scraper/firecrawl/firecrawl.py |
Generate missing documentation strings |
import asyncio
import importlib
import logging
import subprocess
import sys
import requests
from colorama import Fore, init
from gpt_researcher.utils.workers import WorkerPool
from . import (
ArxivScraper,
BeautifulSoupScraper,
BrowserScraper,
FireCrawl,
NoDriverScraper,
PyMuPDFScraper,
... | --- +++ @@ -1,3 +1,8 @@+"""Web scraper module for GPT Researcher.
+
+This module provides the Scraper class that extracts content from URLs
+using various scraping backends (BeautifulSoup, PyMuPDF, Browser, etc.).
+"""
import asyncio
import importlib
@@ -23,8 +28,16 @@
class Scraper:
+ """
+ Scraper class... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/scraper/scraper.py |
Include argument descriptions in docstrings | from langchain_community.document_loaders import PyMuPDFLoader
from langchain_community.retrievers import ArxivRetriever
def scrape_pdf_with_pymupdf(url) -> str:
loader = PyMuPDFLoader(url)
doc = loader.load()
return str(doc)
def scrape_pdf_with_arxiv(query) -> str:
retriever = ArxivRetriever(load_m... | --- +++ @@ -3,12 +3,29 @@
def scrape_pdf_with_pymupdf(url) -> str:
+ """Scrape a pdf with pymupdf
+
+ Args:
+ url (str): The url of the pdf to scrape
+
+ Returns:
+ str: The text scraped from the pdf
+ """
loader = PyMuPDFLoader(url)
doc = loader.load()
return str(doc)
... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/scraper/browser/processing/scrape_skills.py |
Add docstrings to meet PEP guidelines | from typing import List, Dict, Any, Optional, Set
import asyncio
import logging
import time
from datetime import datetime, timedelta
from gpt_researcher.llm_provider.generic.base import ReasoningEfforts
from ..utils.llm import create_chat_completion
from ..utils.enum import ReportType, ReportSource, Tone
from ..action... | --- +++ @@ -15,11 +15,13 @@ MAX_CONTEXT_WORDS = 25000
def count_words(text) -> int:
+ """Count words in a text string. Handles both strings and lists."""
if isinstance(text, list):
text = " ".join(str(item) for item in text)
return len(str(text).split())
def trim_context_to_word_limit(contex... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/skills/deep_research.py |
Document classes and their methods |
import asyncio
from typing import Dict, List, Optional, Set
from ..actions.utils import stream_output
from ..context.compression import (
ContextCompressor,
VectorstoreCompressor,
WrittenContentCompressor,
)
class ContextManager:
def __init__(self, researcher):
self.researcher = researcher
... | --- +++ @@ -1,3 +1,8 @@+"""Context manager skill for GPT Researcher.
+
+This module provides the ContextManager class that handles context
+retrieval, compression, and similarity matching for research queries.
+"""
import asyncio
from typing import Dict, List, Optional, Set
@@ -11,11 +16,34 @@
class ContextMana... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/skills/context_manager.py |
Add inline docstrings for readability |
import json
from typing import Dict, Optional
from ..actions import (
generate_draft_section_titles,
generate_report,
stream_output,
write_conclusion,
write_report_introduction,
)
from ..utils.llm import construct_subtopics
class ReportGenerator:
def __init__(self, researcher):
self... | --- +++ @@ -1,3 +1,8 @@+"""Report generator skill for GPT Researcher.
+
+This module provides the ReportGenerator class that handles report
+writing, including introductions, conclusions, and subtopic management.
+"""
import json
from typing import Dict, Optional
@@ -13,8 +18,22 @@
class ReportGenerator:
+ "... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/skills/writer.py |
Document my Python code with docstrings |
import hashlib
import logging
import re
from urllib.parse import parse_qs, urljoin, urlparse
import bs4
from bs4 import BeautifulSoup
def get_relevant_images(soup: BeautifulSoup, url: str) -> list:
image_urls = []
try:
# Find all img tags with src attribute
all_images = soup.find_all('i... | --- +++ @@ -1,3 +1,8 @@+"""Utility functions for web scraping.
+
+This module provides helper functions for extracting content, images,
+and processing HTML from web pages.
+"""
import hashlib
import logging
@@ -9,6 +14,7 @@
def get_relevant_images(soup: BeautifulSoup, url: str) -> list:
+ """Extract relevan... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/scraper/utils.py |
Add docstrings for better understanding |
from gpt_researcher.utils.workers import WorkerPool
from ..actions.utils import stream_output
from ..actions.web_scraping import scrape_urls
from ..scraper.utils import get_image_hash
class BrowserManager:
def __init__(self, researcher):
self.researcher = researcher
self.worker_pool = WorkerPoo... | --- +++ @@ -1,3 +1,8 @@+"""Browser manager skill for GPT Researcher.
+
+This module provides the BrowserManager class that handles web scraping
+and content extraction from URLs.
