Harness Engineering
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.
Covers authoring, inspecting, refreshing, promoting and deprecating named Agent Starters, the reusable starting points for agent seats in a rig.
$ npx skills add mvschwarz/openrig --skill agent-starters -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mvschwarz/openrig agent-starters --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/mvschwarz/openrig.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/_canonical/core/agent-starters .claude/skills/agent-starters && 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 "agent-starters" agent skill from https://github.com/mvschwarz/openrig/tree/main/skills/_canonical/core/agent-starters into .claude/skills/agent-starters/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-starters", 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/mvschwarz/openrig/tree/main/skills/_canonical/core/agent-startersType 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 mvschwarz/openrig --skill agent-starters -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mvschwarz/openrig agent-starters --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mvschwarz/openrig.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/_canonical/core/agent-starters .agents/skills/agent-starters && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "agent-starters" agent skill from https://github.com/mvschwarz/openrig/tree/main/skills/_canonical/core/agent-starters into .agents/skills/agent-starters/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-starters", 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 mvschwarz/openrig --skill agent-starters -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mvschwarz/openrig agent-starters --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mvschwarz/openrig.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/_canonical/core/agent-starters .cursor/skills/agent-starters && 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 "agent-starters" agent skill from https://github.com/mvschwarz/openrig/tree/main/skills/_canonical/core/agent-starters into .cursor/skills/agent-starters/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-starters", 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/mvschwarz/openrig.git --path skills/_canonical/core/agent-starters--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 mvschwarz/openrig --skill agent-starters -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mvschwarz/openrig agent-starters --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mvschwarz/openrig.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/_canonical/core/agent-starters .gemini/skills/agent-starters && 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 "agent-starters" agent skill from https://github.com/mvschwarz/openrig/tree/main/skills/_canonical/core/agent-starters into .gemini/skills/agent-starters/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-starters", 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 mvschwarz/openrig agent-startersInstalls 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 mvschwarz/openrig --skill agent-starters -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/mvschwarz/openrig.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/_canonical/core/agent-starters .github/skills/agent-starters && 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 "agent-starters" agent skill from https://github.com/mvschwarz/openrig/tree/main/skills/_canonical/core/agent-starters into .github/skills/agent-starters/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-starters", 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 mvschwarz/openrig --skill agent-starters -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install mvschwarz/openrig agent-starters --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mvschwarz/openrig.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/_canonical/core/agent-starters .opencode/skills/agent-starters && 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 "agent-starters" agent skill from https://github.com/mvschwarz/openrig/tree/main/skills/_canonical/core/agent-starters into .opencode/skills/agent-starters/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-starters", 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.
agent-startersCovers authoring, inspecting, refreshing, promoting and deprecating named Agent Starters, the reusable starting points for agent seats in a rig.
An Agent Starter is a named, reusable starting point for one seat in a rig. It combines an agent role, startup context, an optional native session source and provenance, and can be chosen when creating, refreshing or packaging a seat. It is a registry-backed context rather than a VM image, so it does not capture VM state or copy provider credentials; starters only refer to session sources.
The skill covers writing a registry entry and refreshing a seat with rig expand and starter_ref. A starter moves through six states: captured, named, inspectable, used, promoted and deprecated. Provenance has to be recorded honestly, including manifest id and version, runtime, source session id or transcript path, ready-check evidence and freshness when a starter is composed with a priming pack. A starter is judged only by whether it carries the context the seat needs, and the skill says never to compact or shrink a seat just to get a smaller one.
6 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 1f69831. 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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are yaml).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
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.
Agent Starters loads about 1.7k tokens when it runs. Until then it costs about 105 tokens; SKILL.md has 796 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 mvschwarz/openrig at commit 1f69831, republished under its Apache-2.0 licence (© mvschwarz). 796 words, ~1,682 tokens.
.claude/skills/agent-starters/SKILL.md (or your agent's skills folder).A named, reusable per-seat starting point. Composes an agent role, startup context, optional native session source, and provenance into something a user or rig can choose when creating, refreshing, or packaging a seat.
This registry-backed startup context is distinct from the rig agent-image
surface and from a VM image. See the current behavior below before treating
optional session provenance as an executable native session source.
rig expand and starter_ref.A starter is valuable when it is functional — it carries the context the seat needs to do its task well. Functional is the only measure of a good starter. Size is not: a smaller starter is not a better one, and a bigger one is not worse. Whatever it took for the seat to become genuinely capable at its job is the right starter — 80K tokens or 800K.
Capture the seat as it naturally is at a functional, proven point. Don't pad it with context the seat doesn't use, and — just as important — don't strip context out to make it smaller. Size is an outcome of what the seat needed, never a target.
Never compact, summarize, or shrink a seat in order to make or "lean" a starter. There is nothing valuable in "smaller," and compaction is lossy — you would trade away the exact capability the starter exists to preserve. (Compaction is a separate last-resort step for a seat genuinely near its context limit, with its own before/after plan — never part of capturing a starter.)
rig expand operation starts from it.Save one entry as <registry-root>/reviewer-v1.yaml. The resolver selects an
explicit root or OPENRIG_AGENT_STARTER_ROOT; absent those, it checks the home
registry ~/.openrig/agent-starters and a configured fallback.
starter_id: reviewer-v1
role: Review the assigned change against its stated outcome.
context: Read the current task and the source needed to judge it.The current resolver checks the entry shape and credential boundary, then
delivers this YAML itself as one required guidance_merge startup file on a
fresh start. It does not interpret arbitrary context refs, load a native
conversation from this example, or seal an image. A RigSpec member combining
starter_ref with session_source.mode: fork is currently rejected; use a
separate supported session-source path when native continuity is the outcome.
