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ce-product-pulse

everyinc/compound-engineering-plugin

Generate time-windowed product pulse reports from configured signals.

What is ce-product-pulse?

ce-product-pulse queries product data sources (analytics, tracing, databases) over a specified time window and produces a compact, single-page report covering usage, performance, errors, and followups. Use it to get a founder's-eye view of product health without hardcoded thresholds or alerting.

  • Queries configured data sources (analytics, tracing, optional read-only database) for a given lookback window
  • Generates 30–40 line reports covering usage, performance, errors, and key followups
  • Saves reports to `<root>/pulse-reports/` with timestamps; shows headlines and top followups in chat
  • Applies 15-minute trailing buffer to account for ingestion lag in data sources
  • Excludes PII (user emails, account IDs, message content) from saved reports
  • Supports custom lookback windows (24h, 7d, 1h, etc.) with 24h default

How to install ce-product-pulse

npx skills add https://github.com/everyinc/compound-engineering-plugin --skill ce-product-pulse
Prerequisites
  • Git repository with `.compound-engineering/config.yaml` or `.compound-engineering/config.local.yaml`
  • At least one configured data source: analytics platform, tracing tool, or read-only database connection
  • Read-only database credentials if using database sources (read-write credentials are refused)
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How to use ce-product-pulse

  1. 1.Run `npx skills add https://github.com/everyinc/compound-engineering-plugin --skill ce-product-pulse` to install
  2. 2.On first run, answer the setup interview to configure product name and data sources (read `references/setup.md` for details)
  3. 3.Invoke with a lookback window argument: `ce-product-pulse 24h` (or `7d`, `1h`, etc.); defaults to `24h` if omitted
  4. 4.Review the report headlines and top followups shown in chat, then open the full report at `<root>/pulse-reports/YYYY-MM-DD_HH-MM.md`
  5. 5.Optionally set up recurring runs via the scheduling primitive mentioned after Phase 3

Use cases

Good for
  • Launch monitoring: run with `1h` window immediately after shipping to catch early errors and usage patterns
  • Daily standup: generate a `24h` pulse to review overnight activity and performance metrics
  • Weekly review: run with `7d` window to spot trends and recurring issues across the week
  • Post-incident triage: query a specific time window around an incident to correlate signals
  • Ongoing health check: schedule recurring pulses (daily, weekly) to maintain a timeline of product state
Who it's for
  • Founders and product leads reviewing product health at a glance
  • Engineering teams doing post-launch or post-incident reviews
  • DevOps and SRE roles monitoring performance and error trends
  • Product managers tracking usage patterns and user engagement

ce-product-pulse FAQ

Can I use a read-write database connection?

No. The skill refuses read-write credentials during setup and only accepts read-only database connections to prevent accidental mutations.

What happens if my data sources have ingestion lag?

The skill applies a 15-minute trailing buffer to the query window's upper bound, so it queries `[now - window - 15m, now - 15m]` instead of right up to `now`.

How do I change the lookback window?

Pass it as an argument when invoking: `ce-product-pulse 7d` for 7 days, `ce-product-pulse 1h` for 1 hour, etc. If omitted, it defaults to 24h or your configured default.

Will the report include user emails or account IDs?

No. The skill explicitly excludes PII (user emails, account IDs, message content) from all saved reports.

Can I set up automatic daily pulses?

Yes. After the first run, the skill mentions scheduling options. Confirm to hand off to your host's scheduling primitive for recurring runs (daily, weekly, etc.).

Full instructions (SKILL.md)

Source of truth, from everyinc/compound-engineering-plugin.


name: ce-product-pulse description: "Generate time-windowed product pulse reports from configured signals." disable-model-invocation: true argument-hint: "[lookback window, e.g. '24h', '7d', '1h'; default 24h]" allowed-tools:

  • Read
  • Write
  • Glob
  • Grep
  • Bash
  • AskUserQuestion

Product Pulse

ce-product-pulse queries the product's data sources for a given time window and produces a compact, single-page report covering usage, performance, errors, and followups. The report is saved to <root>/pulse-reports/ and the key points are shown in chat.

Done: a report of 30-40 lines exists at <root>/pulse-reports/YYYY-MM-DD_HH-MM.md, its headlines and top followup are in chat, and Phase 3 (Scheduling) has been reached.

Boundaries

  • Read-only, everywhere. The skill does not mutate the product, the database, or any external system. Its only writes are pulse settings appended to .compound-engineering/config.local.yaml (interview and opt-out writes stay on the local override) and the report file. MCP and other data-source tools are invoked read-only; if a tool offers write modes, do not use them. A database source must be a read-only connection — the interview refuses read-write credentials, and DB access is optional, since many products complete the pulse with analytics and tracing alone.
  • No PII in saved reports. No user emails, account IDs, or message content in the file written to disk.
  • Read it like a founder. No hardcoded thresholds, no default "good"/"bad" labels, no alerting: present the numbers and let the reader judge.
  • Single page. Target 30-40 lines. If a section is thin, leave it thin; if the report is getting long, cut.
  • Not a shipping log or a dashboard replacement. Shipped work lives in the issue tracker and commit history. Deep investigation still uses the native tools; this consolidates a single-page read, and every run is saved so past pulses browse as a timeline.

