@radimsem

Creator · radimsem

Last updated · Aug 24, 2026

blacksmith-orchestrate

REVIEW · 56Registry indexed

Orchestrate many forge runs at once: analyze which tasks collide on the same files, schedule the colliding ones sequentially, and run the rest in parallel worktrees at the right model tier and review depth. Use when the user runs /blacksmith-orchestrate or asks to ship several is

OpenAgentSkill Trust Score
56/100

Do not auto-install

Quality59/100
Audit71/100
Stars15
Verified installs0

Install targets

Codex install prompt

Install the "blacksmith-orchestrate" agent skill from https://github.com/radimsem/forge-skills/tree/main/skills/blacksmith-orchestrate. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Orchestrate many forge runs at once: analyze which tasks collide on the same files, schedule the colliding ones sequentially, and run the rest in parallel worktrees at the right model tier and review depth. Use when the user runs /blacksmith-orchestrate or asks to ship several issues, a milestone, or a written implementation plan in one go. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {"event_id":"install_<unique-id>","skill_slug":"radimsem-blacksmith-orchestrate","task":"Install blacksmith-orchestrate","agent":"codex","outcome":"success","install_used":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.

Supply asset profile

Coding and developer agents

Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.

Browse track

Scenario

GitHub automation

I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.

Agent fit

Claude Code + OpenAI Agents + CLI

Codex, Claude Code, Cursor, CLI, or custom agents.

Install

Ready

npx skills add radimsem/forge-skills --skill blacksmith-orchestrate

Maintenance

fresh

Pushed today

Risk

Needs review

Dependency or permission surface needs review

GitHub quality

15

59/100 Quality · 64/100 Trust

Coverage tags

CodingGitHub automationautomationagent-skill

Review notes

Dependency or permission surface needs review · Permission surface may require sandboxing

Agent adoption scorecard

Trust, audit, and install readiness at a glance

These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.

Quality

Promising
59

Useful candidate, but compare it with alternatives before adopting.

Trust

Do not auto-install
56

Trust Score v5 found insufficient evidence for agent installation. Treat this as discovery material, not an executable recommendation.

Audit

Needs review
71

A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.

OpenAgentSkill Trust Score v5

Human review before install

Choose a stronger alternative or inspect the source manually before any install attempt.

CodexClaude CodeCursorOpenAgentSkill CLI

Stars

15 GitHub stars

Repo activity

15 stars, 0 forks

Maintenance

Pushed today

License

MIT

Install

npx skills add radimsem/forge-skills --skill blacksmith-orchestrate

Install safety

standard package or runtime install path

Permission surface

secrets or environment access, shell or command execution

Agent outcomes

No agent outcome data yet

Docs

Strong README/SKILL.md context

Risk summary

Review before production

  • The skill depends heavily on the `forge` workflow and Claude Code runtime; its behavior outside that environment is less clear, though the degradation path is acknowledged.
  • Low GitHub adoption signal
  • Quality score needs review
  • Permission surface needs review: secrets or environment access, shell or command execution

Install readiness

Install path available

  • Install path is available
  • Repository evidence is available
  • License is declared
  • No Agent Proven outcome evidence yet

Agent-readable metadata

Machine-readable decision data for this skill.

Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.

View technical data+

Suited tasks

  • Local desktop workflows
  • Claude Code teams
  • builders willing to evaluate younger projects
  • Navigate local resources

Suited agents

CodexClaude CodeCursorOpenAgentSkill CLIOpenAI AgentsCLI

Install decision

Command
npx skills add radimsem/forge-skills --skill blacksmith-orchestrate
Policy
block
Human review
yes

Trust and risk

Trust
56/100
Audit
71/100
Risk level
Needs review

Outcome loop

Endpoint
/api/agent/outcome
Event ID
resolve
Outcomes
5

Install command

npx skills add radimsem/forge-skills --skill blacksmith-orchestrate

Do not use when

  • teams that need a vendor-supported SLA
  • production agents without a repository review
  • Low GitHub adoption signal
  • The skill depends heavily on the `forge` workflow and Claude Code runtime; its behavior outside that environment is less clear, though the degradation path is acknowledged.
  • No OpenAgentSkill engagement data yet

Agent safety v2

23/100 · Avoid automatic install

Blocked for auto-installblock

This skill should not be selected by an agent without explicit human security review.

Do not auto-install. Inspect the source, dependencies, and permission surface first.

