القائمة
GNN command-line interface dispatch and health checks. Use when invoking the `gnn` CLI, validating subcommand availability, or checking command-line access to pipeline modules.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Generalized Notation Notation (GNN) processing pipeline for Active Inference generative models. Use when working with GNN files, running the 25-step pipeline, parsing model specifications, generating simulations, or producing visualizations and reports from GNN model definitions.
GNN LLM-enhanced analysis and model interpretation. Use when generating natural language descriptions of GNN models, getting AI-assisted model explanations, or performing LLM-powered analysis of Active Inference specifications.
GNN Language Server Protocol integration. Use when starting editor diagnostics, checking hover behavior, or validating LSP support for GNN files.
GNN Model Context Protocol processing and tool registration. Use when registering GNN operations as MCP tools, building MCP server configurations, or integrating GNN capabilities with LLM tool-use workflows.
GNN pipeline orchestration and configuration management. Use when configuring pipeline execution, setting step inclusion/exclusion, managing pipeline state, or customizing the 25-step execution flow.
GNN code generation for simulation frameworks. Use when generating PyMDP, RxInfer.jl, ActiveInference.jl, JAX, DisCoPy, PyTorch, NumPyro, Stan, or bnlearn code from GNN model specifications.
| name | gnn-cli |
| description | GNN command-line interface dispatch and health checks. Use when invoking the `gnn` CLI, validating subcommand availability, or checking command-line access to pipeline modules. |
cli_dispatchFunction: Unified command-line interface dispatching 12 subcommands to their respective GNN pipeline module APIs.
# Full pipeline execution
gnn run --target-dir input/gnn_files --verbose
# Validate a single GNN file
gnn validate input/gnn_files/discrete/actinf_pomdp_agent.md --strict
# Parse to JSON output
gnn parse input/gnn_files/discrete/actinf_pomdp_agent.md --format json
# Generate code for a specific framework
gnn render input/gnn_files/discrete/actinf_pomdp_agent.md --framework pymdp
# Check environment health
gnn preflight
gnn health
from cli import main
# The CLI entry point dispatches to module APIs
# Each subcommand maps to a specific module function:
# run → main.main()
# validate → gnn.schema.validate_required_sections()
# parse → gnn.schema.parse_state_space()
# render → render.processor
# health → render.health.check_renderers()
# lsp → lsp.start_server()
gnn run with --skip-steps, --only-steps, --skip-llm optionsgnn validategnn parsegnn rendergnn preflight and gnn healthgnn watchgnn graphgnn serve) and Language Server (gnn lsp)This module registers tools with the GNN MCP server (see mcp.py):
cli.healthcli.preflight