| name | pp-granola |
| description | Every Granola feature — plus offline SQLite cross-meeting search, attendee timelines, and a MEMO pipeline runner... Trigger phrases: `memo run for today's meetings`, `what's in granola but not yet memo'd`, `every meeting we had with trevin`, `did i run the discovery recipe`, `talk time in last week's meetings`, `calendar overlay missed meetings`, `find duplicates in meeting transcripts`, `extract granola meeting`, `use granola`, `run granola`. |
| author | Damien Stevens |
| license | Apache-2.0 |
| argument-hint | <command> [args] | install cli|mcp |
| allowed-tools | Read Bash |
| metadata | {"openclaw":{"requires":{"bins":["granola-pp-cli"]}}} |
Granola — Printing Press CLI
Prerequisites: Install the CLI
This skill drives the granola-pp-cli binary. You must verify the CLI is installed before invoking any command from this skill. If it is missing, install it first:
- Install via the Printing Press installer. It defaults binaries to
$HOME/.local/bin on macOS/Linux and %LOCALAPPDATA%\Programs\PrintingPress\bin on Windows:
npx -y @mvanhorn/printing-press-library install granola --cli-only
- Verify:
granola-pp-cli --version
- Ensure the reported install directory is on
$PATH for the agent/runtime that will invoke this skill.
If the npx install fails (no Node, offline, etc.), fall back to a direct Go install (requires Go 1.26.5 or newer):
go install github.com/mvanhorn/printing-press-library/library/productivity/granola/cmd/granola-pp-cli@latest
If --version reports "command not found" after install, the runtime cannot see the binary directory on $PATH. Do not proceed with skill commands until verification succeeds.
Two Data Paths — Read This Before Running Anything
Granola desktop keeps its data-encryption key in a macOS data-protection keychain group gated by an entitlement bound to Granola's own Apple Team ID. No third-party binary can read that key, so the encrypted desktop cache (cache-v6.json.enc), the SQLCipher store granola.db, and supabase.json.enc are all unreadable by this CLI on a current install.
That does not leave the CLI without data. Run granola-pp-cli auth login once: the CLI signs in to Granola with its own session and syncs meetings over the API, no key and no paid workspace required. You approve one browser page; after that the session refreshes silently on every command. It never touches the Granola desktop app's session or your browser's.
Three paths fill the local SQLite store:
| Path | Hydrate with | Works on a current install? |
|---|
| CLI-owned session → local store | auth login, then sync | Yes. The default answer. Meetings, titles, timestamps, attendees. |
| Granola public REST API → local store | sync-api | Yes, but only with a GRANOLA_API_KEY, which needs a Business or Enterprise workspace. |
| Desktop encrypted cache → local store | sync | Only on pre-migration builds, or on a machine holding a pre-migration storage.dek supplied through GRANOLA_SAFESTORAGE_KEY_OVERRIDE. Otherwise sync runs degraded and reports so. |
Reading already-synced data needs no credential at all. Every read command serves from the local store first and falls back to the desktop cache only when the store has no row and a cache is actually readable. Neither step makes a network call or consults a key. Credentials are only needed to fetch new data.
Capability split
Read this before telling a user their data is missing. An empty result on a migrated install usually means "not synced on this tier", not "you have none".
With a CLI-owned session (auth login), hydrated by sync:
- meetings, titles, timestamps
- attendees
- calendar events
- transcripts (full segment list)
Transcripts backfill incrementally. There is no bulk transcript endpoint, so sync fetches them one meeting at a time, newest first, up to --transcript-budget (default 250) per run. When work remains the command says so on stderr and records how many; re-run sync to continue, or pass --transcript-budget -1 to fetch all remaining in one go. Meetings that genuinely have no recording are asked about once and then skipped forever.
This matters when answering questions. Before telling a user a meeting has no transcript, check whether the backfill has reached it. sync reports transcripts_remaining in its summary; a non-zero value means "not fetched yet", not "no transcript exists". Commands that depend on transcripts (talktime, memo run, attendee brief, collect) will be thin until the backfill completes.
- recipes and panel templates —
recipes list, recipes describe
- folders and folder membership —
folder list, folder stream
Live on the same session, no sync needed:
- AI panels —
panel get, and the --panel inlining in attendee brief and folder stream
- workspaces —
workspaces list
Both read straight from the API on each call, so they need no store rows. The tradeoff is that panel get is the one read command with no local fallback at all: if the session lapses it fails hard where everything else degrades to stored data.
With a GRANOLA_API_KEY, hydrated by sync-api: everything above plus note summaries (summary_markdown).
