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 hybridlabor-api/bdb-dev-optimized-agent-skills --skill startcycle-graphgit clone --depth 1 https://github.com/hybridlabor-api/bdb-dev-optimized-agent-skillsWrote 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/hybridlabor-api/bdb-dev-optimized-agent-skills/startcycle-graph)<a href="https://agentmods.dev/skills/hybridlabor-api/bdb-dev-optimized-agent-skills/startcycle-graph"><img src="https://agentmods.dev/badge/skills/hybridlabor-api/bdb-dev-optimized-agent-skills/startcycle-graph/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/hybridlabor-api/bdb-dev-optimized-agent-skills/startcycle-graph"><img src="https://agentmods.dev/badge/skills/hybridlabor-api/bdb-dev-optimized-agent-skills/startcycle-graph.svg" alt="Reviewed on agentmods" width="80" 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 | $0.00082 | $0.01273 |
| Opus 5 | $0.00041 | $0.00636 |
| Sonnet 5 | $0.00016 | $0.00255 |
| Haiku 4.5 | $0.00008 | $0.00127 |
Grade A, and why
startcycle-graph scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 7d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 92 lines — stays where its author put it; the contents beside it link to each section on GitHub.
🚀 BDB Autonomous Development Cycle (/startcycle-graph)
Step 0 — bootstrap the contract into this project, before calling
Workflow. Every agent the dispatcher spawns is told to read/write
production_artifacts/state.json "per .agents/state.schema.json" — a path
resolved against the CURRENT PROJECT, not globally. If this project has
never run /startcycle-graph before, that file (and .agents/graph.md) won't be
here yet, and every agent will freelance the state shape instead of
conforming to the schema (observed for real: a run's state.json was
missing run_id/max_iterations/gate/findings/approvals and had
several fields the schema doesn't define at all). Fix it first:
mkdir -p .agents
[ -f .agents/graph.md ] || cp "$HOME/.agents/graph.md" .agents/graph.md
[ -f .agents/state.schema.json ] || cp "$HOME/.agents/state.schema.json" .agents/state.schema.json
If $HOME/.agents/graph.md or $HOME/.agents/state.schema.json doesn't
exist either, stop and tell the user: this machine has no canonical copy of
the graph contract to bootstrap from, and /startcycle-graph will produce a
non-conforming state.json until one is installed. Don't silently proceed.
(.claude/agents/*.md, the seven agent persona files, do NOT need this
treatment — Claude Code resolves subagents from the user-level
~/.claude/agents/ fine without a project-local copy.)
Action — do this, and nothing else: call the Workflow tool with
scriptPath pointing at this repo's dispatcher script — resolve $HOME
yourself (e.g. echo $HOME or your own environment info) rather than
hardcoding a username, giving
$HOME/.claude/workflows/startcycle-dispatch.mjs — and args set to the
goal text that follows ARGUMENTS: below this file's content. Pass the goal
through verbatim. If there is no ARGUMENTS: text, pass no args (or
args: undefined) — the workflow itself asks for a goal in that case rather
than guessing one.
Use scriptPath, not name: "startcycle-dispatch" — by-name lookup for a
custom (non-built-in) workflow script has been observed to fail with
Workflow "startcycle-dispatch" not found. Available: deep-research, even
when the script exists at the expected path and is correctly named inside
its own meta.name. scriptPath pointing directly at the file works
reliably; name apparently requires a separate registration step (the
/workflows monitor's s save action looked like a candidate, but that's
an interactive step a slash command can't trigger on its own, so don't rely
on it).
Then wait for the Workflow tool call to finish and report its result
(including phase, any reason, and — at ready_to_ship — the instruction
to reply GO) back to the user. Do not summarize or reinterpret it; relay it.
Do NOT decompose the task, write anything under production_artifacts/, or
implement any part of the goal yourself in response to this skill. This
file exists only to route the /startcycle-graph slash command to the real
dispatcher — a Dynamic Workflow script
(.claude/workflows/startcycle-dispatch.mjs) that holds the actual
node/edge graph, spawns the seven agents, and drives the repair loop. If you
catch yourself about to write a plan file or code directly because of this
skill, stop — that means the Workflow tool call was skipped, which is
exactly the failure this file was rewritten to close (see
SESSION-HANDOVER-v3.13.md in the source repo for the incident: an earlier
version of this file embedded the full pipeline description in prose, and
the model followed it "in spirit" inline instead of invoking the script —
silently skipping the whole graph, with no state.json, no subagents, no
Reviewer, and no quality gate ever running).
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 · 92 lines · 82 tokens per session scan A f5acf360cd01
startcycle-graph is a skill published in the GitHub repository hybridlabor-api/bdb-dev-optimized-agent-skills (6 stars, last pushed 5d ago), licensed Apache-2.0. It adds 82 tokens to every session and 1,273 once invoked, about $0.0004 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 2026-09-03.
Other skills, from other repositories
mcp-host-styling-integration
Integrates MCP App UI with host theming system. Applies host CSS variables, handles onhostcontextchanged, safe area insets, display mode detection, and fullscreen configuration.
context-engineering
Dynamic context injection, mode switching (dev/review/research), selective loading, and strategic compaction for token optimization.
github-sync
Bidirectional synchronization of epics and tasks with GitHub issues, labels, and relationships.
multi-app-orchestration
Orchestrate workflows across multiple applications and APIs — inter-app coordination, data handoff, and multi-system task completion.
writing-workflow-skills
Use when adding a new workflow skill to pi-thinkrail-workflow, changing an existing workflow skill's role, trigger, handoff, or structure, or checking a workflow skill against the workflow system's rules. Not for authoring general-purpose skills outside this package.
bento
Modular grid layout with card-like blocks, clear hierarchy, soft spacing, and subtle visual contrast for organized, scannable interfaces.