StarPulse
See the flow of work: your scheduler's workflows, the lifecycle your tasks move through, and the agents and people moving them, live on one page.
Live demo: a demo board with synthetic tasks, running in your browser with no server.
What it draws
- Tasks on their lifecycle. Each board status is a state on a machine, and a task travels the transitions
as it moves. The default board is StarPulse's own: Markdown task files under
.starpulse/board/, created empty the first time you serve. A Backlog.md project is one[board]setting away; a Kanban view shows the same tasks as columns, and moves made there are written back to the board when its adapter has a writer. - Workflow runs. Each workflow is drawn as its step graph with its latest run. Dagu and
GitHub Actions are read directly; any other scheduler reports its runs with
starpulse emit. - Agents at work. A Claude Code session's OpenTelemetry log export moves the session through its own machine, so you see which agent is prompting, running a tool or waiting.
- History. Every move is kept, so hovering a task traces the path it took.
Quickstart
You need uv.
cd your-project
uvx starpulse serve
Open http://localhost:8766. The first serve creates .starpulse/board/ in the working directory (beside the config file when --config
names one): a config.yml
holding the lanes (To Do, In Progress, Done) and an empty tasks/ directory, one Markdown file per task. The
Kanban view starts with no tasks: New task, at the top right beside the task count, opens a form for its title, description, priority, labels,
milestone, assignee, dependencies and acceptance criteria and adds it to the first column, and
Connect a tracker opens the [board] setting for each public adapter. If the directory has a Backlog.md project (backlog/config.yml), serve prints one
line naming it and the [board] type = "upstream_backlog" setting that shows it instead (see Configure); the page's
snapshot carries the same line as hint, and Connect a tracker shows it. StarPulse keeps its event log and history in
starpulse-history.sqlite beside its config file, or in the working directory without one. The page has no sign-in and listens on this machine only (127.0.0.1): --host 0.0.0.0 widens it to
every interface so another computer on your network can open it, which you do only on a network you trust. A write (move, edit,
start, run, history window) is refused unless it is a JSON request (Content-Type: application/json) that either names no
Origin, as a script or curl does, or names this server's own, so a web page on another site cannot write through your browser.
starpulse serve --port 8800 --hours 24 changes the port and how far back a task's latest move counts toward
where it is drawn (6 hours by default). The Admin page's Server card overrides that window for everyone
viewing, and starpulse-settings.json beside the config keeps the override across restarts.
Show your Claude Code sessions
Run the receiver beside the server, then start Claude Code with its log export pointed at it:
uvx --from starpulse python -m starpulse.claude_code
CLAUDE_CODE_ENABLE_TELEMETRY=1 OTEL_LOGS_EXPORTER=otlp OTEL_EXPORTER_OTLP_PROTOCOL=http/json \
OTEL_EXPORTER_OTLP_ENDPOINT=http://127.0.0.1:4318 OTEL_LOG_TOOL_DETAILS=1 \
OTEL_RESOURCE_ATTRIBUTES="vcs.ref.head.name=$(git branch --show-current)" claude
The receiver decodes each export but publishes only which session moved, on which event and when; prompt, reply and tool text is neither stored nor forwarded.
Report runs from any scheduler
starpulse emit start --workflow nightly --run 2026-10-03 --status running
starpulse emit end --workflow nightly --run 2026-10-03 --status succeeded --step load --depends fetch
A workflow no adapter lists is drawn from the step graph its emit calls add up to, and that graph is kept in
the history store across restarts.
A producer on another host, or an engine that can only send webhooks (Cronicle, Rundeck, a GitHub workflow_run
relay), posts the same event to the server instead. Name an environment variable for the instance's token in the
config (token_env, below), set it where serve runs, and send the token as a bearer:
curl -X POST http://localhost:8766/api/runs/events -H "Authorization: Bearer $CRON_INGEST_TOKEN" \
-d '{"phase": "start", "workflow": "cron/nightly", "run_id": "2026-10-03", "status": "running"}'
The body takes emit's fields as JSON (phase, workflow, run_id, status, and optionally time, step and
depends) with the workflow named <instance>/<workflow>. A token pushes only its own instance's workflows: a
missing or wrong token answers 401, another instance's workflow 403, an event the contract does not allow 400, and
none of them writes anything. The page draws an accepted event as pushed/<instance>/<workflow>.