Resolve via API

high

Shell or command execution

Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.

medium

Browser automation

Skill may drive a browser or interact with web pages.

medium

Network access

Skill likely fetches remote pages, APIs, repositories, or external services.

medium

Filesystem access

Skill may read or write project files, documents, generated artifacts, or local workspace state.

  • High-risk permission hints: Shell or command execution, Secrets or environment access
  • Dependency or permission surface needs review

Agent resolve plan

Let an agent verify fit before installing.

The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.

Open text plan

Agent should check

  • Task fit and alternatives from Resolve API.
  • Audit score, trust score, and safety policy warnings.
  • Install target compatibility for Codex, Claude Code, Cursor, or CLI.

Copy prompt

Task: Use blacksmith-orchestrate in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20blacksmith-orchestrate%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/radimsem-blacksmith-orchestrate/install
Install command: npx skills add radimsem/forge-skills --skill blacksmith-orchestrate
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.

Agent handoff

Give an agent the install path, not another directory page.

Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.

Open install API

Agent prompt

Use blacksmith-orchestrate for this task. Review https://www.openagentskill.com/api/skills/radimsem-blacksmith-orchestrate/install, then install with: npx skills add radimsem/forge-skills --skill blacksmith-orchestrate

Registry metadata

Agent-readable profile for automatic skill selection.

This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.

Open manifest

Agent fit

58/100

Local desktop

Platforms

Claude Code, OpenAI Agents

Audit report

Needs review · 71/100

A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.

View audit reportView eval report

Agent decision cockpit

Fallback candidate for Local desktop

Prototype with this skill first; keep a fallback candidate ready.

58
Readiness
Prototype
Stage

Role in stack

Fallback candidate

Primary fit

Local desktop

Trust label

Prototype first

Install path

Command ready

Use when

  • Local desktop workflows
  • Claude Code teams
  • builders willing to evaluate younger projects

Evidence

  • recent repository activity
  • install command or GitHub repo available
  • 59/100 quality profile

review first

  • Low GitHub adoption signal
  • The skill depends heavily on the `forge` workflow and Claude Code runtime; its behavior outside that environment is less clear, though the degradation path is acknowledged.
  • No OpenAgentSkill engagement data yet

Implementation path

  1. 1Install it in a sandbox agent and run one Local desktop task end to end.
  2. 2Compare output quality, latency, and failure behavior against at least one alternative.
  3. 3Promote it into production only after reviewing repository permissions, license, and maintenance signals.

Trust profile

Do not auto-install

Trust Score v5 found insufficient evidence for agent installation. Treat this as discovery material, not an executable recommendation.

56
OpenAgentSkill Trust Score

GitHub adoption

FIX

15 GitHub stars

Stars/forks activity

FIX

15 stars, 0 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

Pushed today

License clarity

PASS

MIT

Good signals

  • AI review approved
  • Install path is available
  • Repository evidence is available
  • Recently maintained repository
  • Install command has no obvious high-risk pattern
  • Outcome loop is ready but needs first real agent run

Review before install

  • The skill depends heavily on the `forge` workflow and Claude Code runtime; its behavior outside that environment is less clear, though the degradation path is acknowledged.
  • Low GitHub adoption signal
  • Quality score needs review
  • Permission surface needs review: secrets or environment access, shell or command execution
  • GitHub adoption: 15 GitHub stars
  • Stars/forks activity: 15 stars, 0 forks; issue activity unavailable in current metadata
  • Dependency/runtime risk: command execution surface, credential or environment access
  • Permission surface: secrets or environment access, shell or command execution
  • No real agent outcome reports yet
  • Human review required before unattended installation

Recommended action

Choose a stronger alternative or inspect the source manually before any install attempt.

Quality profile

Promising candidate for agent workflows

Useful candidate, but compare it with alternatives before adopting.

59
GitHub stars
15
Freshness
Today
Install ready
Yes
License
MIT
Review before install: Low GitHub adoption signal · The skill depends heavily on the `forge` workflow and Claude Code runtime; its behavior outside that environment is less clear, though the degradation path is acknowledged.

Workflow fit

Use this skill in these scenarios

Workflow fit

Add it to a complete workflow

Alternative shortlist

Compare before you install

Similar skills that may fit this task.

Compare all

Overview

--- name: blacksmith-orchestrate description: "Orchestrate many forge runs at once: analyze which tasks collide on the same files, schedule the colliding ones sequentially, and run the rest in parallel worktrees at the right model tier and review depth. Use when the user runs /blacksmith-orchestrate or asks to ship several issues, a milestone, or a written implementation plan in one go." ---

# Blacksmith Orchestrate

> Decide **which tasks run, in what order, at what depth, by which model, in which worktree** — then dispatch one forge run per task.

