Business Ops

SkillDev tools

Route one business signal through a replayable governed ops graph: classify, docs, release, work, outreach, spend, and proof, with consequential actions stopping at the right gate.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Business Ops skill

What this skill tells your AI

The instructions your AI receives, as published by runxhq/runx in skills/business-ops/SKILL.md and read by ahel’s review.

Turn one business signal into a replayable operations graph.

business-ops routes one signal into one selected bounded lane without giving the agent ambient authority. The default route runner returns that typed lane immediately; it does not require event-store configuration or run unrelated docs, release, work, outreach, spend, and audit branches. Select route_and_append only when a chain needs a durable event plus projection readback, and select main only when the full planning fan-out is the requested artifact.

This is not a provider integration and not an operator dashboard. It is the small core shape that teams copy when they want one objective to fan out into a chain of skills, then replay that chain with receipts.

The explicit route_and_append runner takes the same selected lane, appends its packet through data-store, reads back the projection, and returns one route_persistence result that distinguishes a new commit from an idempotent replay while preserving the selected lane_packet. The same graph can use local JSON, SQLite, Postgres, D1, Redis, or a product adapter by changing the data_source_ref binding. Its aggregate id, expected version, and idempotency key stay explicit because guessing them would corrupt durable workflow state.

Composes

  • data-store#append_event
  • data-store#read_projection

What this skill does

  • Routes one business signal into one selected typed lane by default.
  • Can explicitly fan the signal through representative lanes: docs, release, issue/PR, outreach planning, spend quoting, and proof audit.
  • Produces structured lane packets with authority, gate, handoff, evidence, and readback fields.
  • Demonstrates the runx split between proposal work and consequential action: drafts and plans can be produced, but sends, spend, merges, publishes, and deploys require a separate approval and execution lane.
  • Gives downstream agents a clear handoff target instead of vague prose.
  • Optionally persists the classified route for replay through data-store.

What this skill deliberately does not do

  • It does not call private providers, mutate a repo, post to GitHub, send email, schedule campaigns, move money, publish releases, or deploy services.
  • It does not duplicate ops-desk, product operator skills, send-as, vendor-specific provider skills, release, issue-to-pr, spend, or receipt-audit skills.
  • It does not turn "outbound marketing" into a hidden side effect. Outreach is a plan lane here; real delivery routes to send-as and then a provider adapter. Branded provider skills are concrete adapters, not branches in this core graph.
  • It does not treat the graph receipt as proof that an external provider action happened. Provider actions need provider evidence and their own receipt.

When to use this skill

  • To show how runx chains skills into replayable business operations.
  • To prototype a team-specific ops graph before wiring private provider tools.
  • To route a product signal without giving the agent blanket repo, email, wallet, or deployment access.
  • To explain why a governed workflow is more useful than a one-shot prompt: the route, stops, handoffs, and readbacks are explicit and replayable.
  • To smoke-test graph execution and child receipts with no external account.

When not to use this skill

  • To run a production launch, incident, release, campaign, support reply, payout, or spend flow as-is. Replace fixture lanes with real skills first.
  • To approve a live send, spend, merge, publish, deploy, or customer-visible action.
  • To hide project policy, customer lists, credentials, wallet keys, provider dumps, or private review context in the signal.
  • To claim external work completed when only this fixture graph ran.

Mental model

standalone: signal -> one typed lane -> downstream handoff
durable:    signal -> one typed lane -> append -> projection readback
fanout:     signal -> all planning lanes -> approval stops -> governed handoffs -> proof

The useful part is the reusable route. A direct call returns one packet instead of forcing the operator through the whole operating system. A chain may persist that packet or request the complete fan-out, where some lanes are read-only, some draft-only, some blocked until approval, and one proof lane states how later execution should be verified.