Work the board from an agent
starpulse board --milestone launch --label api # tasks per column, with dependencies, pull requests and moves
starpulse task show PROJ-45 # one task: lane, what it waits on, pull requests, moves
starpulse task moves PROJ-45 # every column it may move to, allowed or refused to the agent
starpulse task move PROJ-45 review # move it as the agent; a refusal is the verdict, exit 1
starpulse task trace PROJ-45 --flow in-progress # where the task has been: Board lanes, or one machine's events
starpulse machine show in-progress # a machine's states, transitions and the tasks now in each
starpulse runs list # each workflow as <instance>/<workflow> with its latest status
starpulse runs start prod/nightly # start a run-safe workflow through Run now; its run id
starpulse watch --task PROJ-45 # one JSON line per change, until you stop it: wait without polling
starpulse analytics health --hours 72 # dwell and WIP per state, throughput and stuck tasks, with gap warnings
starpulse snapshot # everything the page draws, as one document
starpulse doctor # does this install work: each check passes or fails, with why
starpulse skills install --claude --codex # copy the bundled skills into .claude/skills and .agents/skills
starpulse help --agent # every verb with its arguments, output keys and exit codes
Four verbs work on files, and only demo without --mockup reads the server; each writes one JSON document the same way:
starpulse machine validate .starpulse/machines/*.yaml # schema and compile errors, each with its file and line
starpulse machine import mermaid flow.mmd # draft a machine file from a stateDiagram-v2 diagram
starpulse config check --config starpulse.toml # unknown keys by name, and the effective config with defaults
starpulse demo --out demo.html # the self-contained demo page (reads the server's snapshot)
These verbs read the running server (starpulse serve) over HTTP: --server URL, else STARPULSE_URL, else
http://localhost:8766. Each writes one JSON document to stdout and nothing to stderr, except watch, which writes
one JSON line per change; an error is {"error": "...", "code": "..."}. The exit code is 0 for success, 1 for a refused or invalid request, a refused move or a failed doctor check, 2 for a usage
error, 3 when the server is unreachable (the error names the address tried) or has no board writer and 4 for something not found. A verb
reads the server on every call and keeps nothing, and help --agent is generated from the command parser, so it
lists exactly the verbs there are.
| Verb | Arguments | Document |
|---|---|---|
snapshot |
the server's snapshot: graphs, flows, dags, pools, pulls, claims, settled, ... |
|
board |
--state, --milestone, --label, --assignee |
columns: each {state, name, tasks}; a task is {id, title, lane, assignee, milestone, labels, dependencies, waiting_on, prs, moves} |
task show |
TASK |
a task as above, with its description; a completed or archived task has only its id and where it settled as lane |
task moves |
TASK |
task, lane and moves: each column the task may move to as {allowed, reason, skill}, as the agent meets it |
task move |
TASK, TO, --session |
ok, task, to, reason, skill and advice: the move made, or the refusal and the skill that satisfies it (exit 1); exit 3 when the board has no writer |
task trace |
TASK, --flow |
task, flow (null without --flow), path and steps; the Board's {at, from, to} lane changes, or with --flow that machine's {at, event, state}, oldest first; an unknown flow exits 4, a task never seen has an empty path |
machine list |
machines: each {name, states, tasks} with its state ids and its live task count |
|
machine show |
NAME |
name, states (each {id, name, initial, final, count, tasks}) and transitions; an unknown machine exits 4 and names those drawn |
machine validate |
PATH... |
ok and machines: each {path, ok, errors}, an error {file, line, message} (line is null when the compiler cannot place it); exit 1 when any file is refused. A guard or action name is taken as the adapter's to register |
machine import mermaid |
SOURCE, --out |
written: the new file, by default .starpulse/machines/<name>.yaml; an existing file is refused (exit 1), a missing source is exit 4 |
runs list |
runs: each workflow as {workflow, status, raw, run_id, started_at, finished_at} with workflow <instance>/<workflow>, and error, the runs adapters' error or null |
|
runs start |
WORKFLOW |
workflow and run_id: starts <instance>/<workflow> through the server's Run now path, so only a workflow in the instance's run_safe starts and only from the loopback or private network, as JSON with no foreign Origin (exit 1 when refused); an instance with no start exits 3, a workflow outside run_safe exits 4 |
watch |
--machine, --task |
one line per change after the connect snapshot, {event, data} with event task, move, pulls, claim or dags and data the server's delta; --machine keeps that machine's changes (board takes task, pulls and claim), --task that task's, and either drops dags; an unknown machine exits 4, the server ending the stream exits 3, and an interrupt exits 0 |