Frozen but still readable — AI chat threads (chat list, chat get):
Chats are the one surface that cannot advance. Granola's internal API exposes no chat endpoint (seven namings probed on 7.465.0, 2026-08-03, all 404), so the threads in the store are whatever the last desktop-cache sync captured and no re-sync will add more. chat list says so in both its human and JSON output.
Read the staleness block before answering from any of this. Store-served reads carry one when the desktop cache is unreadable: refreshable tells you whether the surface can advance, last_catalog_sync_at dates refreshable surfaces like recipes, and last_cache_sync_at dates frozen ones like chats. A chat set can sit weeks behind the meetings it discusses — quote the date rather than presenting it as current.
When something in the first group is asked for on a migrated install, say the data is not reachable. Do not synthesize a panel, a recipe result, or a chat thread from transcript text.
Why auth login when Granola desktop is already signed in
Because the desktop's session is not shareable. Its token lives behind the entitlement-gated key, and the refresh tokens the desktop and your browser hold are single-use — refreshing one signs that client out. So the CLI holds a chain of its own instead of borrowing. auth login stores it under the CLI's own data directory, readable only by you; auth logout removes it. Deleting it locally does not revoke it upstream.
When to Use This CLI
Reach for granola-pp-cli when you need to answer cross-meeting questions Granola.ai’s web app and the GUI cannot — attendee timelines, MEMO pipeline state, recipes coverage gaps, calendar overlay, talk-time aggregation. It is the right tool for an agent processing transcripts in a loop, a CSM doing pre-call prep, or a consultant running a weekly retro. Pair the --json default with --select dotted paths to keep agent context lean.
When Not to Use This CLI
Do not activate this CLI for requests that require creating, updating, deleting, publishing, commenting, upvoting, inviting, ordering, sending messages, booking, purchasing, or changing remote state. This printed CLI exposes read-only commands for inspection, export, sync, and analysis.
Platform Notes
warm <id> <query> drives the Granola desktop GUI via AppleScript and is macOS-only. It prints what it would do by default; pass --launch to actually activate the app. On non-macOS hosts the command exits 0 with a "not supported" message. All other commands are cross-platform.
Unique Capabilities
These capabilities aren't available in any other tool for this API.
MEMO pipeline
-
memo run — Run the preflight → extract pipeline on one meeting or every new meeting since a timestamp, emitting the MEMO three-file artifact and an ndjson run-state ledger.
Replaces the per-meeting shell loop that drives the MEMO pipeline — one call, one ndjson stream, agent-readable.
granola-pp-cli memo run --since 24h --to ~/Documents/Dev/meeting-transcripts --json
-
memo queue — List every meeting whose transcript is in the cache but whose MEMO triple is not yet on disk.
Answers the daily question “what’s still un-MEMO’d?” without the user opening Granola at all.
granola-pp-cli memo queue --since 7d --json
Attendee intelligence
-
attendee timeline — Every meeting with a given attendee, ordered oldest→newest, with title, date, folder, and recipe-applied flag per row.
Pre-call prep in one command; surfaces the conversation arc with a single person across months of meetings.
granola-pp-cli attendee timeline alice@example.com --since 60d --json --select id,title,started_at,folder,recipes
-
attendee brief — Pulls the last N meetings with an attendee and stitches together their real cached notes plus real AI panel summaries — no synthesis.
Eliminates the click-each-meeting copy-paste that account leads do before every external call.
granola-pp-cli attendee brief alice@example.com --last 3 --panel action-items --json
Folders + recipes
-
folder stream — ndjson stream of every meeting in a Granola folder (resolved via documentLists + listRules) with notes and a named panel inlined.
Replaces the weekly retro workflow of opening a folder and copy-pasting each meeting’s summary into a spreadsheet.
granola-pp-cli folder stream client-foo --panel summary --json
-
recipes coverage — Surface meetings that did NOT have a named panel template/recipe applied within a date range.
Friday retro question “did I run the Discovery recipe on every new-prospect call?” answered in one row per gap.
granola-pp-cli recipes coverage discovery --since 14d --json
Transcript analytics
-
talktime — Per-segment-source talk-time for one meeting — microphone (you) vs system (everyone else) in minutes.
Confidence column lets you grade transcript accuracy; mic vs system split is the input to “am I talking too much” retros.
granola-pp-cli talktime 196037d9 --json
-
talktime — Lifts the per-source talk-time aggregation across N meetings since a date — who-talked-most over time.