How this maps to real runx work

  • Docs and public proof route to a docs skill such as sourcey or a product-owned documentation lane.
  • Release preparation routes to release, with publish held behind a release approval.
  • Code work routes to issue-to-pr or a project-owned implementation lane, with merge held behind review.
  • Outreach and customer communication route first to send-as, then to a provider adapter that implements the send lane. Branded provider skills are the right place for vendor-specific compose, test, review, schedule, or send details. Broad outbound marketing should be its own skill or product broadcast skill, not extra logic hidden in this graph.
  • Spend and payments route to quote or payout skills with caps, recipient, rail, and settlement proof separated from the planning lane.
  • Proof routes to receipt/history/audit skills and provider readbacks.

The fixture ops-lane step simply returns these packets without performing the handoff. In a real project, replace each fixture lane with the named governed skill runner or provider tool.

Procedure

  1. Receive one concise signal and optional operator_context.
  2. Route the selected lane, which defaults to classify.
  3. Mark the lane as read-only, draft-only, approval-required, or proof-only and name its exact downstream owner.
  4. Return the typed lane packet and seal the graph receipt.
  5. If durable state is actually required, select route_and_append, supply the data source, aggregate, expected version, and idempotency key, then read back the projection.
  6. If the complete planning artifact is actually required, select main to fan out docs, release, issue, outreach, spend, and proof packets.

Edge cases and stop conditions

  • Missing signal: return needs_input. There is no safe route.
  • Vague objective: return a narrow classify packet and ask for the missing product, audience, repo, release, amount, or provider context.
  • Live send without principal, audience, consent, digest, and approval: stop at the outreach lane and route to send-as.
  • Spend without amount, cap, recipient, rail, and approval: stop at the spend lane and route to a quote or payment skill.
  • Merge, publish, deploy, or destructive mutation without approval: stop at the relevant lane and name the missing gate.
  • Provider success without provider evidence: do not mark complete. Route to proof audit.
  • Secret or private data in the signal: refuse to echo it into outputs; require redacted context or a provider-side readback instead.

Output schema

The default graph's public result is one lane_packet, ready for the named downstream skill. The explicit main runner instead returns the complete lane_packets artifact shown below. Runtime graph context retains producer outputs for nested execution, while machine-readable CLI output omits exact result-producer duplicates and child receipts bind the execution lineage.

lane_packets:
  schema: runx.business_ops_route.v1
  signal: string
  lanes:
    classify: lane_packet
    docs: lane_packet
    release: lane_packet
    issue: lane_packet
    send: lane_packet
    spend: lane_packet
    audit: lane_packet

Each lane_packet has this shape:

lane_packet:
  schema: runx.business_ops_lane.v1
  lane: string
  signal: string
  status: ready | awaiting_approval | needs_input | refused
  decision: route | prepare | draft | quote | verify | stop
  kind: router | docs | release | work | outreach | spend | proof
  consequence: read_only | draft | live_mutation | public_send | money_movement | proof
  summary: string
  why: string
  authority:
    requested: [string]
    provided: fixture_only
  gate:
    approval_required: boolean
    approval_gate: string | null
    stop_reason: string | null
  handoff:
    interface: skill | graph | cli | hosted_api | workflow | provider_tool
    lane_ref: string
    runner_ref: string | null
    command_hint: string | null
  evidence:
    inputs_required: [string]
    readbacks: [string]
    receipt_refs: [string]
  risks: [string]
  next: [string]

Worked example

runx skill business-ops \
  -i signal="launch readiness for API v2: docs, release, customer comms, and spend checks" \
  --json

The default graph returns one classify lane packet with its authority class, evidence requirements, and next governed handoff. It does not configure a data store, run the other planning lanes, or call an external provider.

Inputs

  • signal (required): concise business operations signal to classify and route.
  • lane (optional, default classify): the one bounded lane to return.
  • operator_context (optional): product policy, project topology, audience constraints, or known provider state. Context only, not authority.
  • route_and_append additionally requires data_source_ref, resource, aggregate_id, expected_version, and idempotency_key; these identify durable state and therefore are never guessed.
  • main accepts the signal and context only, and must be selected explicitly.

Signals

GitHub stars
87
Forks
101
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
business-ops-runxhq
Source
github.com/runxhq/runx