dcg
DCG is a safety system that intercepts potentially dangerous commands and enforces a structured workflow before allowing execution. When a command is blocked, users must run "dcg explain" to understand the reason, check for safe alternatives from a provided table, and only request an override if no alternative exists. This tool is used in development workflows to prevent irreversible operations like force-pushing code or deleting databases without deliberate human approval.
git clone --depth 1 https://github.com/boshu2/agentops /tmp/dcg && cp -r /tmp/dcg/images/gemini/skills/dcg ~/.claude/skills/dcgSKILL.md
<!-- TOC: Core Insight | THE EXACT WORKFLOW | Quick Reference | Safe Alternatives | What Gets Blocked | Anti-Patterns | Configuration | References -->
# DCG: When You Get Blocked
> **Core Insight:** Blocks are checkpoints, not errors. A safe alternative almost always exists. Find it before mentioning override.
## Quick Navigation
| I need to... | Go to |
|--------------|-------|
| Handle a block right now | [THE EXACT WORKFLOW](#the-exact-workflow) |
| Find a safe alternative | [Safe Alternatives](#safe-alternatives) |
| See all CLI commands | [COMMANDS.md](references/COMMANDS.md) |
| Enable more rule packs | [PACKS.md](references/PACKS.md) |
| Configure per-project | [CONFIG.md](references/CONFIG.md) |
| Debug hook issues | [TROUBLESHOOTING.md](references/TROUBLESHOOTING.md) |
---
## THE EXACT WORKFLOW
When blocked, follow this sequence every time:
```
1. Run `dcg explain "cmd"` → Understand why (see trace)
2. Check Safe Alternatives table → Use if exists (DON'T mention override)
3. No alternative? → Explain risk clearly, let human decide
4. Human approves? → THEY run: dcg allow-once CODE
```
**Never:** Ask for override first. Never retry silently. Never circumvent.
**Example block output:**
```
BLOCKED: git reset --hard HEAD
Rule: core.git:reset-hard
Reason: Discards uncommitted changes permanently
Allow-once code: ab12
Safer alternative: git stash
```
**Good response:**
> "I wanted to discard changes but `git reset --hard` was blocked. Let me use `git stash` instead—recoverable if needed." [proceeds with stash]
## Safe Alternatives
| Blocked | Use Instead | Why |
|---------|-------------|-----|
| `git reset --hard` | `git stash` | Recoverable |
| `git checkout -- file` | `git stash push file` | Preserves changes |
| `git push --force` | `git push --force-with-lease` | Checks remote unchanged |
| `git clean -fd` | `git clean -fdn` (preview) | Shows what would delete |
| `git stash drop` | `git stash list` first | Verify which stash |
| `rm -rf /path` | `rm -ri /path` or verify path | Interactive/confirm |
| `kubectl delete namespace` | `kubectl delete -l app=X` | Selective deletion |
| `DROP DATABASE` | Backup first | Human approves |
| `docker system prune -a` | `docker system df` first | See what's used |
## Quick Reference
```bash
dcg doctor # Health check — hook registered?
dcg explain "cmd" # WHY is it blocked? (with trace)
dcg test "cmd" # Would this be blocked? (dry-run)
dcg allow-once CODE # Human approves (THEY run this)
dcg packs # List available rule packs
dcg scan --staged # Pre-commit: scan for issues
```
---
## What Gets Blocked
| Category | Patterns | Safe Variants |
|----------|----------|---------------|
| Git destructive | `reset --hard`, `checkout --` | `stash`, `restore --staged` |
| Git history | `push --force`, `branch -D` | `--force-with-lease`, `-d` |
| Git stash | `stash drop`, `stash clear` | `stash list` first |
| Filesystem | `rm -rf` (dangerous paths) | `/tmp/*` allowed |
| Database | `DROP`, `TRUNCATE`, `DELETE` w/o WHERE | Add WHERE clause |
| K8s | `delete namespace`, `delete --all` | `-l` label selector |
**Context-aware:** `rm -rf ./build` allowed, `rm -rf /` blocked.
**`dcg explain` example (7-step pipeline):**
```bash
$ dcg explain "git reset --hard HEAD"
BLOCKED by core.git:reset-hard
Evaluation trace:
1. Config allow overrides: no match
2. Config block overrides: no match
3. Heredoc detection: not applicable
4. Quick reject: triggered (contains "reset")
5. Context sanitization: no changes
6. Normalization: git reset --hard HEAD
7. Pack evaluation:
- Safe patterns: no match
- Destructive: MATCH "reset --hard"
Suggestion: Use `git stash` to preserve changes
```
## Anti-Patterns
```
❌ "Command blocked. Run dcg allow-once ab12" → Find alternative first!
❌ *Retrying silently or circumventing* → Always acknowledge blocks
❌ Treating blocks as errors → They're checkpoints
❌ Asking user to allow-once without explaining → They need context
```
## Configuration
```toml
# .dcg.toml — enable rule packs per-project
[packs]
enabled = ["database.postgresql", "kubernetes.kubectl", "cloud.aws"]
[overrides]
allow_patterns = ["rm -rf ./node_modules"] # Project-specific safe
```
**Environment variables:**
- `DCG_PACKS="containers.docker,kubernetes"` — Enable packs
- `DCG_DISABLE="kubernetes.helm"` — Disable specific packs
- `DCG_BYPASS=1` — Escape hatch (human-only)
## Key Facts
- **49+ rule packs** available (database, containers, k8s, cloud, etc.)
- **Sub-millisecond latency** — won't slow your workflow
- **Fail-open on timeout** — if DCG hangs, command runs (with warning)
- **Heredoc scanning** — inline scripts (`bash -c`, `python -c`) are analyzed
- **Allow-once codes** — 4 hex chars, 24h expiry, bound to exact command+directory
## The Incident That Started It All
> On December 17, 2025, an AI agent ran `git checkout --` on files containing hours of uncommitted work. The files were recovered via `git fsck --lost-found`, but it proved: **instructions don't prevent execution—mechanical enforcement does.**
---
## Validation
```bash
# Quick health check
dcg doctor | head -20
# Test if a command would be blocked
dcg test "git reset --hard HEAD"
# Should show: WOULD BE BLOCKED
```
---
## Scripts
| Script | Usage |
|--------|-------|
| `./scripts/validate-dcg.sh` | Full installation validation |
---
## References
- [COMMANDS.md](references/COMMANDS.md) — Full CLI reference with `dcg explain`, `dcg scan`
- [PACKS.md](references/PACKS.md) — 49+ rule pack system (database, k8s, cloud, etc.)
- [CONFIG.md](references/CONFIG.md) — Configuration, agent profiles, heredoc settings
- [SCENARIOS.md](references/SCENARIOS.md) — Detailed examples with good/bad responses
- [PHILOSOPHY.md](references/PHILOSOPHY.md) — Why DCG works this way
- [TROUBLESHOOTING.md](references/TROUBLESHOOTING.md) — Common issues and fixesUse Agent Mail from Codex for file leases, notifications, inboxes, and conflict prevention.
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Use when converting markdown plans into br beads with dependencies for implementation or swarm execution.
Use when switching AI coding CLI accounts quickly to recover from subscription rate limits or OAuth friction.
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Use when starting non-trivial work, mining lessons, or preventing repeated mistakes with cm procedural memory.
Mine past agent sessions for working prompts, decisions, and patterns. Use when "what did I ask?", "find that prompt", session archaeology, or agent history.