migration-scoring
Evaluate code migration quality with coverage, correctness, and style scoring.
Skill by OpenHands
Chalk Labs
Need help deploying migration-scoring?
Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/openhands-migration-scoring
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Use cases: testing
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/migration-scoring
What's inside
- Skill name
migration-scoring- Description
- Evaluate code migration quality with coverage, correctness, and style scoring. Generates executive reports with actionable recommendations.
- License
- MIT
- Compatibility
- Requires completed migration with source and target code, Python 3.13 with uv
- Instructions
- 127 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
SKILL.md (first lines)
Comprehensive quality evaluation for code migration projects.
## Overview
This plugin evaluates completed migrations through multiple lenses:
1. **Mapping** — Document source-to-target file relationships
2. **Quality Scoring** — Measure coverage and correctness
3. **Style Scoring** — Evaluate code quality and conventions
4. **Reporting** — Generate executive summary with recommendations
## Prerequisites
- Completed migration with both source and target code present
- Python 3.13 with `uv`
- LLM API key (Anthropic or OpenAI)
- Optional: Custom style rubric file
## Quick Start
```bash
export LLM_API_KEY="your-api-key"
export LLM_MODEL="anthropic/claude-3-5-sonnet-20241022"
uv run python -m lc_sdk_examples.migration_scoring \
--src-path /path/to/migration/project \
--rubric-path /path/to/style_rubric.txt
```
PowerShell equivalent for the environment setup:
```powershell
$env:LLM_API_KEY = "your-api-key"
$env:LLM_MODEL = "anthropic/claude-3-5-sonnet-20241022"
uv run python -m lc_sdk_examples.migration_scoring `
--src-path C:\path\to\migration\project `
--rubric-path C:\path\to\style_rubric.txt
```
## Workflow Phases
### Phase 1: Migration Mapping
See [../migration-mapping/SKILL.md](../migration-mapping/SKILL.md)
Creates a source→target file mapping:
- Identifies which target files implement each source file
- Supports many-to-many relationships
- Flags unmigrated source files
**Output:** `migration_mapping.json`
```json
{
"CALC001.cbl": ["InvoiceCalculator.java", "TaxCalculator.java"],
"CUST002.cbl": ["CustomerService.java"]
}
```
### Phase 2: Quality Scoring
See [../score-quality/SKILL.md](../score-quality/SKILL.md)
Scores each source file on:
- **Coverage (1-5)**: How much functionality was migrated
- **Correctness (1-5)**: How accurately behavior was preserved
**Output:** `migration_score.json`
```json
{
"CALC001.cbl": {
"coverage": 4,
"correctness": 5,
"justification": "All calculation logic migrated..."
}
}
```
### Phase 3: Style Scoring
See [../score-style/SKILL.md](../score-style/SKILL.md)
Evaluates target code against style guidelines:
- Naming conventions
- Code organization
- Error handling
- Documentation
- Idiomaticity
**Output:** `style_score.json`
### Phase 4: Executive Report
See [../migration-report/SKILL.md](../migration-report/SKILL.md)
Generates a comprehensive report:
- Overall health assessment
- Score statistics and distribution
- Risk categorization (Green/Yellow/Red)
- Prioritized recommendations
**Output:** `final_report.md`
## Output Structure
```
your-project/
├── .lc-sdk/
│ ├── migration_mapping.json
│ ├── migration_score.json
│ ├── style_score.json
│ └── final_report.md
```
## Scoring Criteria
See [../score-quality/references/scoring-criteria.md](../score-quality/references/scoring-criteria.md) for the 1-5 scoring scales.From OpenHands/extensions, MIT.
More from OpenHands/extensions
- 0.721score
deno
OpenHands
If the project uses deno, use this skill.
SkillAFreshness: A★ 173Claude Code +9 - 0.721score
discord
OpenHands
Build and automate Discord integrations (bots, webhooks, slash commands, and REST API workflows).