+"""
from gpt_researcher.utils.workers import WorkerPool
@@ -7,8 +12,22 @@
class BrowserManager:
+ """Manages web browsing and co... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/skills/browser.py |
Generate helpful docstrings for debugging | from datetime import datetime
import asyncio
from typing import Dict, List, Optional
from langgraph.graph import StateGraph, END
from .utils.views import print_agent_output
from .utils.llms import call_model
from ..memory.draft import DraftState
from . import ResearchAgent, ReviewerAgent, ReviserAgent
class EditorA... | --- +++ @@ -11,6 +11,7 @@
class EditorAgent:
+ """Agent responsible for editing and managing code."""
def __init__(self, websocket=None, stream_output=None, tone=None, headers=None):
self.websocket = websocket
@@ -19,6 +20,12 @@ self.headers = headers or {}
async def plan_research(... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/multi_agents/agents/editor.py |
Provide clean and structured docstrings |
import asyncio
import logging
import os
import random
from ..actions.agent_creator import choose_agent
from ..actions.query_processing import get_search_results, plan_research_outline
from ..actions.utils import stream_output
from ..document import DocumentLoader, LangChainDocumentLoader, OnlineDocumentLoader
from ..... | --- +++ @@ -1,3 +1,9 @@+"""Research conductor skill for GPT Researcher.
+
+This module provides the ResearchConductor class that manages and
+coordinates the research process including query planning, web searching,
+and context gathering.
+"""
import asyncio
import logging
@@ -13,8 +19,24 @@
class ResearchCond... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/skills/researcher.py |
Write reusable docstrings | from typing import List, Dict
from langchain_core.documents import Document
from langchain_community.vectorstores import VectorStore
from langchain_text_splitters import RecursiveCharacterTextSplitter
class VectorStoreWrapper:
def __init__(self, vector_store : VectorStore):
self.vector_store = vector_stor... | --- +++ @@ -1,3 +1,6 @@+"""
+Wrapper for langchain vector store
+"""
from typing import List, Dict
from langchain_core.documents import Document
@@ -5,18 +8,29 @@ from langchain_text_splitters import RecursiveCharacterTextSplitter
class VectorStoreWrapper:
+ """
+ A Wrapper for LangchainVectorStore to hand... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/vector_store/vector_store.py |
Generate missing documentation strings | import os
import time
import datetime
from langgraph.graph import StateGraph, END
# from langgraph.checkpoint.memory import MemorySaver
from .utils.views import print_agent_output
from ..memory.research import ResearchState
from .utils.utils import sanitize_filename
# Import agent classes
from . import \
WriterAge... | --- +++ @@ -17,6 +17,7 @@
class ChiefEditorAgent:
+ """Agent responsible for managing and coordinating editing tasks."""
def __init__(self, task: dict, websocket=None, stream_output=None, tone=None, headers=None):
self.task = task
@@ -80,6 +81,7 @@ )
def init_research_team(self):
+... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/multi_agents/agents/orchestrator.py |
Can you add docstrings to this Python file? | from __future__ import annotations
import logging
import os
from typing import Any
import asyncio
from langchain_core.output_parsers import PydanticOutputParser
from langchain_core.prompts import PromptTemplate
from gpt_researcher.llm_provider.generic.base import (
NO_SUPPORT_TEMPERATURE_MODELS,
SUPPORT_REAS... | --- +++ @@ -1,3 +1,8 @@+"""LLM utilities for GPT Researcher.
+
+This module provides utility functions for interacting with various
+LLM providers through a unified interface.
+"""
from __future__ import annotations
import logging
@@ -20,6 +25,15 @@
def get_llm(llm_provider: str, **kwargs):
+ """Get an LLM p... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/utils/llm.py |
Add docstrings including usage examples | import aiofiles
import urllib
import uuid
import mistune
import os
async def write_to_file(filename: str, text: str) -> None:
# Ensure text is a string
if not isinstance(text, str):
text = str(text)
# Convert text to UTF-8, replacing any problematic characters
text_utf8 = text.encode('utf-8', ... | --- +++ @@ -5,6 +5,12 @@ import os
async def write_to_file(filename: str, text: str) -> None:
+ """Asynchronously write text to a file in UTF-8 encoding.
+
+ Args:
+ filename (str): The filename to write to.
+ text (str): The text to write.
+ """
# Ensure text is a string
if not isin... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/multi_agents/agents/utils/file_formats.py |
Add professional docstrings to my codebase | import asyncio
import time
from concurrent.futures import ThreadPoolExecutor
from contextlib import asynccontextmanager
from .rate_limiter import get_global_rate_limiter
class WorkerPool:
def __init__(self, max_workers: int, rate_limit_delay: float = 0.0):
self.max_workers = max_workers
self.rate_... | --- +++ @@ -7,6 +7,21 @@
class WorkerPool:
def __init__(self, max_workers: int, rate_limit_delay: float = 0.0):
+ """
+ Initialize WorkerPool with concurrency and rate limiting.
