Agent skill · product strategy · daffy0208
Orchestration Planner
Plan multi-step workflows using capability graph and Codex-powered goal decomposition with HTN-style hierarchical task planning.
Why this skill is useful
Adds executable scripts for goal decomposition and capability matching that extend the AI's planning capabilities.
What it needs
Requires python3 installed locally. About 6k tokens when loaded. Last updated 2025-12-25. 33 stars on the source repository.
What this skill does
Orchestration Planner Plan multi-step workflows using capability graph and Codex-powered goal decomposition Purpose Takes high-level goals and decomposes them into executable workflows using the capability graph. Uses Codex to understand goal semantics, find matching capabilities, validate preconditions, and generate Hierarchical Task Network (HTN) plans with alternatives and scoring. When to Use Converting user goals into executable plans (e.g., "build RAG system") Finding optimal capability sequences for complex tasks Validating that project state supports a capability Generating alternatives when primary path is blocked Explaining why certain capabilities are recommended Key Capabilities Goal Decomposition: Uses Codex to break goals into required effects Capability Matching: Finds capabilities that produce desired effects Precondition Validation: Checks if current project state satisfies requirements HTN Planning: Builds hierarchical task networks with subtasks Scoring & Ranking: Evaluates paths by cost, latency, risk, diversity Alternative Generation: Provides fallback options when primary path fails Decision Logging: Captures rationale for capability selection Inputs Process Step 1: Goal Analysis with Codex Step 2: Find Candidate Capabilities Step 3: Validate Preconditions Step 4: Build HTN Plan with Codex Step 5: Score and Rank Plans Step 6: Generate Decision Log Scoring Function Example Output Integration With capability-graph-builder Queries the capability graph to find matching capabilities and relationships. With manifest-generator Uses manifest metadata (preconditions, effects, cost, latency, risk) for planning. With Repository Brain Will integrate into scripts/brain/plan command for interactive planning. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills daffy0208/orchestration-planner