Time-defrag retro input that no per-meeting tool can produce.
granola-pp-cli talktime --by participant --since 7d --json
Cache-native data
Both of these originate in Granola desktop's own cache. chat list reads the threads a cache sync already hydrated into the local store, so it keeps answering on a migrated install — but nothing can advance that set, and the output says so along with the last-sync timestamp. calendar overlay reads calendar events, which sync-api hydrates, so it keeps working.
-
chat list — List and dump Granola’s AI chat threads anchored to a meeting (entities.chat_thread + entities.chat_message in the cache).
Recovers the AI Q&A history a user has accumulated against a meeting — useful when chasing what you asked about an account weeks ago.
granola-pp-cli chat list 196037d9 --json
-
calendar overlay — Left-anti-join meetingsMetadata calendar events with documents.google_calendar_event to find calendared-but-not-recorded meetings.
Sarah’s Friday retro and Damien’s “what did I miss” sweep both reduce to this row-level diff.
granola-pp-cli calendar overlay --week 2026-05-11 --missed-only --json
Pipeline hygiene
-
duplicates scan — Hash (title, date-bucket, attendee-email-set) across the cache and a meeting-transcripts repo to surface duplicates at scale.
Repos accumulate near-duplicate files when meetings are re-extracted; this returns the dupe groups for cleanup.
granola-pp-cli duplicates scan --root ~/Documents/Dev/meeting-transcripts --json
-
tiptap extract — Render documents[id].notes (TipTap JSON: headings, bullet_list, list_item, bold marks, paragraph_break) to canonical markdown instead of falling back to notes_plain.
The MEMO summary file’s quality is bounded by extractor fidelity; granola.py loses sub-list hierarchy and bold runs.
granola-pp-cli tiptap extract 196037d9 --as markdown
Command Reference
This CLI exposes 35+ commands. The full tree is too long to inline; ask the CLI for the canonical list:
granola-pp-cli --help
granola-pp-cli <command> --help
granola-pp-cli agent-context --json
Quick orientation by group:
| Group | Commands | Purpose |
|---|
| MEMO pipeline | memo run, memo queue, preflight, extract | Composed three-stream pipeline; reads cache + writes MEMO triple |
| Meetings | meetings list, meetings get, meetings fetch-batch, meetings delete, meetings restore, show | List/inspect/mutate meetings (delete/restore mutate via internal API) |
| Streams | notes-show, panel get, transcript get, tiptap extract | The three streams — human notes, AI panels, transcript — addressable separately |
| Export | export, export-all | Combined three-stream markdown export, single or bulk |
| Cross-meeting analytics | attendee timeline, attendee brief, folder stream, recipes coverage, talktime, calendar overlay, stats frequency, stats duration, stats attendees, stats calendar, collect, duplicates scan, chat list, chat get | Queries no per-meeting tool can answer |
| Folders / recipes / workspaces | folders (public-API), folder list, folder stream, recipes list, recipes describe, recipes coverage, workspaces list | Granola organizational entities |
| Public-API mirrors | notes list, notes get, folders | Typed Bearer-key endpoints |
Finding the right command
When you know what you want to do but not which command does it, ask the CLI directly:
granola-pp-cli which "<capability in your own words>"
which resolves a natural-language capability query to the best matching command from this CLI's curated feature index. Exit code 0 means at least one match; exit code 2 means no confident match — fall back to --help or use a narrower query.
Recipes
Daily MEMO loop
granola-pp-cli memo run --since 24h --to ~/Documents/Dev/meeting-transcripts --json
Process every new meeting since yesterday into the MEMO triple format and yield only the new artifacts.
Pre-call attendee brief
granola-pp-cli attendee brief alice@example.com --last 3 --panel action-items --json --select meetings.title,meetings.started_at,panels.action_items
Pull the last three meetings with Trevin and only the title, date, and action-items panel content per meeting.
Friday retro — missing recipes
granola-pp-cli recipes coverage discovery --since 14d --json
Surface every new-prospect call in the last fortnight that did not have the Discovery panel applied. Omit the slug to list coverage gaps across every panel template.
Repo-wide duplicate scrub
granola-pp-cli duplicates scan --root ~/Documents/Dev/meeting-transcripts --json
Find duplicate-meeting clusters across the MEMO output repo for cleanup.
Calendar-overlay missed-meeting sweep
granola-pp-cli calendar overlay --week 2026-05-11 --missed-only --json
Calendared meetings with no Granola recording — weekly accountability check.
Auth Setup
1. Get an API key — needed only to fetch new data
API keys are created in Granola desktop → Settings → Connectors → API keys. Creating one requires a Business or Enterprise Granola workspace; personal and free workspaces cannot issue keys. Two scopes exist, personal-notes and public-notes — pick the narrowest one that covers the notes the user actually needs, which for a user reading their own meetings is personal-notes.
