The philosophy and practical benefits of agent fungibility in multi-agent software development. Why homogeneous, interchangeable agents outperform specialized role-based systems at scale.
日本語の概要は準備中です。原文の説明を表示しています。
Run Ultimate Bug Scanner (UBS) for code review. Use when reviewing code, checking for bugs, scanning for security issues, validating AI-generated code, or pre-commit quality checks.
インストールする前に、エージェントに与えられる指示の中身を確認できます。
Core Insight: UBS catches what compiles but crashes — null derefs, missing await, resource leaks, security holes. It has many false positives; triage is essential, not optional.
ubs <changed-files> before every commit.
Exit 0 = safe to proceed.
Exit 1 = triage findings.
Exit 2 = run `ubs doctor --fix`.
1. Scan: Run UBS on changed files
ubs --staged # Staged files (<1s)
ubs --diff # Unstaged changes vs HEAD
ubs file.ts file2.py # Specific files
2. Triage each finding:
Real bug? → Fix root cause (not symptom)
False positive? → // ubs:ignore — [why it's safe]
3. Re-run until exit 0
ubs --staged
4. Commit when clean
--staged is fast — Scans only what you're committingubs:ignore must explain why# Core workflow
ubs --staged # Staged files only (<1s)
ubs --diff # Working tree changes vs HEAD
ubs . # Full project scan
# Language-specific (--only=js excludes TS!)
ubs --only=go,rust src/ # Go and Rust only
ubs --only=ts,tsx frontend/ # TypeScript (js≠ts)
# Noise reduction
ubs --skip=11,12 . # Skip TODO/debug categories
ubs --profile=loose . # Skip minor nits
# Output formats (json=summary, jsonl=per-finding details)
ubs . --format=jsonl # Per-finding details
ubs . --format=sarif > results.sarif # IDE/GitHub integration
# PR review (new issues only)
ubs . --comparison=baseline.json --fail-on-warning
# Troubleshooting
ubs doctor # Check environment
ubs doctor --fix # Auto-fix issues
| You Want | Command | Why |
|---|---|---|
| Quick pre-commit | ubs --staged | Fast, only staged files |
| Strict gate | --fail-on-warning | Blocks on all findings |
| Skip noise | --skip=11,12 | TODO/debug categories |
| Language focus | --only=go,py | Target specific languages |
| PR review | --comparison=baseline.json | Shows NEW issues only |
| Security audit | --category=security | Focused security scan |
| Full report | --html-report=out.html | Shareable dashboard |
| Per-finding data | --format=jsonl | Detailed parsing (json=summary only) |
| Environment fix | ubs doctor --fix | First-line troubleshooting |
| Rule | Why | Consequence |
|---|---|---|
| Exit 2 → doctor | Scanner error | Run ubs doctor --fix immediately |
| Every ignore needs why | Audit trail | // ubs:ignore — caller validates |
| Fix root cause | Prevents debt | Don't mask symptoms |
| Don't skip triage | Real bugs hide | Review every finding |
| JS/TS needs AST engine | Semantic analysis | ubs doctor --fix if degraded |
// GOOD — explains why it's safe
eval(trustedConfig); // ubs:ignore — internal config, not user input
// BAD — no justification
eval(config); // ubs:ignore
| Language | Suppression Format |
|---|---|
| JS/TS/Go/Rust/Java | // ubs:ignore — reason |
| Python/Ruby/Shell | # ubs:ignore — reason |
| SQL | -- ubs:ignore — reason |
Rule: Every ubs:ignore MUST explain why the code is actually safe.
Finding → Code path executes? → No → FALSE POSITIVE (dead code)
→ Yes ↓
Guard clause exists? → Yes → FALSE POSITIVE (ubs:ignore)
→ No ↓
Validated elsewhere? → Yes → FALSE POSITIVE (cross-file)
→ No → REAL BUG, fix it
| Blocks Commit | Blocks PR | Discuss in PR |
|---|---|---|
| Null safety (1) | Error swallowing (8) | Debug code (11) |
| Security (2) | Division by zero (6) | TODO markers (12) |
| Missing await (3) | Promise no catch (9) | TypeScript any (13) |
| Resource leaks (4) | Array mutation (10) | Deep nesting (14) |
Category numbers map to --skip=N and --category=N flags.
Full breakdown: TRIAGE.md
| Problem | Cause | Fix |
|---|---|---|
| Exit code 2 | Missing optional scanners | ubs doctor --fix |
| JS/TS degraded | AST engine missing | ubs doctor --fix |
| Too many findings | Legacy code | Use --comparison for baseline |
| Too slow | Full scan | Use --staged or --only= |
| False positive storm | Test fixtures | Add to .ubsignore |
AI-generated code is prone to:
| Pattern | Bug | Category |
|---|---|---|
user.profile.name | No null check | 1 (Null safety) |
fetch(url) | Missing await | 3 (Async) |
open(file) | Never closed | 4 (Resource) |
catch (e) {} | Swallowed error | 8 (Error handling) |
# After AI writes code:
ubs [file] --fail-on-warning
| Need | Document |
|---|---|
| Prioritize findings | TRIAGE.md |
| Identify false positives | FALSE-POSITIVES.md |
| CI/CD, hooks, workflows | WORKFLOWS.md |
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概要と使いどころ
The philosophy and practical benefits of agent fungibility in multi-agent software development. Why homogeneous, interchangeable agents outperform specialized role-based systems at scale.
日本語の概要は準備中です。原文の説明を表示しています。
MCP Agent Mail for multi-agent coordination. Use when agents need file locks, messaging, inboxes, or conflict prevention. Handles macro_start_session, file_reservation_paths, send_message, threading, pre-commit guards.
日本語の概要は準備中です。原文の説明を表示しています。
Jeffrey Emanuel's multi-agent implementation workflow using NTM, Agent Mail, Beads, and BV. The execution phase that follows planning and bead creation. Includes exact prompts used.
日本語の概要は準備中です。原文の説明を表示しています。
Convert markdown plans into beads with dependencies using br CLI. Use when creating task graphs, polishing beads before implementation, or bridging planning to agent swarm execution.
日本語の概要は準備中です。原文の説明を表示しています。
Beads Viewer - Graph-aware triage engine for Beads projects. Computes PageRank, betweenness, critical path, and cycles. Use --robot-* flags for AI agents.
日本語の概要は準備中です。原文の説明を表示しています。
Manage AI coding CLI accounts with sub-100ms switching. Use when hitting rate limits on Claude Max, GPT Pro, or Gemini Ultra subscriptions and need instant account swapping without browser OAuth.
日本語の概要は準備中です。原文の説明を表示しています。