## Overview

This is a wrapper around `forge`, not a fork of it. It never reimplements a forge step: every task it dispatches runs the ordinary twelve-step forge workflow, and everything this skill adds is a decision *about* those runs — which ones may run at the same time, how deep each one goes, and where each one's work lives.

Nine numbered steps, split by one gate, deliberately mirroring forge's shape:

``` Part 1 — Plan (1–5): normalize → materialize → analyze → schedule → [GATE] battle plan Part 2 — Execute (6–9): provision → dispatch waves → relay → close-out

gate held: no worktree is created and no forge Part 2 runs until "yes, forge them" ```

| Step | Action | |---|---| | 1 | Parse the invocation; split orchestrator flags from pass-through forge flags; route the work source into a canonical task list | | 2 | Materialize refs — spec-file and free-form routes get real issue refs via `/to-tickets`, or synthetic `T1..Tn` IDs if the user declines filing | | 3 | Analyze — route each task to the plan-sourced path or the scout fan-out | | 4 | Build the collision graph, triage matrix and worktree grouping → scheduling waves | | 5 | **[GATE]** one battle plan, one approval | | 6 | Provision worktrees; write the run ledger | | 7 | Dispatch waves — one agent per task at its assigned model tier and forge depth | | 8 | Relay — prove a blocker's changes are on the dependent's base, rebase, release | | 9 | Close-out — aggregate report, PR list, worktree cleanup reminders, self-evolution |

Forge's hard floors are inherited unchanged, and orchestrating many runs never relaxes them: every run's Step 12 `/goal` verification still has to pass before that run assembles a commit, and no dispatched run ever writes back to the *source* issue or ticket it was dispatched for — that stays with the user under every flag combination, `afk` included. That is narrower than "never writes to a tracker": Step 2 files *new* issues via `/to-tickets` for the plan and free-form routes, including under `automode`, exactly as forge's own Step 10 sanctions filing spin-off issues it did not author — see [references/entry-routes.md](references/entry-routes.md). Whether a dispatched run may also commit and open a PR for its own task is a separate question, resolved three ways: by default, the Step 5 "yes, forge them" approval *is* the Step 12 commit-and-PR selection forge requires, granted once for every task the approved plan named (see Step 7); under `automode` without `afk`, nobody made that selection, so every dispatched run stops at its own Step 12 plan-only output, exactly as a standalone `automode` forge run does, and nothing is pushed; `afk` is the single sanctioned exception, authorizing unattended commit-and-PR as well as the blocking-PR merge it already governs — it is labelled that way everywhere it appears, so the exception stays auditable instead of becoming a quiet contradiction. Terminal PRs and worktree cleanup stay with the user under every flag combination, `afk` included.

"The agent" means whatever agent runs this skill, and "one agent per task" means whatever subagent or parallel-run mechanism the runtime exposes. Adapt every reference — config directory, agent guide, interview UI, host CLI — to your runtime, exactly as forge does. If the runtime cannot run work in parallel at all, say so and fall back to running the waves sequentially rather than pretending to fan out.

## Runtime

This skill is Claude-Code-first, degrading elsewhere in the same way forge's `codex` and `coderabbit` flags do: each surface below is used where the host provides it, and the workflow still completes, one step slower, where it does not.

| Surface | Used for | Why | |---|---|---| | Workflow tool | Step 3b scout fan-out | bounded parallel fan-out, schema-validated returns, keeps N proposals out of the orchestrator's context | | Agent tool | Step 7 implementation dispatch | per-agent model selection, and the human gates and multi-hour parks live in the main loop | | Ledger file | Steps 6–9 state | survives `/compact`, crash and resume |

This is the same runtime-parallelism degradation the Overview already states — "If the runtime cannot run work in parallel at all, say so and fall back to running \[...\] sequentially rather than pretending to fan out." This section does not restate that rule independently; it is the same rule applied to the three Claude-Code surfaces above. Concretely here: on a non-Claude-Code runtime the skill degrades with a one-line warning to sequential forge runs in dependency order, one worktree per component, no `afk`, and inline analysis instead of a scout fan-out.

## Parameters

Parse the invocation as `/blacksmith-orchestrate <work-source> [orchestrator-flags] [forge-flags]`. Flag words are orthogonal and can appear anywhere in the request, exactly as in forge. The `<work-source>` is one of five routes — one or more issue refs, a tracker container such as a milestone or epic or label, `plan <path>`, a quoted free-form goal, or `resume` — and routes may combine in a single invocation, so every task carries the route it arrived by. Read **[references/entry-routes.md](references/entry-routes.md)** for the route table, how the routes normalize into one task list, and how containers expand.

