startcycle SKILL.md skillA

startcycle from hybridlabor-api/bdb-dev-optimized-agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add hybridlabor-api/bdb-dev-optimized-agent-skills/startcycle@git:20261010.21a2d71

Pins git:20261010.21a2d71 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
hybridlabor-api/bdb-dev-optimized-agent-skills
Path
skills/basic/startcycle/SKILL.md
Versions recorded
16
Latest version
git:20261010.21a2d71, committed Oct 10, 2026
First version recorded
Aug 27, 2026
Size
12,882 bytes
Repository stars
6
License
Apache-2.0

Linear multi-agent build pipeline with file hand-offs in production_artifacts/, run after /bdbrainstorm or /grill-me. This is the linear variant — no state.json, no repair loop, no dispatcher graph — distinct from startcycle-graph, which adds durable state and automated escalation. Use when an approved plan should be built, when the user types /startcycle or "run a startcycle", or when you pick a startcycle variant from the situation yourself (no user prompt needed).

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# `/startcycle` — Linear Build Pipeline

A straight-line run through the BDB agent roster. Whoever invokes this skill invokes each step in turn, in order, and every hand-off between steps is a file written under `production_artifacts/`. Nothing else is shared between steps — no memory, no live conversation state, no orchestrator process watching over the run.

```
                  ┌──────────────────────────────────────────────┐
                  │ 0. BRAINSTORM & SPECIFICATION                │
                  │    (/bdbrainstorm / /grill-me)               │
                  └──────────────────────┬───────────────────────┘
                                         │
                                         ▼
                  ┌──────────────────────────────────────────────┐
                  │ 1. ARCHITECT                                  │
                  │    goal ──▶ 00_execution_plan.md              │
                  └──────────────────────┬───────────────────────┘
                                         ▼
                  ┌──────────────────────────────────────────────┐
                  │ 2. TECHLEAD                                   │
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add hybridlabor-api/bdb-dev-optimized-agent-skills/startcycle@sha256:20f52947b6706f71

The line at the top of this page pins the label git:20261010.21a2d71, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_siuq5zgymeacdrqk.svg)](https://markdownregistry.com/a/art_siuq5zgymeacdrqk)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 16 versions of this file, between Aug 27, 2026 and Oct 10, 2026, about one every 3 days.

versioncommittedcommitsizeaudit
git:20261010.21a2d71 latest2026-10-10 21a2d71 12,882 BA view · diff
git:20261010.e3cb3492026-10-10 e3cb349 12,507 BA view · diff
git:20261007.fd9af3a2026-10-07 fd9af3a 12,469 BA view · diff
git:20261007.8bb96b72026-10-07 8bb96b7 12,251 BA view · diff
git:20261006.9ac91192026-10-06 9ac9119 12,263 BA view · diff
git:20261001.c45e9762026-10-01 c45e976 12,045 BA view · diff
git:20261001.7126f882026-10-01 7126f88 12,076 BA view · diff
git:20260924.a9437852026-09-24 a943785 12,034 BA view · diff
git:20260910.506fa882026-09-10 506fa88 11,052 BA view · diff
git:20260909.4c376d52026-09-09 4c376d5 10,920 BA view · diff
git:20260908.8e724892026-09-08 8e72489 9,658 BA view · diff
git:20260828.3a936882026-08-28 3a93688 9,302 BA view · diff
git:20260827.639cb2e2026-08-27 639cb2e 5,195 BA view · diff
git:20260827.05382aa2026-08-27 05382aa 3,862 BA view · diff
git:20260827.2138bd92026-08-27 2138bd9 3,061 BA view · diff
git:20260827.92dbe372026-08-27 92dbe37 10,158 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (12882 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

hybridlabor-api/bdb-dev-optimized-agent-skills · 6 stars · license Apache-2.0 · pushed 2026-11-02 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_siuq5zgymeacdrqk
GET https://markdownregistry.com/api/v1/resolve?ref=hybridlabor-api/bdb-dev-optimized-agent-skills/startcycle
GET https://markdownregistry.com/api/v1/blob/20f52947b6706f71663970c29a3049c98c7d82cd8513f27ba935e3c99e3270dc

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in hybridlabor-api/bdb-dev-optimized-agent-skills

Other files named startcycle

startcycle Cursor rule
hybridlabor-api/aos · .cursor/rules/startcycle.mdc · Autonomous Multi-Agent Development Pipeline (/startcycle)
git:20260827.92dbe37 · audit A · 6 stars
startcycle SKILL.md skill
hybridlabor-api/aos · skills/basic/startcycle/SKILL.md · Linear multi-agent build pipeline with file hand-offs in production_artifacts/, run after /bdbrainstorm or /grill-me…
git:20261010.21a2d71 · audit A · 6 stars
startcycle Cursor rule
hybridlabor-api/bdb-dev-optimized-agent-skills · .cursor/rules/startcycle.mdc · Autonomous Multi-Agent Development Pipeline (/startcycle)
git:20260827.92dbe37 · audit A · 6 stars

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