analytics health |
--hours, --stuck-hours |
now, window_s, stuck_after_s, states, throughput, stuck and warnings, below |
config check |
--config |
ok, file, unknown_keys, errors and config, the effective config with every default filled in (null when it does not load); exit 1 when it does not load |
demo |
--out, --mockup, --server |
written: the HTML file; it reads the server's snapshot, or a design mockup directory with --mockup |
doctor |
--config |
ok and checks: each {check, status, reason}, status pass or fail; exit 1 when any fails |
skills list |
--user |
scope and skills: each {name, description, claude, codex}, each harness absent, installed, outdated or modified |
skills install |
--claude, --codex, --user, --force |
scope and installed: each {harness, skill, path, was}; exit 1 when a copy was modified since install |
help --agent |
exit_codes and verbs |
analytics health reads GET /api/analytics/health[?hours=N][&stuck_hours=N] (a window of 168 hours and a stuck
threshold of 24 by default), the Board's flow health from the history's lane changes. states lists each Board state
with wip, the tasks in it now, and for a state that is not final the visits, mean_s and max_s of the stays that
ended inside the window or are still going, open of them: a task still in its state counts to now, so its stay is
flagged rather than left out. throughput is {count, per_day}, the entries into a final state in the window.
stuck lists each task whose current stay in a state that is neither the first nor a final one has lasted
stuck_hours or longer, longest first, each {task, state, since, dwell_s, counted_to_now}. warnings carry each
gap the history recorded (kind gap: entries trimmed before it read them, so counts may miss them) and each lane
the Board machine has no state for. History starts at a task's first recorded lane change, so a stay before it is not
counted. The endpoint is 400 for an hours or stuck_hours that is no positive number, and 501 when the history
(a board adapter's own) does not list every task's lane changes through lane_rows() and gaps().
A move carries the actor that makes it. The machine YAML names, per event, who fires it (writers), and each move
the server offers lists them as writers; POST /api/move takes {task, to, actor} with actor operator when
absent, which is what the page sends. The server refuses an actor outside the event's writers before the board
writer is asked, so a move declared for operator alone (sending an In Progress task back to Ready) is refused to
starpulse task move, which always moves as agent. A board adapter's writer receives that actor as its third
argument: writer(task, status, actor). /api/move is unauthenticated on the LAN, so this stops an agent's
accident, not an adversary.
A move may also name the mover's session: POST /api/move takes {task, to, actor, session}, and starpulse task move
sends --session, else STARPULSE_SESSION. A move that names one calls the writer with it as a fourth argument,
writer(task, status, actor, session); one that names none calls it with three, so a writer written before sessions
keeps working. The writer records the session as the task's holder when the move is a claim, BoardTask.holder
carries it back, and a Written.advice string rides in the move's answer (advice in the CLI document, empty when
the writer has none). The native and Backlog.md adapters' writers record the holder as a **Holder:** <session> line in the
task's notes, in the same edit as the In Progress status, because the Backlog CLI drops a frontmatter key it
does not know.
doctor runs every check even when one fails, so one call names every fault. The checks: config (the config file
loads), server (it answers /api/snapshot), adapter:board and one adapter:<name> per [[runs]] instance (it is
producing: the Board is read, the instance lists workflows and reports no error), and gh (installed and logged in,
which the pull request reader needs).
skills reads no server. The package bundles four skills: operating-starpulse-board (what to work next, why a task
cannot move, moving it), authoring-starpulse-machines (machine YAML, writers, guards, subflows, machine validate
and machine import mermaid), writing-starpulse-adapters (the board, machine-events and runs contracts, the adapter
kit, emit) and setting-up-starpulse (starting the server, config, doctor), and skills install
copies them to .claude/skills (--claude) or .agents/skills (--codex) in the working directory, or with --user
to ~/.claude/skills or ~/.agents/skills. An install records what it wrote, so a copy you edited afterwards is
refused (exit 1) until you pass --force, while one the package has since updated is replaced; skills list reports
which of the four each copy is.
waiting_on is the dependencies not yet completed. prs are the task's pull request links, each with the checks,
merged state and open review threads the server last read when it has them.