+
+ Args:
+ max_workers: Maximum number of concurrent workers
+ rate_limit_delay: Minimum se... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/utils/workers.py |
Add structured docstrings to improve clarity | import asyncio
import time
from typing import ClassVar
class GlobalRateLimiter:
_instance: ClassVar['GlobalRateLimiter'] = None
_lock: ClassVar[asyncio.Lock] = None
def __new__(cls):
if cls._instance is None:
cls._instance = super().__new__(cls)
cls._instance._initialized... | --- +++ @@ -1,9 +1,22 @@+"""
+Global rate limiter for scraper requests.
+
+Ensures that SCRAPER_RATE_LIMIT_DELAY is enforced globally across ALL WorkerPools,
+not just per-pool. This prevents multiple concurrent researchers from overwhelming
+rate-limited APIs like Firecrawl.
+"""
import asyncio
import time
from typ... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/utils/rate_limiter.py |
Add documentation for all methods | from bs4 import BeautifulSoup
import os
from ..utils import get_relevant_images, extract_title
class TavilyExtract:
def __init__(self, link, session=None):
self.link = link
self.session = session
from tavily import TavilyClient
self.tavily_client = TavilyClient(api_key=self.get_api... | --- +++ @@ -11,6 +11,11 @@ self.tavily_client = TavilyClient(api_key=self.get_api_key())
def get_api_key(self) -> str:
+ """
+ Gets the Tavily API key
+ Returns:
+ Api key (str)
+ """
try:
api_key = os.environ["TAVILY_API_KEY"]
except KeyE... | https://raw.githubusercontent.com/assafelovic/gpt-researcher/HEAD/gpt_researcher/scraper/tavily_extract/tavily_extract.py |
Create docstrings for reusable components |
import argparse
import json
import os
import stat
import sys
import time
from pathlib import Path
# ---------------------------------------------------------------------------
# Imports from the 007 config hub (same directory)
# ---------------------------------------------------------------------------
sys.path.inse... | --- +++ @@ -1,3 +1,13 @@+"""007 Quick Scan -- Fast automated security scan of a target directory.
+
+Recursively scans files in a target directory for secret patterns, dangerous
+code constructs, permission issues, and oversized files. Produces a scored
+summary report in text or JSON format.
+
+Usage:
+ python qui... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/007/scripts/quick_scan.py |
Help me add docstrings to my project |
import argparse
import base64
import json
import re
import sys
import time
from datetime import datetime
from pathlib import Path
sys.path.insert(0, str(Path(__file__).parent))
from config import (
MODELS,
DEFAULT_MODEL,
DEFAULT_FORMAT,
DEFAULT_HUMANIZATION,
DEFAULT_MODE,
DEFAULT_RESOLUTION,
... | --- +++ @@ -1,3 +1,10 @@+"""
+AI Studio Image — Gerador de Imagens (v2 — Enhanced)
+
+Script principal que conecta com Google AI Studio (Gemini/Imagen)
+para gerar imagens humanizadas. Suporta todos os modelos oficiais,
+fallback automatico de API keys, e metadados completos.
+"""
import argparse
import base64
@@ -... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/ai-studio-image/scripts/generate.py |
Document all endpoints with docstrings |
import json
import logging
import re
from datetime import datetime, timezone
from pathlib import Path
# ---------------------------------------------------------------------------
# Directory Layout
# ---------------------------------------------------------------------------
# All paths use pathlib for Windows / Li... | --- +++ @@ -1,3 +1,21 @@+"""
+007 Security Skill - Central Configuration Hub
+================================================
+
+Central configuration for all 007 security scanners, analyzers, and reporting
+tools. Every script in the 007 ecosystem imports from here to ensure consistent
+behavior, scoring, severity le... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/007/scripts/config.py |
Document all public functions with docstrings | from __future__ import annotations
import logging
import re
from typing import List
import httpx
from bs4 import BeautifulSoup
from .base_scraper import AbstractJuntaScraper, Leiloeiro
logger = logging.getLogger(__name__)
RE_MATRICULA = re.compile(r"[Mm]atr[íi]cula\s+N[º°o]?\s*(\d+(?:/\d+)?)\s*[–\-]\s*[Ee]m:\s*(\d... | --- +++ @@ -1,3 +1,16 @@+"""
+Scraper JUCEMA — Junta Comercial do Estado do Maranhao
+URL: https://portal.jucema.ma.gov.br/ (React SPA - dados via REST API)
+Metodo: httpx GET para API REST do CMS
+Mecanismo real descoberto em 2026-02-25:
+ - Portal e React SPA (Create React App), sem conteudo server-side
+ - API bas... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/junta-leiloeiros/scripts/scraper/jucema.py |
Provide docstrings following PEP 257 | import os
import json
import re
import sys
import yaml
from _project_paths import find_repo_root
# Ensure UTF-8 output for Windows compatibility
if sys.platform == 'win32':
import io
sys.stdout = io.TextIOWrapper(sys.stdout.buffer, encoding='utf-8')
sys.stderr = io.TextIOWrapper(sys.stderr.buffer, encodin... | --- +++ @@ -74,6 +74,7 @@
def normalize_category(value):
+ """Normalize category values to lowercase kebab-case."""
