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DevOps Command Center

A sample PilotSwarm application that demonstrates building an agent-powered DevOps platform with incident response, deployment management, infrastructure monitoring, storage-backed artifacts, and durable handoff workflows across the shipped TUI and SDK.

All tools return mock data — no real cloud APIs are called.

What's Included

Agents

Agent Type Purpose
Watchdog System (always-on) Monitors service health using durable timers, alerts on anomalies
Janitor System (always-on) Scans for stale deployments and failed releases on a schedule
Investigator User-creatable Investigates incidents — queries metrics/logs, spawns sub-agents for parallel analysis, and can consume exported artifact handoffs
Deployer User-creatable Manages deployments with pre-flight checks, approval gates (ask_user), and rollback
Reporter User-creatable Generates formatted status reports aggregating metrics across services and can export detailed reports as downloadable artifacts
Builder User-creatable Starts mock worker-local builds and monitors remote builds with the right affinity strategy

Tools (Mock)

Tool Description
query_metrics CPU, memory, error rate, throughput, p99 latency for a service
query_logs Log entries filtered by severity and keyword
list_deployments Active, failed, and rolled-back deployments
deploy_service Execute a deployment (returns deployment ID)
rollback_service Roll back a deployment by ID
get_service_health Health check results (database, cache, dependencies)
start_local_build Starts a mock build stored in worker-local memory
get_local_build_status Checks a worker-local build and indicates whether affinity must still be preserved
start_remote_build Starts a mock remote build that can be monitored from any worker
get_remote_build_status Checks a remote build without needing worker affinity

Session Policy

Allowlist mode — only investigator, deployer, reporter, and builder can be created by users. Generic sessions are blocked. System agents (watchdog, janitor) auto-start and are deletion-protected.

Skills

  • incident-response — Triage checklist, common root causes, correlation patterns, escalation criteria
  • deployment-safety — Pre-flight checks, rollback triggers, monitoring patterns

Prerequisites

  • PostgreSQL running locally (or DATABASE_URL pointing to one)
  • GITHUB_TOKEN with Copilot access
  • PilotSwarm installed (npm install from repo root)

Create a .env file in the repo root:

DATABASE_URL=postgresql://postgres:postgres@localhost:5432/pilotswarm
GITHUB_TOKEN=your-token-here

Running with the TUI

From the repo root:

npx pilotswarm local \
  --env .env \
  --plugin ./examples/devops-command-center/plugin \
  --worker ./examples/devops-command-center/worker-module.js

Or use the helper script:

./scripts/run-devops-cli-sample.sh

The TUI title and startup splash are loaded automatically from the plugin metadata.

This launches the full TUI with:

  • Agent picker showing Investigator, Deployer, Reporter, and Builder when you press n
  • Shift+N opening the model picker first, then the same agent picker
  • Watchdog + Janitor running as system agents in the sidebar
  • Sequence diagram showing sub-agent spawning
  • Session rename with t, cancel with c, done with d, delete with D
  • Vertical session-list resizing with { and }
  • Theme switching with Shift+T, persisted to ~/.config/pilotswarm/config.json
  • Storage-backed Files inspector on m, including u upload, a download, f filter, v fullscreen preview, and o open-local-copy when supported
  • Prompt reference autocomplete:
    • @query + Tab inserts the selected artifact as an artifact://sessionId/file reference
    • @@query + Tab inserts a durable session://sessionId reference you can keep in notes or reuse in SDK prompts

Because this sample uses an allowlist session policy, generic sessions are blocked. n will offer only the named DevOps agents instead of a generic-session choice.

Named-agent titles keep their agent prefix when renamed. For example, renaming an Investigator session to CPU Spike Investigation becomes Investigator: CPU Spike Investigation.

The Files inspector in this sample is storage-backed, so uploads, downloads, and previews operate on shared session artifacts rather than a worker-local directory. That makes it useful for cross-session handoffs and SDK-driven follow-up work.

Try the Builder agent in the TUI with prompts like:

  • Start a new build from the devops-command-center repo on this worker and monitor it until complete.
  • Start a mock remote build for the devops-command-center repo and monitor it until complete.

The local-build path should use 40-second durable waits with preserveWorkerAffinity: true while the build is running. The remote-build path should use the same polling loop without affinity preservation.

Try the newer artifact-centric TUI flows with prompts like:

  • Generate a detailed status report for payment-service, save it as a markdown artifact, and include the download link.
  • Review @payment-service-status-report and tell me the next three investigation steps. then press Tab
  • Capture a durable handoff note for this investigation, then paste @@payment-service when you want a stable session breadcrumb in the prompt. then press Tab

session://... references are durable operator breadcrumbs. They remain visible and clickable in chat, but they do not magically expose hidden session memory to the model. Pair them with explicit instructions or artifact://... links when you want another session to reuse work safely.

