A sophisticated AI agent skill for quantifying academic and professional advancement eligibility through institutional rule mapping and gap analysis.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install pathway-score-guide-pro
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install pathway-score-guide-pro using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Pathway Score & Guide Pro?
Pathway Score & Guide Pro is a comprehensive technical tool designed to assist users in navigating complex academic and professional milestones. As a key component of the Openclaw Skills library, it specializes in evaluating seven distinct advancement paths, including postgraduate recommendations, PhD applications, and professional title assessments. The skill prioritizes the ingestion of user-provided institutional documents to ensure that all scoring and guidance are grounded in the most current local regulations.
By leveraging advanced policy normalization, this skill bridges the gap between official bureaucratic requirements and actionable career planning. Whether you are aiming for a master's degree or seeking a senior professional title, this skill within the Openclaw Skills framework provides an interpretable scoring system that clarifies hard thresholds, competitive metrics, and necessary documentation, ensuring high-stakes decisions are backed by data-driven insights.
Pathway Score & Guide Pro Use Cases
- Assessing eligibility for postgraduate recommendation (Baoyan) based on institutional GPA and research requirements.
- Evaluating professional title promotion readiness for faculty and researchers in higher education or state enterprises.
- Planning for international study applications by mapping academic backgrounds against global university standards.
- Identifying missing requirements for PhD candidates through detailed gap analysis and material checklists.
- Determining the feasibility of transferring from junior college to bachelor programs based on regional policies.
How Pathway Score & Guide Pro Works
- The AI agent initiates a data collection phase to identify the target pathway, institutional affiliation, and target year.
- The system attempts to parse user-provided files or official URLs using a policy normalization engine to extract specific rules.
- If local files are unavailable, the skill falls back to national policy baselines and representative institutional data stored within Openclaw Skills.
- Credentials are processed through a scoring engine that categorizes requirements into hard thresholds, competitive items, and material checklists.
- A final report is generated, featuring a 100-point matching score, a prioritized list of gap-filling actions, and a comprehensive application timeline.
Pathway Score & Guide Pro Setup
To deploy this skill within your local environment, ensure all reference documents and scripts are correctly pathed. You can initialize the core scoring engine and normalize your institutional policies using the following CLI commands provided by Openclaw Skills:
# Initialize the pathway evaluation engine
python scripts/score_engine.py --pathway phd_application
# Process and normalize institutional policy documents
python scripts/policy_normalizer.py --input ./local_policies/rules_2024.pdf --output ./resources/templates/
Pathway Score & Guide Pro Data Schema & Taxonomy
The skill manages information through a structured hierarchy of reference files and structured templates to maintain high data integrity. This organization is a hallmark of professional Openclaw Skills.
| Data Component | Format | Purpose |
|---|---|---|
| Scoring Rubrics | Markdown | Defines logic for quantifying academic and professional achievements. |
| National Baselines | Markdown | Provides fallback criteria based on 2025-2026 national policy standards. |
| Scorecards | JSON | Structured data objects for storing user-specific metrics and results. |
| Output Templates | YAML | Schemas for generating consistent and professional evaluation reports. |
Pathway Score & Guide Pro Advanced Features
- Intelligent institutional policy normalization that transforms unstructured PDF regulations into structured scoring logic.
- Multi-pathway comparative analysis to help users choose between different career or academic trajectories.
- Dynamic risk assessment that flags critical non-compliance issues with mandatory eligibility thresholds.
- Automated generation of sprint plans and material checklists tailored to specific application windows.
- Robust fallback logic that utilizes representative institutional rules when specific local files are missing from the Openclaw Skills database.
SKILL.md
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