What is a Planning Semantic Retrieval Ranker?

It is a specialized capability designed to improve the precision of task decomposition and goal retrieval using semantic scoring to ensure mission success.

Can this be used with multi-agent systems?

Yes, it is specifically designed to integrate with swarm orchestration, providing logic for task routing, approval gates, and rollback controls.

What metrics does this skill provide?

It defines and tracks measurable KPIs tied to execution stalls, hidden dependency failures, and retrieval precision across release cycles.

How does this skill prevent execution stalls?

By identifying hidden dependencies and using deterministic scoring to ensure all prerequisites for a task are met before routing it for execution.

Does it support schema validation?

Yes, it includes robust versioning for input/output contracts and automated schema validation to handle failure modes gracefully.

Planning Semantic Retrieval Ranker

Name: Planning Semantic Retrieval Ranker
Author: zwright8

byzwright8

0•

Productivity & Workflow

Enhances task decomposition and strategic planning using semantic relevance scoring to ensure high-precision mission execution.

The Planning Semantic Retrieval Ranker is a specialized skill designed to solve the problem of inconsistent or incomplete goal decomposition in autonomous workflows. By implementing semantic relevance scoring and deterministic ranking, it improves recall precision for complex mission execution, ensuring that downstream decisions are based on high-quality data. This skill integrates directly into swarm orchestration frameworks, providing robust task routing, approval gates, and failure-mode handling to prevent execution stalls and identify hidden dependencies that often derail large-scale projects.

Key Features

01Semantic relevance scoring for high-precision goal decomposition

02Swarm orchestration integration for task routing and approval

03Deterministic ranking for consistent retrieval outcomes

040 GitHub stars

05Automated schema validation for input/output contracts

06Dependency failure detection and telemetry monitoring

Use Cases

01Optimizing task retrieval for autonomous agent swarms to prevent execution stalls

02Decomposing complex, multi-stage project goals into actionable milestones

03Identifying and mapping hidden dependencies in large-scale strategic plans

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add zwright8/openclaw-code generated

For use in Claude.ai and ChatGPT