Configure
starpulse serve --config starpulse.toml reads one TOML file; starpulse.toml in the working directory is read
when it exists. Database credentials never go in it: they come from the driver's environment, such as PGPASSWORD.
The default SQLite store must be on a local disk because WAL mode does not work on network filesystems such as NFS
or SMB. When the project or config lives on network storage, set database_url to a Postgres database instead.
# The tracker's web address: a task links to `<tracker_url>/tasks/<id>`. Unset, it opens in the page's own Kanban.
tracker_url = "https://tracker.example.com"
# History in Postgres instead of SQLite; install the extra with `uvx --from 'starpulse[postgres]' starpulse serve`.
database_url = "postgresql+psycopg://db.example.com/starpulse"
# The board adapter: a module under `starpulse`, or the dotted path of one an installed package provides.
# The rest of the table is that adapter's settings.
# With no [board] table the view draws its own Markdown board, `type = "native"`:
[board]
type = "native"
# path = ".starpulse/board" # the board's directory, relative to this file; created empty when absent
# machine = "board.yaml" # a machine file for the Board: its transitions and `writers` decide which moves are offered, and to whom
# To draw a Backlog.md project instead:
# [board]
# type = "upstream_backlog"
# path = "backlog" # the project's backlog/ directory, relative to this file
# command = "backlog" # the Backlog.md CLI that writes a move (`backlog task edit <id> -s <status>`)
# machine = "board.yaml" # as above
# One instance of a runs adapter, a module under `starpulse` or the dotted path of one an installed package provides
# (it offers `start(url)` and `follow(url, runs, log)`); its workflows are drawn as `<name>/<workflow>`.
[[runs]]
name = "dagu"
type = "dagu"
url = "http://dagu.example.com:8080"
run_safe = ["nightly"] # the workflows the page's Run now may start
domains = { Data = ["nightly", "etl"] } # how the page groups this instance's workflows
token_env = "DAGU_INGEST_TOKEN" # the environment variable holding the token `POST /api/runs/events` accepts for
# this instance; the token never goes in this file; omit the key and the instance takes no pushed events
GitHub Actions
type = "github_actions" reads one repository's workflows: each active workflow file is a workflow named for the file
(ci.yml), its jobs are the steps (waiting on their needs), and a job a run took once also lists its steps. A run's
status and conclusion become StarPulse's statuses (queued, running, succeeded, failed, aborted,
skipped) and GitHub's own label stays in raw; a label the mapping lacks is an error, never a failure.
[[runs]]
name = "gh"
type = "github_actions"
url = "https://github.com/trantor-org/starpulse" # or `owner/name`
run_safe = ["ui-preview.yml"]
- Credentials come from the environment:
GITHUB_TOKENorGH_TOKEN(read andactions: writeon the repository), andGITHUB_API_URLfor GitHub Enterprise Server. Without a token the repository is still read, at GitHub's lower unauthenticated rate limit, and nothing starts. - Run now dispatches the workflow on the default branch (
workflow_dispatch) and answers its run id. It is drawn only on arun_safeworkflow whose file declaresworkflow_dispatch; any other workflow is refused. - Events. The repository is listed every 60 s. A
workflow_runwebhook, mapped withstarpulse.github_actions.workflow_run_entryand sent to the ingest (orstarpulse emit), reads that workflow again at once.
Run a hub
starpulse serve --hub serves the same package from a Postgres history, for a hub that instances forward to.
Install the hub extras (uvx --from 'starpulse[hub]' starpulse serve --hub) and set database_url to a Postgres
database in the config; a config with none, or with a SQLite URL, is refused before anything starts. The hub brings
the database's schema to the latest revision on every start: the history tables are versioned with the package by
Alembic (starpulse/migrations, revisions recorded in starpulse_alembic_version), so upgrading the package and
restarting upgrades the schema. An instance without --hub keeps its SQLite file and never imports the hub extras.
