Business Ops
SkillDev toolsRoute 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.
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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_eventdata-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-asand 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
sourceyor a product-owned documentation lane. - Release preparation routes to
release, with publish held behind a release approval. - Code work routes to
issue-to-pror 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
- Receive one concise
signaland optionaloperator_context. - Route the selected
lane, which defaults toclassify. - Mark the lane as read-only, draft-only, approval-required, or proof-only and name its exact downstream owner.
- Return the typed lane packet and seal the graph receipt.
- 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. - If the complete planning artifact is actually required, select
mainto 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, defaultclassify): 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_appendadditionally requiresdata_source_ref,resource,aggregate_id,expected_version, andidempotency_key; these identify durable state and therefore are never guessed.mainaccepts 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