Member usage:
members:
- id: reviewer
starter_ref:
name: reviewer-v1When a starter points at a primed session produced from a Composable Priming Pack, record:
| Surface | Test type | Authority |
|---|---|---|
| Registry schema accepts minimal starter | unit | daemon or config-layer prototype |
| Inspect shows provenance and included context | unit / snapshot | daemon or CLI |
Member can use starter_ref | integration | daemon |
| Unsupported runtime or stale source refuses honestly | unit + integration | daemon |
| No secret material copied into starter artifact | grep / fixture | tester |
| Bundle can include or reference starter | package inspection | bundle layer |
session-source-fork — native conversation-source continuity; currently not composable with starter_refspecification-system — declarative starter and member referencesrig-bundles-and-shareable-artifacts — shareable starter packagingcontext-engineering-and-retrieval — richer declarative context assemblyseat-continuity-and-handover — refresh and swap workflows over startersAgent Starters need queryable provenance and honest inspect output before RSI loops can rely on them for seat refresh. A workflow must be able to answer: "what starter did this seat use, what source session or context was included, and is that starter still recommended?"
session-source-fork skill — low-level fork primitive that makes native session-based starters possible© mvschwarz, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/_canonical/core/agent-starters of mvschwarz/openrig.
Open the folder on GitHubat commit 1f69831
Agent Starters 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 |
|---|---|---|---|---|---|---|
| Agent Starters this skillmvschwarz/openrig | 5.9k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Harness Engineering10xChengTu/harness-engineering | 102 | 1 repos | ~1k | Automated safety check: Pass | None | |
| Munder Difflin Hive SyncHarnessMD/munder-difflin | 8.6k | — | ~331 | Automated safety check: Notes | MIT | |
| Durable Session StateZaxbyHub/opencode-swarm | 490 | — | ~896 | Automated safety check: Pass | MIT | |
| Orca CLIstablyai/orca | 87k | 2 repos | ~593 | Automated safety check: Pass | MIT | |
| Coding Agent Session Findercode-yeongyu/oh-my-openagent | 70k | 1 repos | ~2.8k | Automated safety check: Pass | Custom licence |
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.
HarnessMD/munder-difflin
Runs the start-of-task routine for an agent working in a multi-agent hive: reads memory.md, processes new inbox messages and reminds the agent to record durable facts before ending.
ZaxbyHub/opencode-swarm
Keeps plans, decisions, evidence and reviewer verdicts in small files so long multi-phase tasks survive context compaction and session resumes.
stablyai/orca
Operate Orca-managed worktrees, folder contexts, terminals, repos, automations, artifacts, skill sharing, worktree comments, and Orca's embedded browser…
code-yeongyu/oh-my-openagent
Finds, reads and reconstructs past coding-agent sessions across Codex, Claude, OpenCode, Senpi and many other local agent logs.
gastownhall/beads
Tracks multi-session work with dependencies in the bd issue tracker so the agent can find ready tasks and recover its context after conversation compaction.
mvschwarz/openrig
Walks an agent through upgrading the OpenRig CLI and daemon one observed step at a time, keeping live seats alive and reconciling managed plugin files.
mvschwarz/openrig
Re-grounds a long-running agent in the current product outcome by running a path-based trace to the root of its topology and work trees.
mvschwarz/openrig
Helps set up a continuing agent software team for a real repository with OpenRig, choosing between manual work, queue handoffs and an explicit Workflow.
mvschwarz/openrig
Loads one section of a Markdown file by its path#h2-slug address with a bundled resolver script, for use outside OpenRig's context library.
mvschwarz/openrig
Separates a stable agent seat's identity from its changing occupant, and records honest, two-part provenance whenever one occupant replaces another.
mvschwarz/openrig
A skill your agent uses when addressing a registered remote OpenRig host, choosing its transport, or interpreting a cross-host result.
Categories
Covers authoring, inspecting, refreshing, promoting and deprecating named Agent Starters, the reusable starting points for agent seats in a rig. An Agent Starter is a named, reusable starting point for one seat in a rig. It combines an agent role, startup context, an optional native session source and provenance, and can be chosen when creating, refreshing or packaging a seat.
Agent Starters fits situations like: creating a new seat from a known-good starting context; refreshing a seat with rig expand and a starter reference; inspecting a starter's provenance, freshness or recommended status; promoting or deprecating starters in the registry.
Run `npx skills add mvschwarz/openrig --skill agent-starters -a claude-code`. Or copy the skill folder (skills/_canonical/core/agent-starters in mvschwarz/openrig) into .claude/skills/agent-starters in your project. Claude Code loads it when a task matches its description.
Run `npx skills add mvschwarz/openrig --skill agent-starters -a codex`. Or copy the skill folder (skills/_canonical/core/agent-starters in mvschwarz/openrig) into .agents/skills/agent-starters 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 mvschwarz/openrig --skill agent-starters -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agent-starters, .gemini/skills/agent-starters, .github/skills/agent-starters and .opencode/skills/agent-starters in your project.
SKILL.md names no scripts, command-line tools or credentials: Agent Starters is instructions for the agent only. Our summary lists: The rig CLI with its starter registry.
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.
Agent Starters is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.7k tokens (SKILL.md is roughly 6.7k 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 Agent Starters: Harness Engineering (10xChengTu/harness-engineering, 102 stars), Munder Difflin Hive Sync (HarnessMD/munder-difflin, 8.6k stars), Durable Session State (ZaxbyHub/opencode-swarm, 490 stars) and Orca CLI (stablyai/orca, 87k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
mvschwarz (a GitHub user) maintains it in mvschwarz/openrig, which has 5,854 GitHub stars. The repository holds 49 skills in this directory. The repository was last updated on October 8, 2026.
Source: mvschwarz/openrig on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.