if value is None:
return None
text = str(value).strip().lower()
@@ -87,6 +88,11 @@
def infer_dynamic_category(skill_id):
+ """
+ Infer a category dynamically from skill... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skill_categorization/tools/scripts/generate_index.py |
Document this code for team use | #!/usr/bin/env python3
import os
import sys
import json
import hashlib
import re
from pathlib import Path
from datetime import datetime
# ── Configuration ──────────────────────────────────────────────────────────
# Resolve paths relative to this script's location
_SCRIPT_DIR = Path(__file__).resolve().parent
ORCHES... | --- +++ @@ -1,4 +1,21 @@ #!/usr/bin/env python3
+"""
+Auto-Discovery Engine for Agent Orchestrator.
+
+Scans the skills ecosystem for SKILL.md files, parses metadata,
+and maintains a centralized registry (registry.json).
+
+Features:
+- Runs automatically on every request (called by CLAUDE.md)
+- Ultra-fast via MD5 ha... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/agent-orchestrator/scripts/scan_registry.py |
Add docstrings with type hints explained |
from typing import Dict, List, Any, Optional
class ASOScorer:
# Score weights for different components (total = 100)
WEIGHTS = {
'metadata_quality': 25,
'ratings_reviews': 25,
'keyword_performance': 25,
'conversion_metrics': 25
}
# Benchmarks for scoring
BENCHMAR... | --- +++ @@ -1,8 +1,13 @@+"""
+ASO scoring module for App Store Optimization.
+Calculates comprehensive ASO health score across multiple dimensions.
+"""
from typing import Dict, List, Any, Optional
class ASOScorer:
+ """Calculates overall ASO health score and provides recommendations."""
# Score weigh... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/app-store-optimization/aso_scorer.py |
Generate descriptive docstrings automatically |
import argparse
import json
import os
import re
import sys
import time
from pathlib import Path
# ---------------------------------------------------------------------------
# Import from the 007 config hub (parent directory)
# ---------------------------------------------------------------------------
sys.path.inser... | --- +++ @@ -1,3 +1,16 @@+"""007 Injection Scanner -- Specialized scanner for injection vulnerabilities.
+
+Detects code injection, SQL injection, command injection, prompt injection,
+XSS, SSRF, and path traversal patterns across Python, JavaScript/Node.js,
+and shell codebases. Performs context-aware analysis to redu... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/007/scripts/scanners/injection_scanner.py |
Add docstrings for internal functions |
from typing import Dict, List, Any, Optional, Tuple
class LocalizationHelper:
# Priority markets by language (based on app store revenue and user base)
PRIORITY_MARKETS = {
'tier_1': [
{'language': 'en-US', 'market': 'United States', 'revenue_share': 0.25},
{'language': 'zh-C... | --- +++ @@ -1,8 +1,13 @@+"""
+Localization helper module for App Store Optimization.
+Manages multi-language ASO optimization strategies.
+"""
from typing import Dict, List, Any, Optional, Tuple
class LocalizationHelper:
+ """Helps manage multi-language ASO optimization."""
# Priority markets by langu... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/app-store-optimization/localization_helper.py |
Add docstrings that explain logic |
import shutil
from datetime import datetime
from pathlib import Path
from config import (
ACTIVE_CONTEXT_PATH,
MEMORY_DIR,
MEMORY_MD_PATH,
MAX_ACTIVE_CONTEXT_LINES,
)
from models import ActiveContext, SessionSummary, ProjectInfo, PendingTask
def load_active_context() -> ActiveContext:
if not ACT... | --- +++ @@ -1,3 +1,7 @@+"""
+Gerencia o ACTIVE_CONTEXT.md — arquivo que é sincronizado com MEMORY.md.
+Limite rígido de ~150 linhas para caber no system prompt.
+"""
import shutil
from datetime import datetime
@@ -13,6 +17,7 @@
def load_active_context() -> ActiveContext:
+ """Carrega o contexto ativo do arqu... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/context-agent/scripts/active_context.py |
Add professional docstrings to my codebase |
import argparse
import json
import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).parent))
# =============================================================================
# TEMPLATES — MODO INFLUENCER
# =============================================================================
INFLUENCER_TEMP... | --- +++ @@ -1,3 +1,16 @@+"""
+AI Studio Image — Templates Pre-configurados
+
+Biblioteca de templates prontos para cenarios comuns de geracao de imagens.
+Cada template inclui um prompt base, configuracoes ideais e contexto
+adicional para o motor de humanizacao.
+
+Uso:
+ python templates.py --list ... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/ai-studio-image/scripts/templates.py |
Insert docstrings into my code | #!/usr/bin/env python3
import json
import socket
import ssl
import subprocess
import sys
import time
from datetime import datetime
try:
import psutil
except ImportError:
subprocess.check_call([sys.executable, "-m", "pip", "install", "psutil", "--quiet"])
import psutil
ENDPOINTS = [
{"name": "Claude ... | --- +++ @@ -1,4 +1,16 @@ #!/usr/bin/env python3
+"""
+Claude Monitor — Benchmark de Conectividade API
+
+Testa latência e conectividade com a API do Claude.
