open-horizon-labs

Do the work. Pre-flight, build, detect drift, salvage if needed. Use when you have a clear aim and are ready to implement.

Resolve multi-dependency fan-in by merging dependency PRs into a common base and updating issue dependencies

Review and merge open PRs for GitHub issues as a cohesive batch

Claim a GitHub issue, create its branch and draft PR before implementation, execute the work in isolation, and hand the completed draft to RNA's full ship gate.

Check work and detect drift before committing. A second opinion that catches misalignment early. Use at natural pause points, before PRs, or when something feels off.

Agent-led PR/working-tree review triage. Start from the diff, add RNA graph/business context only where it changes review decisions, and state when raw git diff is enough.

Install and configure the Repo-Native Alignment (RNA) MCP server. Downloads the binary, configures the MCP server, pre-warms the code index, and updates AGENTS.md with tool guidance.

Clarify the outcome you want - a change in user behavior, not a feature shipped. Use at the start of any work to ground the session in strategic intent.

Clarify the outcome you want - a change in user behavior, not a feature shipped. Use at the start of any work to ground the session in strategic intent.

Devil's advocate. Seek contrary evidence before locking in. Use when about to make a significant decision, when confidence is high but stakes are higher, or when people are converging too quickly.

Human-led curation of accumulated metis and guardrails. Surface patterns across sessions, propose what to promote, compact, or dismiss. Use after multiple sessions, before a new phase, or when search results feel noisy.

Do the work. Pre-flight, build, detect drift, salvage if needed. Use when you have a clear aim and are ready to implement.

Map what we're optimizing and what constraints we treat as real. Use before jumping to solutions, when hitting repeated blockers, or when patches keep accumulating.

Define the framing of a problem. Change the statement, change the solution space. Use when starting work, when solutions feel wrong, or when you suspect an X-Y problem.

Check work and detect drift before committing. A second opinion that catches misalignment early. Use at natural pause points, before PRs, or when something feels off.

Extract learning before restarting. Code is a draft; learning is the asset. Use when work is drifting, approach has reversed 3+ times, or scope is expanding while "done" keeps fuzzing.

Clarify the outcome you want - a change in user behavior, not a feature shipped. Use at the start of any work to ground the session in strategic intent.

Devil's advocate. Seek contrary evidence before locking in. Use when about to make a significant decision, when confidence is high but stakes are higher, or when the team is converging too quickly.

Human-led curation of accumulated metis and guardrails. Surface patterns across sessions, propose what to promote, compact, or dismiss. Use after multiple sessions, before a new phase, or when search results feel noisy.

Do the work. Pre-flight, build, detect drift, salvage if needed. Use when you have a clear aim and are ready to implement.

Map what we're optimizing and what constraints we treat as real. Use before jumping to solutions, when hitting repeated blockers, or when patches keep accumulating.

Check work and detect drift before committing. A second opinion that catches misalignment early. Use at natural pause points, before PRs, or when something feels off.

Extract learning before restarting. Code is a draft; learning is the asset. Use when work is drifting, approach has reversed 3+ times, or scope is expanding while "done" keeps fuzzing.

Deliver code to users. Optimize the path from merged code to working install. Use when execution is complete and you need to get changes into users' hands.

Diagnose and fix CI failures on a PR, push fixes

Resolve merge conflicts on a PR by merging base into head

Resolve multi-dependency fan-in by merging dependency PRs into a common base and updating issue dependencies

Review a PR against its linked issue requirements, post structured feedback

Work a GitHub issue to completion in a branch, including review follow-ups, then PR for human review

Create Jira subtasks from task descriptions or session context. Investigates when needed, skips when context exists.

Review and merge open PRs for GitHub issues as a cohesive batch

Create GitHub issues from task descriptions or session context. Investigates when needed, skips when context exists.

Address PR comments for GitHub issue PRs, resolve feedback, push fixes

Open Horizon Labs meta-tool. One entry point for ba, wm, and superego. Use "bottle-init" to set up all tools, "bottle-status" to check state.

Task tracking. "$ba status" for current tasks, "$ba claim <id>" to start work, "$ba finish <id>" when done.

Metacognitive oversight. "$sg review" for on-demand evaluation, "$sg init" to set up, "$sg audit" to review decisions.

Open Horizon Labs orchestration. "$bottle init" for setup, "$bottle dive" to start sessions, "$bottle web-context" for fresh docs.

Working memory. "$wm dive" to prep sessions, "$wm compile" for context, "$wm distill" to extract learnings.

Prepare a grounded dive session with context from multiple sources

Working Memory for AI coding assistants. Captures tacit knowledge from sessions and surfaces relevant context. Use "wm show" to review state, "wm compress" to synthesize.

Metacognitive oversight. Invoke with "$superego" to evaluate, "$superego init" to set up, "$superego remove" to uninstall.

Task tracker for LLM sessions. Use "$ba ready" to see available work, "$ba claim <id>" to take ownership, "$ba finish <id>" when done.

Import strategy documents into Open Horizons as structured graph nodes via OH MCP tools or the REST API.