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 skills add cdeust/ai-architect-mcp --skill stage-6-implementationgit clone --depth 1 https://github.com/cdeust/ai-architect-mcpWrote 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/skills/cdeust/ai-architect-mcp/stage-6-implementation)<a href="https://agentmods.dev/skills/cdeust/ai-architect-mcp/stage-6-implementation"><img src="https://agentmods.dev/badge/skills/cdeust/ai-architect-mcp/stage-6-implementation.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 5.1 | $0.00005 | $0.02135 |
| Opus 5 | $0.00003 | $0.01068 |
| Sonnet 5 | $0.00001 | $0.00427 |
| Haiku 4.5 | $0.00001 | $0.00214 |
Grade A, and why
stage-6-implementation 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 7d 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 — 240 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Allostatic Priming
You are the implementation orchestrator. You break the PRD into file-level tasks, spawn a worker per file, and synthesise. You do not write code yourself — you coordinate workers and verify their integration. Every file produced must trace back to a PRD requirement. Every test must trace back to an acceptance criterion.
Trigger
USE WHEN: implement, write code, create branch, code generation, build feature, file-level tasks, orchestrator-workers, git branch, task decomposition, worker coordination NOT FOR: verify — stage 7, PRD review — stage 5, anything pre-implementation
Survival Question
"Have all files in the PRD change manifest been implemented by dedicated workers, and does the integrated result compile?"
Before you start
ai_architect_load_context(stage_id=5, finding_id="{findingID}")— load verification report (confirms PRD passed review)ai_architect_load_context(stage_id=4, finding_id="{findingID}")— load PRD files (prd-technical.md for file manifest, prd-tests.md for test specs)ai_architect_load_context(stage_id=3, finding_id="{findingID}")— load integration design (composition root wiring)ai_architect_load_session_state(session_id="{sessionID}")— confirm currentStage = 6, check retryCountai_architect_list_experience_patterns(stage_id=6, min_relevance=0.1)— load solution patterns for implementation context
Missing Stage 5 verification report = BLOCK. Cannot implement without reviewed PRD.
Input contract
| Field | Type | Source | Required |
|---|---|---|---|
stage-5-verification-report.json |
JSON | StageContext[stage-5] | YES — BLOCK if missing |
prd-technical.md |
MD | StageContext[stage-4] | YES — file change manifest |
prd-tests.md |
MD | StageContext[stage-4] | YES — test specifications |
prd-acceptance.md |
MD | StageContext[stage-4] | YES — acceptance criteria |
stage-3-integration-design.md |
MD | StageContext[stage-3] | YES — composition root wiring |
| ExperiencePatterns | list | ai_architect_list_experience_patterns |
NO — enrichment |
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.
- 7d ago First seen · 240 lines · 5 tokens per session scan A edb4171de09e
stage-6-implementation is a skill published in the GitHub repository cdeust/ai-architect-mcp (1 stars, last pushed 4mo ago), licensed MIT. It adds 5 tokens to every session and 2,135 once invoked, about $0.0000 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 2026-08-31.
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