SkillAFreshness: A★ 173Claude Code +9 - 0.721score
code-simplifier
OpenHands
Simplifies and refines code for clarity, consistency, and maintainability while preserving all functionality.
SkillAFreshness: A★ 173Claude Code +9 - 0.721score
datadog
OpenHands
Query and analyze Datadog logs, metrics, APM traces, and monitors using the Datadog API.
SkillAFreshness: A★ 173Claude Code +9 - 0.721score
add-skill
OpenHands
Import an existing skill from a GitHub repository URL into the current workspace.
SkillAFreshness: A★ 173Claude Code +9 - 0.721score
add-javadoc
OpenHands
Add comprehensive JavaDoc documentation to Java classes and methods.
SkillAFreshness: A★ 173Claude Code +9 - 0.721score
runtime-api-configs
OpenHands
Manage warm sandbox pools on OpenHands Enterprise by driving the runtime-api admin endpoints (list, save, delete warm runtime configurations) from a Python CLI.
SkillAFreshness: A★ 173Claude Code +9 - 0.721score
agent-creator
OpenHands
Create file-based sub-agents as Markdown files following the OpenHands SDK format.
SkillAFreshness: A★ 173Claude Code +9 - 0.721score
openhands
OpenHands
Unified OpenHands plugin — bundles the OpenHands Cloud CLI, Cloud REST API (openhands-api), Automations (openhands-automation), and Software Agent SDK…
SkillAFreshness: A★ 173Claude Code +9 - 0.721score
agent-readiness-report
OpenHands
Evaluate how well a codebase supports autonomous AI-assisted development.
SkillAFreshness: A★ 173Claude Code +9 - 0.721score
release-notes
OpenHands
Generate consistent, well-structured release notes from git history.
SkillAFreshness: A★ 173Claude Code +9 - 0.721score
github
OpenHands
Interact with GitHub repositories, pull requests, issues, and workflows using the GITHUB_TOKEN environment variable and GitHub CLI.
SkillAFreshness: A★ 173Claude Code +9
Signals
- Stars
- 173
- Forks
- 118
- Open issues
- 84
- Last commit (this folder)
- Jul 1, 2026 (4 months ago)
- Last release
- Oct 23, 2026 (14 days ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/OpenHands/extensions
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from OpenHands
- 0.721score
release-notes
OpenHands
Generate consistent, well-structured release notes from git history.
SkillAFreshness: A★ 173Claude Code +9 - 0.721score
add-javadoc
OpenHands
Add comprehensive JavaDoc documentation to Java classes and methods.
SkillAFreshness: A★ 173Claude Code +9 - 0.721score
agent-readiness-report
OpenHands
Evaluate how well a codebase supports autonomous AI-assisted development.
SkillAFreshness: A★ 173Claude Code +9 - 0.721score
openhands
OpenHands
Unified OpenHands plugin — bundles the OpenHands Cloud CLI, Cloud REST API (openhands-api), Automations (openhands-automation), and Software Agent SDK…
SkillAFreshness: A★ 173Claude Code +9 - 0.721score
runtime-api-configs
OpenHands
Manage warm sandbox pools on OpenHands Enterprise by driving the runtime-api admin endpoints (list, save, delete warm runtime configurations) from a Python CLI.
SkillAFreshness: A★ 173Claude Code +9 - 0.721score
add-skill
OpenHands
Import an existing skill from a GitHub repository URL into the current workspace.
SkillAFreshness: A★ 173Claude Code +9
Done for you
Rather not set it up yourself?
Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.
See how we build AI agents →Read the case studies
Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.
- launches shipped
- 50+
- launches shipped
- media placements
- 500+
- media placements
- founders on every account
- 2
- founders on every account
Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block
Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
Get migration-scoring running in your business
Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.
Cite this page
migration-scoring skill. Agent Mart. https://agentmart.dev/skills/openhands-migration-scoring (last updated 2026-10-24)