Zeroshot
the-open-engine/zeroshot
Use Zeroshot to prepare, run, observe, or troubleshoot explicit multi-agent software work locally or on Zeroshot Cloud.
Agentic orchestration patterns for long-running tasks. An agent skill from bybren-llc/safe-agentic-workflow.
$ npx skills add bybren-llc/safe-agentic-workflow --skill orchestration-patterns -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install bybren-llc/safe-agentic-workflow orchestration-patterns --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/bybren-llc/safe-agentic-workflow.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.gemini/skills/orchestration-patterns .claude/skills/orchestration-patterns && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "orchestration-patterns" agent skill from https://github.com/bybren-llc/safe-agentic-workflow/tree/main/.gemini/skills/orchestration-patterns into .claude/skills/orchestration-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "orchestration-patterns", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/bybren-llc/safe-agentic-workflow/tree/main/.gemini/skills/orchestration-patternsType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add bybren-llc/safe-agentic-workflow --skill orchestration-patterns -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install bybren-llc/safe-agentic-workflow orchestration-patterns --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bybren-llc/safe-agentic-workflow.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.gemini/skills/orchestration-patterns .agents/skills/orchestration-patterns && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "orchestration-patterns" agent skill from https://github.com/bybren-llc/safe-agentic-workflow/tree/main/.gemini/skills/orchestration-patterns into .agents/skills/orchestration-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "orchestration-patterns", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add bybren-llc/safe-agentic-workflow --skill orchestration-patterns -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install bybren-llc/safe-agentic-workflow orchestration-patterns --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bybren-llc/safe-agentic-workflow.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.gemini/skills/orchestration-patterns .cursor/skills/orchestration-patterns && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "orchestration-patterns" agent skill from https://github.com/bybren-llc/safe-agentic-workflow/tree/main/.gemini/skills/orchestration-patterns into .cursor/skills/orchestration-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "orchestration-patterns", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/bybren-llc/safe-agentic-workflow.git --path .gemini/skills/orchestration-patterns--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add bybren-llc/safe-agentic-workflow --skill orchestration-patterns -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install bybren-llc/safe-agentic-workflow orchestration-patterns --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bybren-llc/safe-agentic-workflow.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.gemini/skills/orchestration-patterns .gemini/skills/orchestration-patterns && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "orchestration-patterns" agent skill from https://github.com/bybren-llc/safe-agentic-workflow/tree/main/.gemini/skills/orchestration-patterns into .gemini/skills/orchestration-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "orchestration-patterns", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install bybren-llc/safe-agentic-workflow orchestration-patternsInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add bybren-llc/safe-agentic-workflow --skill orchestration-patterns -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/bybren-llc/safe-agentic-workflow.git skills-src && mkdir -p .github/skills && cp -r skills-src/.gemini/skills/orchestration-patterns .github/skills/orchestration-patterns && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "orchestration-patterns" agent skill from https://github.com/bybren-llc/safe-agentic-workflow/tree/main/.gemini/skills/orchestration-patterns into .github/skills/orchestration-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "orchestration-patterns", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add bybren-llc/safe-agentic-workflow --skill orchestration-patterns -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install bybren-llc/safe-agentic-workflow orchestration-patterns --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bybren-llc/safe-agentic-workflow.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.gemini/skills/orchestration-patterns .opencode/skills/orchestration-patterns && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "orchestration-patterns" agent skill from https://github.com/bybren-llc/safe-agentic-workflow/tree/main/.gemini/skills/orchestration-patterns into .opencode/skills/orchestration-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "orchestration-patterns", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
orchestration-patternsAgentic orchestration patterns for long-running tasks. An agent skill from bybren-llc/safe-agentic-workflow.
Orchestration Patterns is an agent skill from bybren-llc/safe-agentic-workflow. Agentic orchestration patterns for long-running tasks. Implements evidence-based delivery and iterative agent loops. Use when managing multi-step work, coordinating workflows, or orchestrating PR workflows.
Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `README.md`).
It sits in Agent Workflows, covering Autonomous loops and Multi-agent orchestration. The repository describes itself as: SAW — SAFe Agentic Workflow AI Agent Harness for Multi-Agent Team Workflows Built on SAFe methodology (Scaled Agile Framework), adapted for AI agent teams (Now With AI-DLC!)… The licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 26ca58b. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
yarnFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use yarn, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Orchestration Patterns loads about 2k tokens when it runs. Until then it costs about 57 tokens; SKILL.md has 358 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from bybren-llc/safe-agentic-workflow at commit 26ca58b, republished under its MIT licence (© bybren-llc). 358 words, ~1,960 tokens.
.claude/skills/orchestration-patterns/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Codify evidence-based delivery and iterative agent loop for orchestrating complex, long-running tasks. These patterns ensure verifiable progress and intelligent escalation.
Core Philosophy: "Iterate until success or blocked, then escalate."