Write a board adapter
A board adapter connects StarPulse to a tracker. It is a module with a board(settings, base) function that
returns a starpulse.board.Board: settings is the rest of the [board] table and base is the config file's
directory. The Board says:
- which lifecycle machines the page draws (
machines), - how the tracker's tasks reach the page (
start, which feeds each task as it changes, andkeys, the task keys it recognizes), - and optionally a
writer(task, status, actor)for moves made on the page or by an agent (each task'smovesmay list thewritersthe machine declares per event), anassignfor assignee changes, aread,editandarchivefor the full task record and guarded edits and archives (editneedsread; the snapshot'scapabilitiessays which the board has), acreate(title, details)that makes a task in the board's starting lane with the details the page filled (description, priority, labels, milestone, assignee, dependencies, acceptance criteria) and answers with its id (POST /api/tasks;capabilities.create), and its ownhistory.
starpulse.native, the default, keeps tasks as Markdown files under .starpulse/board/ and writes moves,
assignee changes and new tasks to them in Python, and reads a task's full record (priority, description, acceptance
criteria, plan, notes and definition of done) back for the task view; it offers no edit or archive yet. starpulse.upstream_backlog is the reference adapter for a tracker with its own
writer: it polls a Backlog.md project's Markdown files, takes
the machine from the project's own statuses (any lane reaches any other, unless machine names a machine file
whose states are those lanes and whose writers reserve a move to an actor, such as operator), and writes moves
with the backlog CLI, answering a failed write with the CLI's output. An adapter with a writer subclasses
BoardAdapterKit with writer set, and the kit then checks that a move the operator may make is written and one
the machine leaves to the operator is refused to the agent. Name your module in [board] type and StarPulse imports it.
Public surface
What a release keeps compatible; a minor 0.y release may break it, and its notes say so. Everything else in the package is
internal and can change in any release.
- The
starpulsecommand line: its verbs, their JSON output and their exit codes. - The documented entry point
python -m starpulse.claude_code. - The config file's keys and the machine YAML with its JSON Schema (
machine.schema.json).
The modules an adapter may import, each exporting exactly the names in its __all__:
starpulse.board: the board adapter seam (Board,Writtenand the writer and task protocols).starpulse.board_feed: the feed a board adapter places tasks on (BoardFeed) and what following a stream needs of it.starpulse.contracts: the board, machine-event and runs records, their JSON Schemas, andRunsSink.starpulse.adapter_kit: the test kit an adapter author runs against their adapter, and the helpers that serve it.starpulse.machine_definition: loading and validating a machine, and theRegistryof guards and actions.starpulse.snapshot: how a machine is described to the page, and how its workflows are named.starpulse.history: the history a board adapter may keep itself, and placing a task's events on a machine.starpulse.event_log: the database event log producers append to and readers tail.starpulse.config: loading the config file, and the runs adapter atypenames.starpulse.harnesses: loading the harness file, the tiers and efforts an agent profile names.starpulse.mermaid_import: drafting a machine definition from a Mermaid state diagram.starpulse.otlp: decoding Claude Code's OpenTelemetry log export.
A package test pins this list and each module's names, so adding or removing one is a reviewed change.
Develop
git clone https://github.com/trantor-org/starpulse && cd starpulse
uv sync
pnpm --dir starpulse/web install && pnpm --dir starpulse/web build # the page, built into starpulse/static
uv run starpulse serve
uv run pytest runs the suite with Python alone. When Docker or Podman is available, it also runs the Postgres-backed
integration cases; otherwise those cases are skipped. uv sync --no-group hub installs without the hub extras, as an IC
instance runs, and the suite then skips the Postgres and hub cases.
pnpm --dir starpulse/web run check typechecks, lints, tests and builds the page.
bench/ holds the hub-ingest and instance event-log benchmarks.
design/ is the design mockup, a static page over a saved snapshot (data.js); view it with
uv run python -m http.server 8781 --directory design, and uv run python -m starpulse.demo --mockup design --out mockup.html writes it as one scrubbed file. A pull request that changes the page (starpulse/web/**), the mockup or
the preview itself gets one UI-preview comment from
.github/workflows/ui-preview.yml: screenshots of each changed surface's
scrubbed demo, built by ci/ui_preview.py against the demo config
ci/preview.toml, with the demos published to trantor-org/starpulse-demo under pr-<N>/
while the pull request is open. The preview is review context and never gates the pull request. A push to main
that touches the same paths republishes both demos under main/, the live demo linked above.
Contributing
Open an issue for a bug, a feature or a question. Pull requests come from collaborators; CONTRIBUTING.md has how both work.
Releases
StarPulse is versioned 0.y.z until its interfaces settle: a minor version can break the config file, the
adapter contract or the command line, and a patch release never does. Each release is a
GitHub Release whose notes list the pull requests it
contains, published to PyPI as starpulse.
License
MIT; see LICENSE.
Metadata
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