Full flag matrix (effects, composition rules, conflicts): **[references/flags.md](references/flags.md)**.

### Orchestrator flags

These are consumed by the orchestrator and are never passed through to a forge run. Each row's detail file owns that flag's behavior.

| Flag | Effect | Detail | |---|---|---| | `afk` | After a 5-minute quiet timeout, self-verify and merge **blocking PRs only** — the single sanctioned exception to forge's never-auto-push floor | [references/afk.md](references/afk.md) | | `resume` | Resume a run from its ledger instead of starting a new one | [references/ledger.md](references/ledger.md) | | `budget <n>` | Token ceiling for the run, with a deterministic degradation ladder | [references/scheduling.md](references/scheduling.md) | | `strict` | No depth downgrade; every task runs full forge | [references/triage.md](references/triage.md) | | `stack` | Blocked tasks on a **soft** edge base off the blocker's branch and open stacked PRs; hard-edge blocks still park | [references/scheduling.md](references/scheduling.md) | | `rescout` | Force scout analysis even where dispatch-ready plans exist | [references/plan-sourced.md](references/plan-sourced.md) | | `max <n>` | Concurrent implementation agents; default `4` | [references/scheduling.md](references/scheduling.md) | | `dry` | Emit the battle plan and stop; dispatch nothing | [references/battle-plan.md](references/battle-plan.md) | | `unified` / `split` | Override worktree grouping: `unified` puts a coupled cluster in one worktree behind one PR, `split` gives every task its own | [references/scheduling.md](references/scheduling.md) | | `plan <path>` | Source tasks from a written implementation plan; each plan task becomes one orchestration task | [references/plan-sourced.md](references/plan-sourced.md) |

Every other flag forge understands passes through unchanged to every dispatched run: `automode`, `docs`, `tdd`, `lookup`, `secure`, `changelog`, `ci-watch`, `compress`, `implement`, `codex`, `codex challenge`, `codex impl`, `coderabbit`, and `code-review`. Two of forge's flags are overridden rather than passed through as written. `worktree` is always implied and orchestrator-managed, because Step 6 provisions, names and tracks every worktree itself and a run-level worktree decision cannot be delegated to the individual runs; passing it explicitly is accepted with a one-line note rather than treated as an error, since the user is asking for what already happens. `automode` lifts the Step 5 battle-plan gate exactly as it lifts forge's Step 6 gate, and still passes through to each dispatched run; it does not lift any hard floor named in the Overview.

## When to Use

- `/blacksmith-orchestrate <refs>` with two or more issue or ticket refs. - "ship this milestone", "implement this plan", "fix these five issues". - A written implementation plan whose tasks should all land in one sitting. - Any request to run several forge-shaped pieces of work together, where the ordering between them matters. - Work **too large even for one battle plan** — more than one agent session can hold — goes to **`/wayfinder`** first: it maps the destination as decision tickets on the tracker, and the resulting ticket set comes back into this skill through the ordinary refs or container route, blocking edges included.

**Don't use** when: - A single issue, ticket or PR is in scope. Use `/forge <ref>`: with one task there is no collision graph, no wave to schedule and no topology to choose, so the wrapper adds a second gate and buys nothing. - No work source is given. Ask which issues, milestone or plan is meant rather than inferring a task list from the repo, for the reason in Step 1.

## Step 1 — Parse the invocation and normalize the work source

Split the invocation into three parts: the work source, the orchestrator flags from the Parameters table, and every remaining flag, which is forge pass-through. A token that matches neither the orchestrator flag table nor forge's own flag list is **not** assumed to be a pass-through flag: stop, name the token back to the user, and suggest the near miss when there is an obvious one — `strct` almost certainly meant `strict`. Forge lives with the same open-world assumption and pays for it once; here an unrecognized token is forwarded to every dispatched run and silently dropped by each, so a user who typed `strct` gets depth triage applied across the whole batch and finds out at close-out, which is the one place the cost of a typo scales with the wave. Route the work source into one canonical task list in which each task records the route it came from, because Step 3 chooses its analysis path per task rather than per run; the five routes, their combination rules and deduplication are in **[references/entry-routes.md](references/entry-routes.md)**. If no work source resolves — a bare invocation, or flags with nothing to act on — stop and ask which issues, milestone or plan is meant; inferring a batch from the repo would dispatch work nobody asked for across several worktrees at once, which is far more expensive to undo than one question is to ask. If both `unified` and `split` are present, stop and report the conflict instead of applying a precedence, because the two ask for opposite PR topologies and silently honouring one would hide from the user which shape actually shipped.