Interaction Method

Default to the host's blocking question tool already in the current tool list (match by capability, not by a host-specific name). Presence in the current tool list is proof the tool exists; never call a user-facing question tool to discover whether it exists. If a matching tool is listed but unloaded, use the host's tool-discovery primitive to load that capability — do not search for another host's tool name. Fall back to numbered options on the host's user-visible chat surface only when no such tool is in the list or a real question call errors. Never silently skip the question.

Ask one question at a time. Reserve multi-select for first-run configuration only.

Lookback Window

The lookback window is the time range this skill was invoked with (e.g. 24h, 7d) — present in the current prompt or conversation, whether the user gave it directly or a calling skill passed it. Common forms are trailing hours (24h, 48h, 72h), trailing days (7d, 30d), and 1h for launches.

If the argument is empty, default to pulse_lookback_default from config (resolved in Phase 0, Route by config state); if that is also unset, fall through to the hard default of 24h. If the argument is unparseable, ask the user to clarify.

Apply a 15-minute trailing buffer to the window's upper bound. Many analytics and tracing tools have ingestion lag; querying right up to now under-reports the most recent events. For a 24h window, query [now - 24h - 15m, now - 15m].

Artifact Root

This skill writes pulse reports under <root>/pulse-reports/. Resolve <root> when you first compose a <root>/ path (per the block below), never before you need it. A write to <root>/... and a read of <root>/solutions/ both count as composing a <root>/ path, so either one triggers resolution; only a run that touches no <root>/ path at all -- a scratch-only or no-repo flow -- skips it.

<!-- ce-docs-root:start -->

Resolve the CE artifact root <root> before composing any artifact path.

  • Read docs_root from <repo-root>/.compound-engineering/config.yaml only (<repo-root> = git rev-parse --show-toplevel). Do not read it from config.local.yaml. Unset -> <root> is docs, exactly as before.
  • Validate a set value: a repo-relative directory whose real, symlink-resolved path stays inside the repo and is neither the repo root nor under .git/. Otherwise stop with an error naming docs_root and the value -- never fall back to docs.
  • Use <root> as the sole artifact location: create it if absent, compose each path as <root>/<subdir> with this skill's own subdirectory, and never also read docs.
<!-- ce-docs-root:end -->

Phase 0: Route by config state

<!-- ce-config-layers:start -->

Resolve ordinary CE yaml keys from the two repo files.

  • Read <repo-root>/.compound-engineering/config.local.yaml, then config.yaml (<repo-root> = git rev-parse --show-toplevel). Missing files are skipped. Gitignore does not change resolution.
  • Win with the first active (non-commented) value. For scalars, empty is unset; an invalid value continues to the next layer, then the skill default. For lists and maps, a present key — including an empty list or map — replaces the whole key.
  • Do not use this rule for docs_root — that key is config.yaml only.
<!-- ce-config-layers:end -->

Resolve <repo-root> with git rev-parse --show-toplevel, then apply the ordinary-key rule above to the pulse_* keys. Read references/config.md whenever a pulse_* value has to be interpreted — it is the key schema and nothing else: each key, its allowed values, and its default, with an unset or invalid value taking the documented default rather than being guessed.

Routing: every run passes through Phase 2 (Run the pulse) and then Phase 3 (Scheduling). Run Phase 1 (First-run interview) first when pulse_product_name is unset after cascade (the ordinary-key rule above), when the repo root cannot be resolved, or when the argument was setup, reconfigure, or edit config. Otherwise start at Phase 2 (Run the pulse).

Phase 1: First-run interview

Read references/setup.md first; this read is required. It defines the strategy-doc seeding, the interview order and its pushback bar, the read-write database refusal, how the config is written to config.local.yaml without disturbing other keys, and the one-time scheduling offer. The questions themselves come from references/interview.md, which that file names as its own required read.

Phase 2: Run the pulse

If Phase 1 (First-run interview) ran, re-apply the ordinary-key rule (local then tracked) from the repo root using the native file-read tool before any query, to pick up edits accepted during the Phase 1 review step. Otherwise use the pulse_* values already extracted in Phase 0 (Route by config state), applying the defaults in references/config.md for anything unset.

Then read references/run.md before dispatching any query; this read is required. It defines which queries run in parallel and which run serially, the pulse_db_enabled check that decides whether database work runs, the optional quality sampling and its scoring discipline, the four report sections, and where the report is written.

Phase 3: Scheduling

Setup offers a recurring run once (references/setup.md). On later runs, mention it again lightly: if the argument was a schedule keyword (daily, hourly, weekly), say this run is ad-hoc and point at the harness's scheduling primitive; if no schedule is on file and this is the third or later run, mention once that scheduling is available. Do not nag on every run, and never schedule automatically — any handoff to a scheduling primitive requires explicit confirmation.