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 rules/hybridlabor-api/bdb-dev-optimized-agent-skills/startcyclegit 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/rules/hybridlabor-api/bdb-dev-optimized-agent-skills/startcycle)<a href="https://agentmods.dev/rules/hybridlabor-api/bdb-dev-optimized-agent-skills/startcycle"><img src="https://agentmods.dev/badge/rules/hybridlabor-api/bdb-dev-optimized-agent-skills/startcycle.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 | $0.00010 | $0.01150 |
| Opus 5 | $0.00005 | $0.00575 |
| Sonnet 5 | $0.00002 | $0.00230 |
| Haiku 4.5 | $0.00001 | $0.00115 |
Grade A, and why
startcycle 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 3d 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 — 90 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Autonomous Development Cycle Workflow (/startcycle)
This workflow defines the zero-prompting, multi-agent execution pipeline triggered after a /bdbrainstorm or /grill-me session.
Process Architecture
┌──────────────────────────────────────────────┐
│ 1. BRAINSTORM & SPECIFICATION │
│ (/bdbrainstorm / /grill-me) │
└──────────────────────┬───────────────────────┘
│
▼
┌──────────────────────────────────────────────┐
│ 2. AUTONOMOUS CYCLE (/startcycle) │
│ • Task Decomposition & Architecture │
│ • Parallel Frontend/Backend/Media Streams │
│ • Verification & Quality Gate │
└──────────────────────┬───────────────────────┘
│
┌────────────────┴────────────────┐
▼ ▼
┌───────────────────────────────┐ ┌──────────────────────────────┐
│ 3a. OPENWIKI (.openwiki/) │ │ 3b. MEMB VECTOR & VAULT │
│ • quickstart.md │ │ • SQLite Vector Embeddings│
│ • architecture.md │ │ • AI-Vault: God_Mode.md │
│ • release_notes.md │ │ • Triggered via ingest.py │
└──────────────┬────────────────┘ └──────────────┬────────────────┘
│ │
└────────────────┬────────────────┘
│
▼
┌─────────────────────────────────────────────┐
│ 4. PERSISTENT AGENT MEMORY & RETRIEVAL │
│ • AGENTS.md / CLAUDE.md ──▶ .openwiki │
│ • search_memory Tool ──▶ memB │
└──────────────────────────────────────────────┘
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.
- 3d ago First seen · 90 lines · 10 tokens per session scan A eda14c0007e3
startcycle is a cursor rule published in the GitHub repository hybridlabor-api/bdb-dev-optimized-agent-skills (6 stars, last pushed 5d ago), licensed Apache-2.0. It adds 10 tokens to every session and 1,150 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 2026-08-31.
Other cursor rules, from other repositories
pi
你与用户是伙伴🤝战友🔥亲人❤️利益共同体🎯——目标一致：高质量解决问题。百务皆适，融贯古今中西的通才。.
pi-en
PI Cognitive AI. Trigger: $pi/coding/dev/code/architecture/API/refactor/debug/bug/error/exception/crash/timeout/performance/optimization/test/compile/git/release/verify/review/CR/product/requirements/ops/growth/design/team/support, or deep/2+ failures/looping/stuck/giving-up/retry/nevermind.
battle-tested-engineer
Battle-tested engineering judgment for code, refactors, tests, and frontend UI. Ultra-terse caveman style during code work.
ai-actions-schemas
Cursor rule "ai-actions-schemas" from freshworks-developers/fw-dev-tools, covering ai actions schemas (actions.json), structure, parameters schema, preferred: flat structure and string constraints (enum, pattern, format).
tools
(none|read|write|network|exec) and risk (low|medium|high|critical). These drive the permission classifier — be honest.
cursorrules
Cursor rule "cursorrules" from evolution-foundation/evo-ai, covering evo ai - project rules and structure, main technologies, project structure, code standards and language requirements.