genai-tk

Build or modify LangChain, DeepAgent, DeerFlow profiles, agent tools, middleware, checkpointing, skills wiring, and the shared harness layer in genai-tk.

Work on BAML structured extraction, BAML CLI commands, processors, utilities, and Prefect BAML workflow integration in genai-tk.

Work on browser automation, sandbox browser tools, direct Playwright tools, AioSandbox backend, and sandbox CLI support in genai-tk.

Add or modify genai-tk Typer CLI commands, dynamic command registration, project scaffolding, and generated Copilot/agent support files.

Work on genai-tk OmegaConf configuration, profiles, overrides, env substitution, and config discovery. Use when editing config/*.yaml or genai_tk.config_mgmt.config_mngr.

Work on core LLM, embeddings, vector store, provider, cache, prompt, and retriever factories in genai-tk. Use when editing genai_tk/core or provider configuration.

Build, configure, and troubleshoot Docker images for genai-tk and scaffolded applications. Add Docker support to a new project, adjust extras, fix Dockerfile issues, update just recipes.

Add or debug pytest unit, integration, and LLM evaluation tests for genai-tk, including fake models, real-model gates, and trajectory tests.

Expose genai-tk tools and agents as MCP servers, generate standalone MCP scripts, and debug MCP configuration and tool adaptation.

Configure and extend spaCy-based NLP in genai-tk — covers the centralized NLP package (genai_tk.extra.nlp), the nlp: YAML config section, spaCy model management, text preprocessing for BM25, PII detection with Presidio, anonymization, French and multilingual support, the TextClassifier protocol, and the DefaultSensitivityScorer. Use when adding NLP, language detection, preprocessing, PII detection, or text classification to any part of the toolkit.

Use or extend PII anonymization in genai-tk — covers the shared core library (genai_tk.extra.nlp), the AnonymizationMiddleware for agents, the anonymize_files_flow Prefect ETL flow, custom entity recognizers (COMPANY, PRODUCT, PROJECT), and the SensitivityRouterMiddleware. Use when adding privacy controls to a workflow, an agent profile, or a batch pipeline.

Build or debug genai-tk RAG retrievers, ingestion, chunking, hybrid search, reranking, and RAG agent tools. Use when editing docs/rag.md areas or config/rag.yaml.

Navigate the genai-tk repository by mapping docs to code, config, tests, and existing skills. Use before making cross-cutting changes or when deciding which domain skill to load.

Embed a live Prefect workflow execution UI in a Streamlit page — use the WorkflowRunner component to run workflows in a background thread and display task progress via Prefect REST API polling.

Add or modify the genai-tk Streamlit webapp, pages, navigation, UI components, and genai_tk:// page references.

Work on YAML-driven workflows, Prefect flow wrappers, workflow compilation, execution, resolver behavior, cache manifests, and CLI workflow commands.

Step-by-step procedure to create a new Streamlit page in a genai-tk project and register it in the webapp navigation.

How to add, update, or remove optional feature extras in genai-tk — covering pyproject.toml, features.py registry, import guards, and tests.

Step-by-step procedure to configure a new dict-keyed LangChain, DeepAgent, or DeerFlow agent profile with tools, skills, middleware, and MCP servers in a genai-tk project.

Step-by-step procedure to create a new CLI command group in a genai-tk project and register it in configuration.

Master code review practices: transform reviews from gatekeeping to knowledge sharing. Use for reviewing pull requests, establishing review standards, mentoring developers, and improving team collaboration through constructive feedback and systematic analysis.

Add a Model Context Protocol (MCP) server to a genai-tk project — config, credential management, and validation.

How to create a new SKILL.md for a genai-tk project — format, conventions, and wiring to agent profiles.

Step-by-step procedure to create a new LangChain tool in a genai-tk project and register it in an agent profile.

Step-by-step procedure to create a new LangChain LCEL chain in a genai-tk project.

Generic browser automation patterns for navigating websites, filling forms, handling authentication, and extracting data using browser tools (sandbox or direct Playwright)

Navigate the Enedis customer portal to retrieve solar photovoltaic production data, handling authentication, cookie consent, and data extraction

Navigate SAP web portals (Fiori, WebGUI) behind SSO, handling authentication and data extraction

Navigate SharePoint sites behind Microsoft OAuth/SSO, handling MSAL login flows and document access

Use this skill when the user requests to generate, create, or make presentations (PPT/PPTX). Creates visually rich slides by generating images for each slide and composing them into a PowerPoint file.

For writing and executing SQL queries - from simple single-table queries to complex multi-table JOINs and aggregations

For discovering and understanding database structure, tables, columns, and relationships