## Step 2 — Materialize refs

Every task needs a stable identifier before analysis, because the battle plan, the ledger, the worktree names and each dispatched forge run all address tasks by ref. Ref and container routes already have one; the plan and free-form routes do not, so file real issues for those tasks with **`/to-tickets`** and adopt the returned refs, or fall back to synthetic `T1..Tn` IDs when the user declines filing — a synthetic ID is local to this run and never reaches a tracker, so any later step that would write to a tracker for such a task skips that write and names the skip in the Step 9 report. The free-form route carries one exception: under `automode` its tasks are never filed, unless the user named the split themselves — for example by enumerating the tasks in

Technical details

Version
1.0.0
License
MIT
Last updated
Aug 24, 2026
Published
Aug 24, 2026

Decision snapshot

Fallback candidate

58
Ready
Prototype
Stage

recent repository activity

Audit

Install review

Install and adoption review

71
Needs review
Security
69/100
Maintenance
100/100
Install
92/100
Open full auditView eval report

Agent-proven evidence

Agent-proven evidence

Outcome reports after resolve, review, install, and one narrow run.

0
Proven
Needs first agent runAuto-install: review firstLast: Unknown
Success rate
Recent failure
Outcomes
0
Output quality
Failed
0
Not relevant
0
Installs
0
Risk blocked
0
Setup needed
0
Production
0

No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.

Install

Add to agent workflow

Free and open source. Review the report before installing into production agents.

Growth loop

Share kit

X

Scenario-led draft for blacksmith-orchestrate, ready for a manual X post.

Curator note
blacksmith-orchestrate: Orchestrate many forge runs at once: analyze which tasks collide on the same files, schedule...

15 stars

https://www.openagentskill.com/skills/radimsem-blacksmith-orchestrate?ref=x
Open X draft
Optional reply with install command
Listing + install path for blacksmith-orchestrate:
https://www.openagentskill.com/skills/radimsem-blacksmith-orchestrate?ref=x

Install: npx skills add radimsem/forge-skills --skill blacksmith-orchestrate

Listing source

Registry indexed

Claimable

This listing was indexed from public sources and is not marked official until a maintainer claim is approved.

Creator
radimsem
Indexed by
OpenAgentSkill community index

Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.

Claim this skill

Owner claim

Claim this skill listing

This Registry indexed listing is attributed to radimsem but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.

Creator backlink kit

Add the evidence badges to your README

Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.

[![Listed on OpenAgentSkill](https://www.openagentskill.com/api/badge/radimsem-blacksmith-orchestrate?metric=listed&label=Listed)](https://www.openagentskill.com/skills/radimsem-blacksmith-orchestrate)
[![OpenAgentSkill Trust](https://www.openagentskill.com/api/badge/radimsem-blacksmith-orchestrate?metric=trust&label=Trust)](https://www.openagentskill.com/skills/radimsem-blacksmith-orchestrate)
[![OpenAgentSkill Audit](https://www.openagentskill.com/api/badge/radimsem-blacksmith-orchestrate?metric=audit&label=Audit)](https://www.openagentskill.com/skills/radimsem-blacksmith-orchestrate/audit)
[![Agent Proven](https://www.openagentskill.com/api/badge/radimsem-blacksmith-orchestrate?metric=proven&label=Agent%20Proven)](https://www.openagentskill.com/skills/radimsem-blacksmith-orchestrate)

Author

R

radimsem

@radimsem

Health signals

GitHub stars
15
Quality score
32/100
Last GitHub push
Aug 24, 2026
Framework hints
Unknown
OpenAgentSkill views
0
Install copies
0
Outbound clicks
0

Community signal

Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.

Trust & safety

Do not auto-install

56
  • GitHub adoption15 GitHub starsFIX
  • Stars/forks activity15 stars, 0 forks; issue activity unavailable in current metadataFIX
  • Recent maintenancePushed todayPASS
  • License clarityMITPASS
  • README/SKILL.md completenessMetadata includes enough usage and workflow contextPASS
  • Dependency/runtime riskcommand execution surface, credential or environment accessCHECK