┌─────────────────────────────────────────────────────────┐
│ THE AGENT LOOP (for every task) │
├─────────────────────────────────────────────────────────┤
│ │
│ 1. GOAL DEFINITION │
│ └─ Clear acceptance criteria (from spec/ticket) │
│ │
│ 2. PATTERN DISCOVERY │
│ └─ Search codebase, docs, previous sessions │
│ └─ Use: pattern-discovery skill (auto-invoked) │
│ └─ Or: /search-pattern for explicit code search │
│ │
│ 3. ITERATIVE EXECUTION LOOP: │
│ ┌─────────────────────────────────────────────┐ │
│ │ Implement approach │ │
│ │ ↓ │ │
│ │ Run validation (yarn ci:validate) │ │
│ │ ↓ │ │
│ │ If PASS → proceed to evidence │ │
│ │ If FAIL → analyze error, adjust, repeat │ │
│ │ If BLOCKED → escalate with context │ │
│ └─────────────────────────────────────────────┘ │
│ │
│ 4. EVIDENCE ATTACHMENT │
│ └─ Attach proof to Linear (see templates below) │
│ │
│ 5. QA GATE (MANDATORY before merge) │
│ └─ Independent review of PR │
│ │
└─────────────────────────────────────────────────────────┘Core Principle: "All work requires verifiable evidence - no 'trust me, it works'"
| Type | What It Proves | Example |
|---|---|---|
| Test Results | Code works as expected | yarn ci:validate output |
| Screenshots | UI changes are correct | Before/after comparison |
| Command Output | Operations completed | Build logs, migration logs |
| QA Report | Independent verification | QA validation markdown |
| Session ID | Full audit trail available | Session reference |
| Phase | Evidence Required | Linear Template |
|---|---|---|
| Dev | Test results, command output | Dev Evidence Template |
| Staging | UAT validation or N/A + reason | Staging Template |
| Done | QA report, merge confirmation | Done Evidence Template |
MANDATORY: Before merging any PR, perform independent review.
## QA Review - PR #XXX for {{TICKET_PREFIX}}-YYY
### Commit Message Validation
- [ ] Ticket reference in subject line
- [ ] Proper format: `type(scope): description [{{TICKET_PREFIX}}-XXX]`
### Code Pattern Validation
- [ ] RLS context helpers used (no direct Prisma)
- [ ] Naming conventions followed
- [ ] File structure matches patterns
### CI Status
- [ ] All checks passing
- [ ] No new lint warnings
### Evidence Verification
- [ ] Dev evidence attached to Linear
- [ ] Acceptance criteria addressed
### Verdict
- [ ] APPROVED for merge
- [ ] CHANGES REQUESTED (list below)All QA reports go to: docs/agent-outputs/qa-validations/{{TICKET_PREFIX}}-{number}-qa-validation.md
| Condition | Escalate To | Include |
|---|---|---|
| Blocked > 4 hours | TDM | Full context, attempts made |
| Architecture ambiguity | ARCHitect | Options, trade-offs |
| Cross-team dependency | TDM | Which teams, what's blocked |
| Security concern | SecEng | Specific risk, evidence |
**Escalation Required**
**Blocked On**: [specific blocker]
**Attempts Made**:
1. [what you tried]
2. [what you tried]
**Context**:
- Ticket: {{TICKET_PREFIX}}-XXX
- Session ID: [if available]
- Time blocked: X hours
**Request**: [specific ask - what do you need?]For tasks spanning multiple steps or sessions:
Every 10-15 steps:
1. Update progress with current state
2. If nearing limits, summarize state
3. If handoff needed, provide continuation context
At session boundaries:
1. Summarize completed work
2. List remaining items
3. Document any blockers
4. Attach evidence to Linear**Session Checkpoint**
**Completed**:
- [x] Task 1
- [x] Task 2
**In Progress**:
- [ ] Task 3 (at step X)
**Remaining**:
- [ ] Task 4
- [ ] Task 5
**Blockers**: [if any]
**Next Action**: [specific next step]# Complete workflow for feature implementation:
1. /start-work {{TICKET_PREFIX}}-XXX
└─ Syncs to main, creates branch, sets context
2. Pattern discovery (skill auto-invokes or use /search-pattern)
└─ Finds relevant patterns before implementation
3. [Implementation with agent loop]
├─ Implement
├─ Validate (yarn ci:validate)
├─ Adjust if needed
└─ Repeat until passing
4. /pre-pr
└─ Full validation checklist
5. Create PR with evidence
6. [QA GATE - MANDATORY]
└─ Perform QA review
└─ Fix any blocking issues
└─ Commit QA report
7. Merge (only after QA approval)
8. /end-work
└─ Updates Linear, cleans up| Anti-Pattern | Why It's Bad | Do This Instead |
|---|---|---|
| Skip QA review | Miss commit message issues | Always perform QA pre-merge |
| No evidence in Linear | No audit trail | Attach evidence every phase |
| Ignore CI failures | Broken code reaches main | Fix in agent loop, don't skip |
| Force-push without check | May lose teammate's changes | Use --force-with-lease |
| Continue when blocked | Waste time, no progress | Escalate with context |
© bybren-llc, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file in .gemini/skills/orchestration-patterns of bybren-llc/safe-agentic-workflow.