Running with SDK (Programmatic)

cd examples/devops-command-center
node --env-file=../../.env sdk-app.js

Or use the helper script from the repo root:

./scripts/run-devops-sdk-sample.sh

By default this runs the incident-investigation scenario. You can also run the new build flows:

cd examples/devops-command-center
DEVOPS_SCENARIO=build-local node --env-file=../../.env sdk-app.js
DEVOPS_SCENARIO=build-remote node --env-file=../../.env sdk-app.js

These scenarios create a Builder session, stream tool calls, and demonstrate:

  • worker-local build monitoring with 40-second durable waits and preserveWorkerAffinity: true
  • remote build monitoring with the same polling cadence but ordinary waits

The sample also includes artifact-oriented SDK scenarios:

cd examples/devops-command-center
DEVOPS_SCENARIO=report-artifact node --env-file=../../.env sdk-app.js
DEVOPS_SCENARIO=artifact-handoff node --env-file=../../.env sdk-app.js

These demonstrate:

  • asking the Reporter to write a detailed markdown report, export it, and return an artifact://... link
  • feeding that artifact://... link into a second session so the Investigator can read the stored artifact and continue the workflow
  • carrying a stable session://... breadcrumb alongside the artifact reference for operator-visible handoff metadata

The same artifact flow now also supports binary outputs in the core runtime. When you need a downloadable .zip, .pdf, .xlsx, or image artifact, use write_artifact({fromFile}) for files built on the worker, or contentType plus encoding: "base64" for small inline payloads. The portal will download those files intact and show a download-only placeholder instead of trying to preview the raw bytes inline.

In raw SDK code there is no @ / @@ autocomplete layer, but the same underlying references still work: you can pass literal artifact://sessionId/filename and session://sessionId strings in sendAndWait(...) prompts when you already have them.

Resetting Local State

To drop database schemas and clean up local session state, artifacts, and session store files:

node --env-file=../../.env examples/devops-command-center/scripts/cleanup-local-db.js

This removes:

  • Local artifact files for sessions tracked in the CMS (~/.copilot/artifacts/<sessionId>/)
  • Local session state dirs (~/.copilot/session-state/<sessionId>/)
  • Local session store archives (~/.copilot/session-store/<sessionId>.tar.gz, .meta.json)
  • Database schemas (duroxide, copilot_sessions)

Schemas are recreated automatically on next start.

Running Tests

npx vitest run examples/devops-command-center/sdk-app.test.js

Tests verify:

  • Session policy blocks generic sessions and unknown agents
  • Named agent sessions create with correct title/agentId
  • Investigator, Deployer, Reporter, and Builder call the expected tools
  • Agent namespacing (devops:investigator, devops:watchdog)
  • Session rename via management client
  • System agents cannot be created directly by users

Directory Structure

devops-command-center/
├── README.md                      ← This file
├── plugin/
│   ├── plugin.json                ← Plugin metadata (name: "devops")
│   ├── session-policy.json        ← Allowlist policy
│   ├── agents/
│   │   ├── default.agent.md       ← App-wide default instructions layered under PilotSwarm's framework base
│   │   ├── watchdog.agent.md      ← System: health monitor with durable timers
│   │   ├── janitor.agent.md       ← System: cleanup scheduler
│   │   ├── investigator.agent.md  ← Incident investigation, sub-agent spawning
│   │   ├── deployer.agent.md      ← Deployment management, approval gates
│   │   ├── reporter.agent.md      ← Status report generation
│   │   └── builder.agent.md       ← Worker-local vs remote build monitoring
│   └── skills/
│       ├── incident-response/
│       │   └── SKILL.md           ← Triage, correlation, escalation knowledge
│       └── deployment-safety/
│           └── SKILL.md           ← Pre-flight checks, rollback triggers
├── scripts/
│   └── cleanup-local-db.js        ← Local reset: drops schemas + cleans artifacts, session state, store
├── tools.js                       ← Mock tools (metrics, deploys, local builds, remote builds)
├── worker-module.js               ← Worker module for TUI (exports tools)
├── sdk-app.js                     ← SDK example (programmatic usage)
└── sdk-app.test.js                ← Integration tests

Features Demonstrated

PilotSwarm Feature Where
Session policy (allowlist) session-policy.json — only 4 agents creatable
App default prompt layering plugin/agents/default.agent.md — mock-lab rules layered under the PilotSwarm framework base
System agents watchdog.agent.md, janitor.agent.md — auto-start, deletion-protected
Agent namespacing All agents qualified as devops:*
Custom tools tools.js — 10 mock tools registered via worker.registerTools()
Skills incident-response/, deployment-safety/ — domain knowledge
Sub-agent spawning Investigator fans out parallel queries
Durable timers Watchdog uses wait tool for periodic monitoring
Affinity-aware waits Builder preserves worker affinity only for worker-local builds
Storage-backed artifacts Reporter and Investigator can exchange markdown and binaries via write_artifact and read_artifact (with fromFile/toFile for streamed byte handoff)
Prompt reference workflow TUI @ / @@ autocomplete inserts durable artifact/session references that can also be reused from SDK prompts
ask_user Deployer asks for human approval before deploying
Title prefixing Named-agent sessions keep their prefix, e.g. "Investigator: CPU Spike Analysis"
TUI layering Sample plugin branding, named-agent session picker, and worker-module tools all run on the shipped terminal UI host
Management client Rename sessions, cancel, delete