+Não faz chamadas à API (não precisa de API key).
+Apenas verifica se a rede está funcionando e se o endpoint responde.
+
+Uso:
+ python api_bench.py ... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/claude-monitor/scripts/api_bench.py |
Create docstrings for each class method | #!/usr/bin/env python3
import sys
import re
import json
from pathlib import Path
# Fix Windows console encoding
try:
sys.stdout.reconfigure(encoding='utf-8', errors='replace')
sys.stderr.reconfigure(encoding='utf-8', errors='replace')
except AttributeError:
pass
# Directories to skip (not public content)... | --- +++ @@ -1,4 +1,21 @@ #!/usr/bin/env python3
+"""
+GEO Checker - Generative Engine Optimization Audit
+Checks PUBLIC WEB CONTENT for AI citation readiness.
+
+PURPOSE:
+ - Analyze pages that will be INDEXED by AI engines (ChatGPT, Perplexity, etc.)
+ - Check for structured data, author info, dates, FAQ section... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/geo-fundamentals/scripts/geo_checker.py |
Please document this code using docstrings | #!/usr/bin/env python3
import os
import sys
import json
import subprocess
import shutil
from datetime import datetime
from pathlib import Path
# Rich for beautiful terminal output
try:
from rich.console import Console
from rich.prompt import Prompt
from rich.panel import Panel
from rich.progress impor... | --- +++ @@ -1,4 +1,8 @@ #!/usr/bin/env python3
+"""
+Audio Transcriber v1.1.0
+Transcreve áudio para texto e gera atas/resumos usando LLM.
+"""
import os
import sys
@@ -74,6 +78,7 @@
def detect_cli_tool():
+ """Detecta qual CLI de LLM está disponível (claude > gh copilot)."""
if shutil.which('claude'):
... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/audio-transcriber/scripts/transcribe.py |
Include argument descriptions in docstrings | from __future__ import annotations
import asyncio
import json
import logging
import sys
from pathlib import Path
from typing import Any, Dict, List, Optional
sys.path.insert(0, str(Path(__file__).parent))
import httpx
from config import (
GRAPH_API_BASE,
IMGUR_CLIENT_ID,
IMGUR_UPLOAD_URL,
MAX_RETRIE... | --- +++ @@ -1,3 +1,14 @@+"""
+Cliente da Instagram Graph API com retry, rate limiting e logging integrados.
+
+Uso:
+ from api_client import InstagramAPI
+
+ api = InstagramAPI()
+ profile = await api.get_user_profile()
+ media = await api.get_user_media(limit=10)
+ await api.close()
+"""
from __future_... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/instagram/scripts/api_client.py |
Write beginner-friendly docstrings |
from typing import Dict, List, Any, Optional, Tuple
import re
class MetadataOptimizer:
# Platform-specific character limits
CHAR_LIMITS = {
'apple': {
'title': 30,
'subtitle': 30,
'promotional_text': 170,
'description': 4000,
'keywords': 10... | --- +++ @@ -1,9 +1,14 @@+"""
+Metadata optimization module for App Store Optimization.
+Optimizes titles, descriptions, and keyword fields with platform-specific character limit validation.
+"""
from typing import Dict, List, Any, Optional, Tuple
import re
class MetadataOptimizer:
+ """Optimizes app store m... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/app-store-optimization/metadata_optimizer.py |
Add docstrings for production code |
from pathlib import Path
import os
# =============================================================================
# PATHS
# =============================================================================
ROOT_DIR = Path(__file__).resolve().parent.parent
SCRIPTS_DIR = ROOT_DIR / "scripts"
DATA_DIR = ROOT_DIR / "data"
... | --- +++ @@ -1,3 +1,9 @@+"""
+AI Studio Image — Configuracao Central (v2 — Enhanced with Official Docs)
+
+Todas as constantes, paths, modelos, formatos, tecnicas e configuracoes
+baseadas na documentacao oficial do Google AI Studio (Fev 2026).
+"""
from pathlib import Path
import os
@@ -20,6 +26,13 @@ # ===========... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/ai-studio-image/scripts/config.py |
Generate consistent documentation across files |
from pathlib import Path
from config import SESSIONS_DIR, MAX_RECENT_SESSIONS
from models import SessionSummary
from active_context import load_active_context, ACTIVE_CONTEXT_PATH
from project_registry import load_registry, PROJECT_REGISTRY_PATH
from compressor import get_archive_summary
def generate_briefing() -> ... | --- +++ @@ -1,3 +1,7 @@+"""
+Carrega contexto no início de uma nova sessão.
+Gera briefings de diferentes níveis de detalhe.