Open the folder on GitHubat commit 26ca58b
Orchestration Patterns next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Orchestration Patterns this skillbybren-llc/safe-agentic-workflow | 423 | — | ~2k | Automated safety check: Pass | MIT | |
| Zeroshotthe-open-engine/zeroshot | 1.9k | — | ~2k | Automated safety check: Pass | MIT | |
| OMG Mode Cancellerzereight/gitlab-mcp | 2k | 1 repos | ~690 | Automated safety check: Pass | MIT | |
| agtx One-Shot Project Runnerfynnfluegge/agtx | 1.7k | — | ~3.8k | Automated safety check: Pass | Apache-2.0 | |
| Self-Improve Evolutionary LoopYeachan-Heo/oh-my-claudecode | 40k | — | ~5.3k | Automated safety check: Warn | MIT | |
| AutopilotYeachan-Heo/oh-my-claudecode | 40k | — | ~4.4k | Automated safety check: Pass | MIT |
the-open-engine/zeroshot
Use Zeroshot to prepare, run, observe, or troubleshoot explicit multi-agent software work locally or on Zeroshot Cloud.
zereight/gitlab-mcp
Detects which autonomous OMG mode is currently active - Autopilot, Ralph, Ultrawork, UltraQA, Team or Self-Improve - and shuts it down cleanly.
fynnfluegge/agtx
Runs a whole project unattended on an agtx kanban board, decomposing the goal, starting tasks, unblocking workers and merging each result.
Yeachan-Heo/oh-my-claudecode
Runs an autonomous improvement loop on a repository: agents propose and execute plans, a tournament picks the winner by benchmark, and each round is recorded and plotted.
Yeachan-Heo/oh-my-claudecode
Takes a short product idea through requirements, design, planning, parallel implementation, QA cycles and multi-reviewer validation to produce working code.
10xChengTu/harness-engineering
Set up and improve harness engineering (AGENTS.md, docs/, lint rules, eval systems, project-level prompt engineering) for AI-agent-friendly codebases.
bybren-llc/safe-agentic-workflow
Agent assignment matrix, blocker escalation, and TDM coordination patterns. Use when assigning work to specialist agents, managing blockers across agents…
bybren-llc/safe-agentic-workflow
API route implementation patterns with RLS, validation, and error handling. Use when creating API routes, implementing CRUD endpoints, adding server-side…
bybren-llc/safe-agentic-workflow
Documentation templates for ADRs, runbooks, architecture docs, and knowledge transfer documents. Use when creating Architecture Decision Records, writing…
bybren-llc/safe-agentic-workflow
Deployment workflows, pre-deploy validation, smoke testing, and rollback procedures. Use when deploying to staging or production, running smoke tests…
bybren-llc/safe-agentic-workflow
Frontend patterns for modern web frameworks, component libraries, auth flows, and analytics. Use when building UI components, creating pages, implementing…
bybren-llc/safe-agentic-workflow
Advanced git operations including rebase, bisect, cherry-pick, and conflict resolution. Use when rebasing feature branches, debugging with bisect…
Categories
Agentic orchestration patterns for long-running tasks. An agent skill from bybren-llc/safe-agentic-workflow. Orchestration Patterns is an agent skill from bybren-llc/safe-agentic-workflow. Agentic orchestration patterns for long-running tasks.
Orchestration Patterns fits situations like: managing multi-step work; coordinating workflows; orchestrating PR workflows.
Run `npx skills add bybren-llc/safe-agentic-workflow --skill orchestration-patterns -a claude-code`. Or copy the skill folder (.gemini/skills/orchestration-patterns in bybren-llc/safe-agentic-workflow) into .claude/skills/orchestration-patterns in your project. Claude Code loads it when a task matches its description.
Run `npx skills add bybren-llc/safe-agentic-workflow --skill orchestration-patterns -a codex`. Or copy the skill folder (.gemini/skills/orchestration-patterns in bybren-llc/safe-agentic-workflow) into .agents/skills/orchestration-patterns in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add bybren-llc/safe-agentic-workflow --skill orchestration-patterns -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/orchestration-patterns, .gemini/skills/orchestration-patterns, .github/skills/orchestration-patterns and .opencode/skills/orchestration-patterns in your project.
Going by SKILL.md and its folder, Orchestration Patterns needs the command-line tools its instructions call (yarn).
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Orchestration Patterns is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2k tokens (SKILL.md is roughly 7.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Orchestration Patterns: Zeroshot (the-open-engine/zeroshot, 1.9k stars), OMG Mode Canceller (zereight/gitlab-mcp, 2k stars), agtx One-Shot Project Runner (fynnfluegge/agtx, 1.7k stars) and Self-Improve Evolutionary Loop (Yeachan-Heo/oh-my-claudecode, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
bybren-llc (a GitHub organization) maintains it in bybren-llc/safe-agentic-workflow, which has 423 GitHub stars. The repository holds 42 skills in this directory. The repository was last updated on July 20, 2026.
Source: bybren-llc/safe-agentic-workflow on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.