Blog Post · Architecture Deep Dive
Adversarial multi-agent pipeline for Claude Code. Separate AI agents generate and critique each other's work in adversarial feedback loops, where generators produce artifacts, discriminators validate them, and iteration drives convergence. Each agent runs in its own context window with fresh perspective.
Install
Plugin (marketplace):
/plugin install forge@claude-forge
- install for the project
- restart claude instance
Standalone (copy into any project):
cp -r skills/ /path/to/your-project/.claude/skills/
# Or personal (all projects)
cp -r skills/ ~/.claude/skills/
Requires Claude Code v1.0.33+ and a git-initialized project.
Enable Agent Teams (Required)
Claude Forge relies on the Agent and SendMessage tools for multi-agent orchestration. These now require an experimental feature flag.
Set the environment variable before launching Claude Code:
export CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS=1
To make it permanent, add that line to your shell profile (~/.bashrc, ~/.zshrc, etc.) and restart your terminal.
Without this flag, skills that spawn or communicate with sub-agents will fail.
Skills
| Skill | Purpose | Output | Next Step |
|---|---|---|---|
brainstorm | Interactive design session, explores codebase, asks scoping questions | brainstorm.md | pipeline |
audit | Combined audit runner, select any combination of eval, health, docs | Multiple intake docs | pipeline |
repo-eval | 3-evaluator panel scoring 12 pillars | eval.md | pipeline |
repo-health | Technical debt audit across 4 vectors | health-audit.md | pipeline |
doc-health | Documentation drift detection across 6 phases | doc-audit.md | pipeline |
pipeline | Automated build/remediation cycle, routes by intake doc type | Committed code | Done |
Usage
# Feature development
/brainstorm I want to add webhook support for payment events
/pipeline 2026-03-12-payment-webhooks
# Full audit (health > eval > docs) with one pipeline run
/audit all
/pipeline 2026-03-15-audit-my-app
# Or run individual audits (each creates its own plan directory)
/repo-eval
/pipeline 2026-03-15-eval-my-app
Resume any interrupted pipeline by re-running /pipeline with the same slug.
Pipeline Flows
Feature (brainstorm.md)
Planner ↔ Plan Reviewer → Implementer ↔ Code Reviewer → Final Reviewer
(max 3 iter) (max 3 iter/phase) GO/NO-GO
Repo Eval (eval.md)
3 Evaluators → Planner ↔ Plan Reviewer → Implementer ↔ Reviewer → Verify
(parallel) (max 3) (max 3/phase) verify findings
Repo Health (health-audit.md)
Auditor → Planner ↔ Plan Reviewer → Hygienist ↔ Health Reviewer → Fortifier ↔ Health Reviewer → Verify
[cleanup] [guardrails] verify findings
Doc Health (doc-audit.md)
Doc Auditor → Planner ↔ Plan Reviewer → Doc Engineer ↔ Doc Reviewer → Verify
[fix + prevent] verify findings