+"""
from pathlib import Path
@@ -9,6 +13,7 @@
def generate_briefing() -> str:
+ """Gera briefing completo para início de sessão."""
sections = []
# 1. Cabeçalho
@@ -90,6 ... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/context-agent/scripts/context_loader.py |
Write docstrings describing functionality | #!/usr/bin/env python3
import os
import sys
import json
import glob
from pathlib import Path
from datetime import datetime
def get_tree(path, prefix="", max_depth=3, current_depth=0):
if current_depth >= max_depth:
return []
try:
entries = sorted(os.listdir(path))
except PermissionError:
... | --- +++ @@ -1,4 +1,14 @@ #!/usr/bin/env python3
+"""
+AI Agent Context Preparer v2
+Usage: python prepare_context.py [directory_path]
+Generates a standardized AGENT_CONTEXT.md with 5 core sections:
+ 1. 專案目標 (Project Goal) - from README
+ 2. 技術棧與環境 (Tech Stack) - from config files
+ 3. 核心目錄結構 (Core Structure) - rec... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/diary/scripts/prepare_context.py |
Add missing documentation to my Python functions | #!/usr/bin/env python3
import re
from typing import Dict, List, Tuple
import json
class BrandVoiceAnalyzer:
def __init__(self):
self.voice_dimensions = {
'formality': {
'formal': ['hereby', 'therefore', 'furthermore', 'pursuant', 'regarding'],
'casual': ['hey', ... | --- +++ @@ -1,4 +1,7 @@ #!/usr/bin/env python3
+"""
+Brand Voice Analyzer - Analyzes content to establish and maintain brand voice consistency
+"""
import re
from typing import Dict, List, Tuple
@@ -22,6 +25,7 @@ }
def analyze_text(self, text: str) -> Dict:
+ """Analyze text for brand voic... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/content-creator/scripts/brand_voice_analyzer.py |
Add docstrings that explain purpose and usage |
from typing import Dict, List, Any, Optional
from datetime import datetime, timedelta
class LaunchChecklistGenerator:
def __init__(self, platform: str = 'both'):
if platform not in ['apple', 'google', 'both']:
raise ValueError("Platform must be 'apple', 'google', or 'both'")
self.pl... | --- +++ @@ -1,11 +1,22 @@+"""
+Launch checklist module for App Store Optimization.
+Generates comprehensive pre-launch and update checklists.
+"""
from typing import Dict, List, Any, Optional
from datetime import datetime, timedelta
class LaunchChecklistGenerator:
+ """Generates comprehensive checklists for... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/app-store-optimization/launch_checklist.py |
Generate docstrings for exported functions | #!/usr/bin/env python3
import json
import sys
import os
import re
import subprocess
from pathlib import Path
# ── Configuration ──────────────────────────────────────────────────────────
# Resolve paths relative to this script's location
_SCRIPT_DIR = Path(__file__).resolve().parent
ORCHESTRATOR_DIR = _SCRIPT_DIR.pa... | --- +++ @@ -1,4 +1,22 @@ #!/usr/bin/env python3
+"""
+Skill Matching Algorithm for Agent Orchestrator.
+
+Scores and ranks skills against a user query to determine
+which agents are relevant for the current request.
+
+Scoring:
+- Skill name appears in query: +15
+- Exact trigger keyword match: +10 per keyword
+- Capab... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/agent-orchestrator/scripts/match_skills.py |
Improve my code by adding docstrings | from __future__ import annotations
import argparse
import asyncio
import json
import logging
import sys
from datetime import datetime, timezone
from pathlib import Path
sys.path.insert(0, str(Path(__file__).parent))
from api_client import InstagramAPI
from auth import auto_refresh_if_needed
from db import Database
... | --- +++ @@ -1,3 +1,13 @@+"""
+Sync completo: busca perfil, mídia, insights e comentários do Instagram.
+
+Uso:
+ python scripts/run_all.py # Sync completo
+ python scripts/run_all.py --only media # Só mídia
+ python scripts/run_all.py --only insights # Só insights
+ python script... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/instagram/scripts/run_all.py |
Add structured docstrings to improve clarity | from __future__ import annotations
import argparse
import asyncio
import json
import os
import sys
import webbrowser
from datetime import datetime, timedelta, timezone
from http.server import HTTPServer, BaseHTTPRequestHandler
from pathlib import Path
from typing import Optional
from urllib.parse import parse_qs, urlp... | --- +++ @@ -1,3 +1,20 @@+"""
+Autenticação OAuth 2.0 para Instagram Graph API.
+
+Uso:
+ python scripts/auth.py --setup # Configuração inicial completa
+ python scripts/auth.py --refresh # Renovar token
+ python scripts/auth.py --status # Ver status do token
+ pytho... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/instagram/scripts/auth.py |
Help me add docstrings to my project |
import argparse
import json
import os
import re
import sys
import time
from pathlib import Path
# ---------------------------------------------------------------------------
# Import from the 007 config hub (parent directory)
# ---------------------------------------------------------------------------
sys.path.inser... | --- +++ @@ -1,3 +1,13 @@+"""007 Dependency Scanner -- Supply chain and dependency security analyzer.
