parallel-integrate

parallel-integrate is a skill for Claude Code from jpoutrin/product-forge. It costs 13 tokens per session (1,964 once invoked), scanned A, original, MIT.

A verification tool for checking the results of work completed by multiple coding agents before it is integrated.

In plain words
What is it for?
Use it to check branch status, review contract compliance, run technology-specific checks, and generate an integration report.
Why use it?
It helps find broken agreements between tasks, changes outside an agent's assigned area, and failing tests after branches are combined.

Skill for Claude Code

Written for Claude Code: argument-hint in frontmatter. Also seen: mentions Claude Code.

Part of the product-design plugin — 43 skills, 8 agents shipped together

Good fit Use it to check branch status, review contract compliance, run technology-specific checks, and generate an integration report.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/jpoutrin/product-forge/parallel-integrate
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add jpoutrin/product-forge --skill parallel-integrate
Clone the repo
git clone --depth 1 https://github.com/jpoutrin/product-forge

Made for: Claude Code.

Or install product-design, the plugin that ships this one along with the rest of its 43 skills, 8 agents.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for parallel-integrate

README.md
[![agentmods](https://agentmods.dev/badge/skills/jpoutrin/product-forge/parallel-integrate/github.svg)](https://agentmods.dev/skills/jpoutrin/product-forge/parallel-integrate)
Your own site
<a href="https://agentmods.dev/skills/jpoutrin/product-forge/parallel-integrate"><img src="https://agentmods.dev/badge/skills/jpoutrin/product-forge/parallel-integrate/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for parallel-integrate

Your own site · 80×15
<a href="https://agentmods.dev/skills/jpoutrin/product-forge/parallel-integrate"><img src="https://agentmods.dev/badge/skills/jpoutrin/product-forge/parallel-integrate.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 13 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,964 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00013 $0.01964
Opus 5.5 $0.00005 $0.00786
Sonnet 5.5 $0.00003 $0.00393
Haiku 4.5 $0.00001 $0.00196

Measured 1mo ago against content hash 8d03da6c08b3, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

parallel-integrate scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/product-design/skills/parallel-integrate/SKILL.md · 354 lines

How it starts

The opening of the file, as written. The whole thing — 354 lines — stays where its author put it; the contents beside it link to each section on GitHub.

parallel-integrate

Category: Parallel Development

Usage

/parallel-integrate [--parallel-dir <dir>] [--tech django|typescript|go]

Arguments

  • --parallel-dir: Optional - Path to parallel directory (auto-detects if single directory in parallel/)
  • --tech: Optional - Technology stack for specific checks (default: auto-detect)

Purpose

Verify integration after all parallel agents complete their work. Checks contract compliance, boundary violations, runs tests, and generates an integration report.

Prerequisites

  • All parallel tasks completed
  • All feature branches merged to main (or ready to merge)
  • Run after /parallel-decompose execution

Execution Instructions for Claude Code

0. Determine Parallel Directory

If --parallel-dir provided:

  • Use specified directory (e.g., parallel/TS-0042-inventory-system)

If not provided:

  • Scan parallel/ for subdirectories
  • If single directory found, use it
  • If multiple, list and ask user to specify
  • If none, error with guidance

Read manifest.json from parallel directory:

PARALLEL_DIR="parallel/TS-0042-inventory-system"
cat "$PARALLEL_DIR/manifest.json"

1. Verify Branch Status

Check all task branches are complete:

# List task branches
git branch -a | grep feature/task-

# Check for unmerged branches
git branch --no-merged main | grep feature/task-

2. Merge Remaining Branches

If unmerged branches exist:

git checkout main
for branch in $(git branch --no-merged main | grep feature/task-); do
    echo "Merging $branch..."
    git merge $branch --no-edit
done

3. Technology-Specific Integration

For Django Projects

Migration Merge:

# Check for migration conflicts
python manage.py showmigrations | grep "\[ \]"

# If conflicts, merge migrations
python manage.py makemigrations --merge

# Apply all migrations
python manage.py migrate

Verification:

# Django system check
python manage.py check

# Run all tests
pytest

# Type checking
mypy apps/

# Linting
ruff check .

Read the full file on GitHub · 354 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 354 lines · 13 tokens per session scan A 8d03da6c08b3

Subscribe to this mod's changes

parallel-integrate is a skill published in the GitHub repository jpoutrin/product-forge (16 stars, last pushed 7mo ago), licensed MIT. It adds 13 tokens to every session and 1,964 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

Related

Other skills, from other repositories

research-engineer

An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair. Focuses on theoretical correctness, formal verification, and optimal implementation across any required technology.

davila7/claude-code-templates · 43 tokens

eval-dataset-design

A guide to creating reliable test sets for AI agents. Each evaluation task includes the request, the simulated user's behaviour, a reset starting state, and a success check that can be independently verified.

bojieli/ai-agent-book · 138 tokens

tika-eval-compare

Compare extracts from two Tika builds over a corpus to detect regressions in content, encoding, exceptions, and embedded-document handling. Use for "compare before/after extracts", "eval this change against the corpus".

apache/tika · 50 tokens

cua-driver

Use Cua Driver for desktop or browser tasks that are awkward or unavailable through Bash/APIs, or when the user explicitly wants GUI interaction: app testing, visual bug reproduction, form filling, calendar entry, screenshots, and demo recording. Also covers Cua setup; not OpenAI Codex Computer Use or web research.

davidondrej/skills · 68 tokens

jetson-validate-image

Use after jetson-flash-image to run static BSP checks, on-target smoke/regression tests on a flashed DUT, or both. Not for build or flash steps. Triggers: validate bsp, on-target validation.

NVIDIA/skills · 50 tokens

atmos-validation

Validate Atmos projects, components, arbitrary JSON Schema inputs, EditorConfig, and GitHub Actions; use affected-file selection and native CI annotations.

cloudposse/atmos · 31 tokens