---

name: agent-figure-gallery description: Query visual scientific figure references, show candidates for human preference selection, export selected reference bundles, and guide plotting agents from human-selected visual examples to code action.

Agent Figure Gallery

Core Rule

Treat this skill as a lightweight controller. Do not load the full visual corpus into the skill. Use AGENT_FIGURE_GALLERY_ROOT or DRAWING_KB_ROOT to point at the external AgentFigureGallery knowledge base.

Key Files

• KB root: AGENT_FIGURE_GALLERY_ROOT=/path/to/AgentFigureGallery
• CLI: agentfiguregallery or python -m agentfiguregallery.cli
• Gallery server: backend command that serves the reference gallery on localhost
• Candidate index: data/reference_candidate_index.json
• Global preferences: data/reference_global_preferences.json
• Reference sessions: outputs/reference_sessions/

Minimal Workflow

1. Resolve the KB root:

   export AGENT_FIGURE_GALLERY_ROOT=/path/to/AgentFigureGallery
   

2. Query before reading individual references:

   agentfiguregallery query --task "<user task>"
   

3. Generate visible candidates:

   agentfiguregallery gallery --plot-type <plot_type> --task "<user task>" --limit 50 --serve
   

4. Record human preferences:

   agentfiguregallery prefer --session outputs/reference_sessions/<session_id> --like <ID> --reject <ID> --select <ID>
   

5. Export a selected bundle:

   agentfiguregallery bundle --session outputs/reference_sessions/<session_id> --copy-scripts
   

6. Use the bundle before writing or revising plotting code.

Preference Semantics

• like: useful for this task or plot type.
• reject: not useful for this task or plot type.
• select: use this candidate for the current agent action.
• global_like: generally useful across tasks.
• global_reject: hide from future sessions.

Local preferences must preserve plot_type. Global preferences are cross-task.

Validation

After changing the CLI, gallery, preference logic, or bundle export:

agentfiguregallery gallery --plot-type embedding_plot --limit 20 --serve
agentfiguregallery prefer --session outputs/reference_sessions/<session_id> --like E01 --select E02
agentfiguregallery bundle --session outputs/reference_sessions/<session_id>

Success means visible candidates render, stable IDs are shown, preferences persist, global rejects are hidden from later generated sessions, and the bundle contains selected references plus source code paths.