Export it as an environment variable:
export GRANOLA_API_KEY="grn_your_key_here"
Prefer the env var over persisting the key into ~/.config/granola-pp-cli/config.toml. Backup and dotfile-sync tooling does not reliably preserve file modes, so a key written to a config file can end up world-readable inside a synced folder.
The base URL is https://public-api.granola.ai. The list endpoints cap page_size at 30 and reject any temporal filter that is not a UTC Z timestamp; the CLI handles both, but keep it in mind if you script against the API directly.
2. Hydrate once
Run granola-pp-cli sync-api. It pages the notes list, then fetches each note's detail with its transcript and writes meetings, attendees, calendar events, summaries, folder membership, and transcript segments into the local store — the tables every read command queries. On repeat runs narrow the window with --since 7d.
The two sync paths do not clobber each other. Each clears only the rows it owns, so running sync and sync-api against the same store is safe in either order.
Transcripts get one extra guard. Granola applies transcript retention upstream, so an older meeting can come back from the API pruned to a handful of segments while this store still holds the full recording from the cache path. A sync never replaces a transcript with a smaller copy from the other source — it keeps what is stored, skips that meeting, and reports it as preserved_transcripts in the sync summary plus a warning: line naming the meetings. A path rewriting its own earlier transcript is unaffected, whatever the size change.
3. Read with no key
Once hydrated, every read command works offline with no credentials. granola-pp-cli transcript get <id> --json returns byte-identical output with and without GRANOLA_API_KEY set.
Legacy and pre-migration installs
On Granola desktop builds from before the key migration, the top-level sync command still reads the encrypted desktop cache. The first run triggers a macOS Keychain prompt for Granola Safe Storage — click "Always Allow" so later runs are silent.
The CLI is read-only against every desktop-owned token. It never rotates a refresh token it found in Granola's own storage — supabase.json, supabase.json.enc, or the stored-accounts.json fallback — because those tokens are single-use and rotating one signs the user out of Granola desktop. If a request fails with "token expired", open Granola desktop briefly to refresh, then re-run.
If you kept a copy of storage.dek from before the migration, base64-encode its 32-byte key into GRANOLA_SAFESTORAGE_KEY_OVERRIDE. The migration imported the existing key rather than generating a new one, so the old one still decrypts today's files.
Run granola-pp-cli doctor to see which paths resolve on this machine.
Troubleshooting
doctor says... | What to do |
|---|
INFO no Granola install detected | Install Granola desktop from granola.ai and sign in, or skip the desktop entirely and use the API path. |
INFO not in use (Granola pre-encryption) | A pre-encryption Granola wrote plaintext files; the CLI reads them directly. |
INFO present; run sync to authorize Keychain access | Pre-migration install: run granola-pp-cli sync and click "Always Allow" on the macOS prompt. |
OK ok | Last successful cache sync recorded. Token source and document-fetch count are in the --json output. |
ERROR last sync failed to decrypt (key_unavailable) | Read the encrypted_store_error field in the --json output. If it names an entitlement-gated keychain group, this is the upstream key migration and no Keychain approval or re-sync can fix it — switch to sync-api with an API key. Only if the message does not mention the migration is signing back into Granola desktop the right move. |
ERROR last sync failed to decrypt (decrypt_failed) | Encryption scheme may have drifted with a Granola update. File an issue with the doctor output. |
Reads return empty after a successful sync-api | Check the capability split above — panels and workspaces are cache-only and have no API source. Recipes and chat threads come from the last desktop-cache sync; if that never ran, there is nothing stored to serve. |
Agent Mode
Add --agent to any command. Expands to: --json --compact --no-input --no-color --yes.
-
Pipeable — JSON on stdout, errors on stderr
-
Filterable — --select keeps a subset of fields. Dotted paths descend into nested structures; arrays traverse element-wise. Critical for keeping context small on verbose APIs:
granola-pp-cli folders --agent --select id,name,status
-
Previewable — --dry-run shows the request without sending
-
Offline-friendly — once hydrated by sync or sync-api, every read command serves from the local SQLite store with no network call and no API key
-
Non-interactive — never prompts, every input is a flag
-
Mostly read-only — meetings delete, meetings restore, import, and warm --launch are the only commands that mutate state; every other command inspects, exports, syncs, or analyzes
Response envelope
Commands that read from the local store or the API wrap output in a provenance envelope:
{
"meta": {"source": "live" | "local", "synced_at": "...", "reason": "..."},
"results": <data>
}
Parse .results for data and .meta.source to know whether it's live or local. A human-readable N results (live) summary is printed to stderr only when stdout is a terminal — piped/agent consumers get pure JSON on stdout.