+
+Analyzes dependency security across Python and Node.js projects by inspecting
+dependency files (requirements.txt, package.json, Dockerfiles, etc.) for version
+pinning, known risky patterns, and supply chain best pr... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/007/scripts/scanners/dependency_scanner.py |
Generate docstrings for each module | #!/usr/bin/env python3
import json
import sys
from pathlib import Path
# ── Configuration ──────────────────────────────────────────────────────────
# Resolve paths relative to this script's location
_SCRIPT_DIR = Path(__file__).resolve().parent
ORCHESTRATOR_DIR = _SCRIPT_DIR.parent
SKILLS_ROOT = ORCHESTRATOR_DIR.pa... | --- +++ @@ -1,4 +1,20 @@ #!/usr/bin/env python3
+"""
+Multi-Skill Orchestration Engine for Agent Orchestrator.
+
+Given matched skills and a query, determines the orchestration pattern
+and generates an execution plan for Claude to follow.
+
+Patterns:
+- single: One skill handles the entire request
+- sequent... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/agent-orchestrator/scripts/orchestrate.py |
Add professional docstrings to my codebase | from __future__ import annotations
import json
import sqlite3
from pathlib import Path
from typing import Any, Dict, List, Optional
# Caminho padrão do banco — relativo ao diretório pai de scripts/
_DEFAULT_DB = Path(__file__).parent.parent / "data" / "leiloeiros.db"
DDL = """
CREATE TABLE IF NOT EXISTS leiloeiros (... | --- +++ @@ -1,3 +1,15 @@+"""
+Camada de persistência SQLite para dados de leiloeiros das Juntas Comerciais.
+
+Uso:
+ from db import Database
+ db = Database() # abre/cria o banco em data/leiloeiros.db
+ db.init() # cria tabelas se não existirem
+ db.upsert_many(records) # insere... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/junta-leiloeiros/scripts/db.py |
Add verbose docstrings with examples |
import argparse
import base64
import json
import math
import os
import re
import sys
import time
from pathlib import Path
# ---------------------------------------------------------------------------
# Import from the 007 config hub (parent directory)
# ----------------------------------------------------------------... | --- +++ @@ -1,3 +1,14 @@+"""007 Secrets Scanner -- Deep scanner for secrets and credentials.
+
+Goes deeper than quick_scan by performing entropy analysis, base64 detection,
+context-aware false positive reduction, and targeted scanning of sensitive
+file types (.env, config files, shell scripts, Docker, CI/CD).
+
+Usa... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/007/scripts/scanners/secrets_scanner.py |
Write Python docstrings for this snippet | #!/usr/bin/env python3
import os
import sys
import re
import json
import requests
from datetime import datetime
from pathlib import Path
# ── Configuration ──────────────────────────────────────────────
NOTION_TOKEN = os.environ.get("NOTION_TOKEN", "")
NOTION_DIARY_DB = os.environ.get("NOTION_DIARY_DB", "")
NOTION_AP... | --- +++ @@ -1,4 +1,17 @@ #!/usr/bin/env python3
+"""
+Notion Diary Sync Script
+同步 diary-agent 的開發日記到 Notion「每日複盤」頁面的 Business 區塊。
+頁面結構（其他生活區塊）由 GAS Agent 建立，本腳本僅負責推送開發日記。
+
+使用方式：
+ python sync_to_notion.py <diary_file_path>
+ python sync_to_notion.py --create-db <parent_page_id>
+
+環境變數：
+ NOTION_TOKEN - Not... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/diary/scripts/sync_to_notion.py |
Replace inline comments with docstrings |
import argparse
import json
import os
import re
import sys
import time
from datetime import datetime, timezone
from pathlib import Path
# ---------------------------------------------------------------------------
# Imports from the 007 config hub (same directory)
# ---------------------------------------------------... | --- +++ @@ -1,3 +1,22 @@+"""007 Full Audit -- Comprehensive 6-phase security audit orchestrator.
+
+Executes the complete 007 security audit pipeline:
+ Phase 1: Surface Mapping -- file inventory, entry points, dependencies
+ Phase 2: Threat Modeling Hints -- identify components for STRIDE analysis
+ Phase 3: S... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/007/scripts/full_audit.py |
Add professional docstrings to my codebase | from __future__ import annotations
import argparse
import asyncio
import json
import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).parent))
from api_client import InstagramAPI
from auth import auto_refresh_if_needed
async def view_profile(as_json: bool = False) -> None:
await auto_refresh_... | --- +++ @@ -1,3 +1,10 @@+"""
+Visualização e gestão do perfil Instagram.
+
+Uso:
+ python scripts/profile.py --view # Ver perfil completo
+ python scripts/profile.py --json # Saída JSON
+"""
from __future__ import annotations
import argparse
@@ -13,6 +20,7 @@
async def view_profile(as_json: bool =... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/instagram/scripts/profile.py |
Document helper functions with docstrings |
import re
from datetime import datetime
from pathlib import Path
from config import (
SESSIONS_DIR,
DECISION_MARKERS,
PENDING_MARKERS,
)
from models import SessionSummary, PendingTask, SessionEntry
def get_next_session_number() -> int:
SESSIONS_DIR.mkdir(parents=True, exist_ok=True)
existing = l... | --- +++ @@ -1,3 +1,7 @@+"""
+Gerador de resumos estruturados de sessão.
