How zbmed-semtec/agentic_ai_projects_2026 works
This repository is a collection of independent hackathon agent projects, not one unified application. The visible workflows range from searching model cards and routing literature questions to annotating models and exploring dissertation archives. The graph preserves those distinct products and their major stages. Several paths are documented only by the source index; unsampled subsystems are included where the tree or index supports them, but uncertain runtime connections are omitted.
Main entry points: scripts/crew.py Search Crew · starter/crew.py Triage Crew · main.py Research Runner · cli.py Exploration CLI
Components 34
Model Card Search
- Card Search Runner
project_1/christian_j/scripts/main.py - Search Crew
project_1/christian_j/scripts/crew.py - LLM Setup
project_1/christian_j/scripts/llm.py - List Cards
project_1/christian_j/tools/list_cards.py - Read Card
project_1/christian_j/tools/read_card.py - Search Cards
project_1/christian_j/tools/search_cards.py
Literature Triage
- Triage Runner
project_3/rohitha_r/starter/main.py - Paper Markdown
- Question Router
project_3/rohitha_r/starter/router.py - Triage Crew
project_3/rohitha_r/starter/crew.py - Continuing Guardrails
project_3/rohitha_r/starter/continuing_guardrail.py - LLM Setup
project_3/rohitha_r/starter/llm.py - Word Count Tool
project_3/rohitha_r/starter/tools/example_tool.py - Fulltext Fetcher
project_3/rohitha_r/scripts/fetch_fulltext.py
Model Research
- Research Runner
project_5/lukas_g/main.py - Starter Crew
project_3/rohitha_r/starter/crew.py - Ollama Server
project_3/rohitha_r/starter/ollama_server.py - Task Annotator
project_5/lukas_g/model_task_annotator.py - Model Data Tools
project_5/lukas_g/tools/model_data_tools.py - Publication Tools
project_5/lukas_g/tools/publication_tools.py - Publication Search State
project_5/lukas_g/tools/publication_search_state.py - Task Taxonomy
project_5/lukas_g/tools/hf_task_taxonomy.py - Paper Research Runner
project_5/zain-z/main.py - Paper Research Crew
project_5/zain-z/crew.py - Metadata and Paper Tools
project_5/zain-z/tools.py
Dissertation Exploration
- Exploration CLI
project_6/ali_s/dissify_exploration_agent/cli.py - Archive Configuration
project_6/ali_s/dissify_exploration_agent/config.py - Archive Data Index
project_6/ali_s/dissify_exploration_agent/data_loader.py - Exploration Agent
project_6/ali_s/dissify_exploration_agent/agent.py - Multi-Agent Workflow
project_6/ali_s/dissify_exploration_agent/multi_agent.py
Other components
- Questioner
- Researcher
- Researcher
- Archive Researcher
Connections 29
- Questioner → Card Search Runner: asks about
- Card Search Runner → Search Crew: starts
project_1/christian_j/scripts/main.py - Search Crew → LLM Setup: uses
project_1/christian_j/scripts/crew.py - Search Crew → List Cards: registers
project_1/christian_j/scripts/crew.py - Search Crew → Read Card: registers
project_1/christian_j/scripts/crew.py - Search Crew → Search Cards: registers
project_1/christian_j/scripts/crew.py - Search Cards → List Cards: uses card directory
project_1/christian_j/tools/search_cards.py - Read Card → List Cards: uses card directory
project_1/christian_j/tools/read_card.py - Researcher → Triage Runner: asks
- Paper Markdown → Triage Runner: loads abstracts and full text
project_3/rohitha_r/starter/main.py - Triage Runner → Question Router: routes question
project_3/rohitha_r/starter/main.py - Triage Runner → Triage Crew: starts routed crew
project_3/rohitha_r/starter/main.py - Triage Crew → Question Router: selects route steps
project_3/rohitha_r/starter/crew.py - Triage Crew → LLM Setup: configures model
project_3/rohitha_r/starter/crew.py - Triage Crew → Continuing Guardrails: wraps crew
project_3/rohitha_r/starter/crew.py - Triage Crew → Word Count Tool: registers
project_3/rohitha_r/starter/crew.py - Researcher → Research Runner: starts research
- Research Runner → Starter Crew: runs brief crew
project_5/lukas_g/main.py - Research Runner → Ollama Server: checks server
project_5/lukas_g/main.py - Research Runner → Model Data Tools: initializes annotation data
project_5/lukas_g/main.py - Research Runner → Task Annotator: starts annotation
project_5/lukas_g/main.py - Paper Research Runner → Paper Research Crew: starts
project_5/zain-z/main.py - Paper Research Crew → Metadata and Paper Tools: registers tools
project_5/zain-z/crew.py - Archive Researcher → Exploration CLI: submits query
- Exploration CLI → Archive Configuration: loads settings
project_6/ali_s/dissify_exploration_agent/cli.py - Exploration CLI → Archive Data Index: loads archive data
project_6/ali_s/dissify_exploration_agent/cli.py - Exploration CLI → Exploration Agent: invokes
project_6/ali_s/dissify_exploration_agent/cli.py - Exploration CLI → Multi-Agent Workflow: invokes
project_6/ali_s/dissify_exploration_agent/cli.py - Multi-Agent Workflow → Metadata and Paper Tools: uses tools
project_6/ali_s/dissify_exploration_agent/multi_agent.py