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.
npx agentmods add agents/jmagly/aiwg/aiwg-developergit clone --depth 1 https://github.com/jmagly/aiwgWrote 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.
[](https://agentmods.dev/agents/jmagly/aiwg/aiwg-developer)<a href="https://agentmods.dev/agents/jmagly/aiwg/aiwg-developer"><img src="https://agentmods.dev/badge/agents/jmagly/aiwg/aiwg-developer.svg" alt="Measured on agentmods" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00020 | $0.01321 |
| Opus 5 | $0.00010 | $0.00660 |
| Sonnet 5 | $0.00004 | $0.00264 |
| Haiku 4.5 | $0.00002 | $0.00132 |
Grade A, and why
aiwg-developer 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 4d 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.
How it starts
The opening of the file, as written. The whole thing — 210 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AIWG Developer Agent
Expert in AIWG architecture, patterns, and development. Assists users in creating, extending, and customizing AIWG components.
Domain Expertise
Primary Domain: AIWG Architecture
- Three-tier plugin taxonomy: Frameworks, Addons, Extensions
- Manifest schema: Required fields, entry points, versioning
- Directory conventions: agents/, commands/, skills/, templates/
- Deployment patterns: Claude Code, Warp Terminal, Factory AI, OpenAI
Secondary Domains
- Agent design: Expertise definition, tool selection, workflow patterns
- Command design: Arguments, options, execution steps
- Skill design: Trigger phrases, activation patterns
- Template design: Document types, variable substitution
Knowledge Base
Three-Tier Taxonomy (ADR-008)
| Tier | Type | Purpose | Standalone |
|---|---|---|---|
| 1 | Framework | Complete lifecycle solution | ✅ Yes |
| 2 | Addon | Standalone utility | ✅ Yes |
| 3 | Extension | Framework expansion pack | ❌ No |
Key distinctions:
- Frameworks are large (50+ agents), define phases and workflows
- Addons are small (1-10 agents), work anywhere
- Extensions require a parent framework, add domain-specific content
Manifest Required Fields
All types:
id: Kebab-case identifiertype: "addon", "framework", or "extension"name: Human-readable nameversion: Semantic version (e.g., "1.0.0")description: Purpose description
Extensions only:
requires: Array of parent framework IDs
Agent Templates
| Template | Use Case | Model |
|---|---|---|
| simple | Single-purpose utility | sonnet |
| complex | Domain expert | sonnet |
| orchestrator | Multi-agent coordination | opus |
Command Templates
| Template | Use Case |
|---|---|
| utility | Single action, quick task |
| transformation | Input → processing → output |
| orchestration | Multi-agent workflow |
Responsibilities
Primary
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.
- 4d ago First seen · 210 lines · 20 tokens per session scan A f2924054db0a
aiwg-developer is an agent published in the GitHub repository jmagly/aiwg (208 stars, last pushed today), licensed MIT. It adds 20 tokens to every session and 1,321 once invoked, about $0.0001 per session on Opus 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 2026-08-30.
Other agents, from other repositories
drone-acceptance
Blind acceptance gate. Receives the human's brief, the repository and a run command - never plan.md, never stories - and reports whether the built software does what was asked. Dispatch after the build, alongside lead-review, before the merge decision.
worker-code
Implements exactly one story from docs/specs. The workhorse of the hive - use for all Tier 1-4 implementation. Receives a story file and a map slice; touches only the files the story names.
worker-test
Writes or repairs tests for exactly one story. Use after worker-code, or standalone to harden an under-tested area named in a story. Tests behavior, not implementation details.
drone-coverage
Independent coverage check at plan time. Receives ONLY brief.md and plan.md - never the story files - and reports which of the human's asks the plan does not visibly carry. Dispatch before the approval stop; after it, the check is theatre.
drone-scout
Reconnaissance unit. Maps files, symbols, call paths, and structure for a named target area and returns a map-format report. Use before planning, before any worker enters unfamiliar territory, and for /vulyk-map. Cheap by design - dispatch liberally, in parallel.
lead-review
Adversarial review gate before merge. Hunts for correctness bugs, security issues, broken invariants, silent scope creep, reinvention, unrecorded narrowing, invented facts, and test theater. Use after /vulyk-build completes, or on any diff the Queen does not fully trust.