+Analisa mensagens e gera session-NNN.md.
+"""
import re
from datetime import datetime
@@ -12,6 +16,7 @@
def get_next_session_number() -> int:
+ """Retorna o próximo número de sessão disponível."""
SESSIONS_DIR.mkdir(parents=True, e... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/context-agent/scripts/session_summary.py |
Add missing documentation to my Python functions | from __future__ import annotations
import argparse
import json
import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).parent))
from db import Database
db = Database()
db.init()
def create_template(name: str, caption: str, hashtags: str = None, schedule_time: str = None) -> None:
hashtag_lis... | --- +++ @@ -1,3 +1,13 @@+"""
+Templates reutilizáveis de conteúdo para Instagram.
+
+Uso:
+ python scripts/templates.py --create --name "promo" --caption "Oferta: {produto}! {desconto}% OFF" --hashtags "#oferta,#promo"
+ python scripts/templates.py --list
+ python scripts/templates.py --show --name promo
+ ... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/instagram/scripts/templates.py |
Generate docstrings for this script | #!/usr/bin/env python3
import json
import os
import sys
from pptx import Presentation
def extract_pptx(file_path, output_dir="."):
prs = Presentation(file_path)
slides_data = []
# Create assets directory for extracted images
assets_dir = os.path.join(output_dir, "assets")
os.makedirs(assets_dir,... | --- +++ @@ -1,4 +1,13 @@ #!/usr/bin/env python3
+"""
+Extract all content from a PowerPoint file (.pptx).
+Returns a JSON structure with slides, text, and images.
+
+Usage:
+ python extract-pptx.py <input.pptx> [output_dir]
+
+Requires: pip install python-pptx
+"""
import json
import os
@@ -7,6 +16,10 @@
def... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/frontend-slides/scripts/extract-pptx.py |
Add docstrings for utility scripts | from __future__ import annotations
import json
import sqlite3
from datetime import datetime, timezone
from pathlib import Path
from typing import Any, Dict, List, Optional
from config import DB_PATH
DDL = """
-- Contas Instagram (multi-conta ready)
CREATE TABLE IF NOT EXISTS accounts (
id INTEGER ... | --- +++ @@ -1,3 +1,14 @@+"""
+Camada de persistência SQLite para a skill Instagram.
+
+Uso:
+ from db import Database
+ db = Database()
+ db.init()
+ db.upsert_account({...})
+ db.insert_post({...})
+ stats = db.get_stats()
+"""
from __future__ import annotations
import json
@@ -143,12 +154,14 @@ ... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/instagram/scripts/db.py |
Add docstrings for utility scripts | from __future__ import annotations
import argparse
import asyncio
import json
import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).parent))
from api_client import InstagramAPI
from auth import auto_refresh_if_needed
from db import Database
from governance import GovernanceManager, RateLimitExcee... | --- +++ @@ -1,3 +1,11 @@+"""
+Orquestrador de publicação: processa posts approved/scheduled.
+
+Uso:
+ python scripts/schedule.py --process # Publica posts prontos
+ python scripts/schedule.py --list # Lista posts pendentes
+ python scripts/schedule.py --cancel --id 5 # Cancela agend... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/instagram/scripts/schedule.py |
Document functions with detailed explanations |
from typing import Dict, List, Any, Optional, Tuple
from collections import Counter
import re
class ReviewAnalyzer:
# Sentiment keywords
POSITIVE_KEYWORDS = [
'great', 'awesome', 'excellent', 'amazing', 'love', 'best', 'perfect',
'fantastic', 'wonderful', 'brilliant', 'outstanding', 'superb'... | --- +++ @@ -1,3 +1,7 @@+"""
+Review analysis module for App Store Optimization.
+Analyzes user reviews for sentiment, issues, and feature requests.
+"""
from typing import Dict, List, Any, Optional, Tuple
from collections import Counter
@@ -5,6 +9,7 @@
class ReviewAnalyzer:
+ """Analyzes user reviews for act... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/app-store-optimization/review_analyzer.py |
Insert docstrings into my code |
import argparse
import json
import os
import re
import sys
import time
from pathlib import Path
# ---------------------------------------------------------------------------
# Imports from the 007 config hub (same directory)
# ---------------------------------------------------------------------------
sys.path.insert... | --- +++ @@ -1,3 +1,20 @@+"""007 Score Calculator -- Unified security scoring engine.
+
+Aggregates results from all scanners (secrets, dependency, injection, quick_scan)
+into a unified, per-domain security score with a weighted final verdict.
+
+The score covers 8 security domains as defined in config.SCORING_WEIGHTS:... | https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/HEAD/skills/007/scripts/score_calculator.py |
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