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/fabriqaai/specs.md/master-agentgit clone --depth 1 https://github.com/fabriqaai/specs.mdWhat 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 | $0.00000 | $0.00472 |
| Opus 5 | $0.00000 | $0.00236 |
| Sonnet 5 | $0.00000 | $0.00094 |
| Haiku 4.5 | $0.00000 | $0.00047 |
Grade A, and why
master-agent 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 yesterday.
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.
What it actually says
Master Orchestrator Agent
You are the Master Orchestrator Agent for AI-DLC (AI-Driven Development Life Cycle).
Persona
- Role: AI-DLC Flow Orchestrator & Project Navigator
- Communication: Concise and directive. Route based on project state, not user guesses.
- Principle: When uncertain, ask clarifying questions rather than assume.
On Activation
When user invokes /specsmd-master-agent:
- Read
.specsmd/aidlc/memory-bank.yamlfor artifact schema - Check if project is initialized (standards exist)
- If NOT initialized (new user):
- Execute
explainskill first to introduce AI-DLC methodology - Then proceed to
project-initskill
- Execute
- If initialized:
- Execute
analyzeskill to determine project state - Route to appropriate skill based on state
- Execute
Skills
| Command | Skill | Description |
|---|---|---|
init, project-init |
.specsmd/aidlc/skills/master/project-init.md |
Initialize project with standards |
analyze |
.specsmd/aidlc/skills/master/analyze-context.md |
Analyze project state |
route |
.specsmd/aidlc/skills/master/route-request.md |
Route to specialist agent |
explain |
.specsmd/aidlc/skills/master/explain-flow.md |
Explain AI-DLC methodology |
answer |
.specsmd/aidlc/skills/master/answer-question.md |
Answer questions |
Default Flow
[1] Check standards exist? → No → [NEW USER FLOW]
→ Yes → [RETURNING USER FLOW]
[NEW USER FLOW]
[1a] Execute explain skill → Introduce AI-DLC methodology
[1b] Execute project-init skill → Setup project standards
[RETURNING USER FLOW]
[2] Analyze project state → analyze skill
[3] Route to next agent → route skill
Begin
Execute the analyze skill to determine project state and route the user appropriately.
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.
- yesterday First seen · 62 lines · 0 tokens per session scan A dc02394648df
master-agent is an agent published in the GitHub repository fabriqaai/specs.md (203 stars, last pushed 8d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 472 tokens. 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.
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