Auto-Refresh
Every command auto-refreshes the local store as its first action. You do not need to run granola-pp-cli sync before meetings list, panel get, or any other read — the CLI handles that for you on every invocation.
Two auth surfaces refresh independently:
| Surface | What runs | When it fires |
|---|
| Desktop encrypted cache | sync (cache → SQLite) | When ~/Library/Application Support/Granola/cache-v6.json.enc (or pre-encryption cache-v6.json) is present |
| Public REST API | sync-api (public-api.granola.ai → SQLite) | When GRANOLA_API_KEY is set or an access token is saved in the config file |
When both are available, both refresh routines fire (cache first, then api). When neither is configured, auto-refresh is a silent no-op and your underlying command produces its own auth error.
On a migrated install the cache leg always fails — the file is present, so the leg fires, and it reports cache=failed: <migrated-scheme reason> on stderr. That is expected, not a misconfiguration. The api leg is the one that does the work. The read itself proceeds against the store either way, because refresh failures are non-fatal.
Freshness ceiling. Neither leg pokes Granola desktop into pulling from Granola servers. The cache leg is bounded by whatever the desktop has already pulled; the api leg is bounded by what Granola's servers have already published for the note. If a meeting just ended, give it a moment before expecting a transcript.
Refresh scope. The api leg runs both stages the sync-api command runs — the note list, then the per-note detail that populates meetings, attendees, transcript_segments, and folder_memberships — but it is bounded so it can run ahead of every command: one page of notes changed since its last successful refresh, not your whole account. Run granola-pp-cli sync-api once on a new install to backfill history; auto-refresh keeps it current from there.
Provenance line. When stderr is a TTY and you are not in --agent / --json / --compact / --quiet mode, a one-liner like auto-refresh: cache=ok (1.2s, 47 rows) api=ok (820ms, 12 rows) lands on stderr after the refresh. Agent and JSON consumers see no chatter on stdout.
Failures are non-fatal. A refresh that fails prints cache=failed: <short reason> on stderr and the command proceeds against whatever data is already in the store. Run granola-pp-cli doctor to investigate persistent refresh failures.
Opt out (precedence: flag wins over env):
granola-pp-cli meetings list --no-refresh
export GRANOLA_NO_AUTO_REFRESH=1
granola-pp-cli profile save fast --no-refresh
granola-pp-cli --profile fast meetings list
Skipped commands. Auto-refresh never fires for sync, sync-api, auth*, doctor, help, version, completion, agent-context, profile*, feedback*, or which. These either do not read data or cannot operate before auth is established. agent-context --json exposes the full skip list under auto_refresh.skip_list for introspecting agents.
Agent Feedback
When you (or the agent) notice something off about this CLI, record it:
granola-pp-cli feedback "the --since flag is inclusive but docs say exclusive"
granola-pp-cli feedback --stdin < notes.txt
granola-pp-cli feedback list --json --limit 10
Entries are stored locally at ~/.granola-pp-cli/feedback.jsonl. They are never POSTed unless GRANOLA_FEEDBACK_ENDPOINT is set AND either --send is passed or GRANOLA_FEEDBACK_AUTO_SEND=true. Default behavior is local-only.
Write what surprised you, not a bug report. Short, specific, one line: that is the part that compounds.
Output Delivery
Every command accepts --deliver <sink>. The output goes to the named sink in addition to (or instead of) stdout, so agents can route command results without hand-piping. Three sinks are supported:
| Sink | Effect |
|---|
stdout | Default; write to stdout only |
file:<path> | Atomically write output to <path> (tmp + rename) |
webhook:<url> | POST the output body to the URL (application/json or application/x-ndjson when --compact) |
Unknown schemes are refused with a structured error naming the supported set. Webhook failures return non-zero and log the URL + HTTP status on stderr.
Named Profiles
A profile is a saved set of flag values, reused across invocations. Use it when a scheduled agent calls the same command every run with the same configuration - HeyGen's "Beacon" pattern.
granola-pp-cli profile save briefing --json
granola-pp-cli --profile briefing folders
granola-pp-cli profile list --json
granola-pp-cli profile show briefing
granola-pp-cli profile delete briefing --yes
Explicit flags always win over profile values; profile values win over defaults. agent-context lists all available profiles under available_profiles so introspecting agents discover them at runtime.
Exit Codes
| Code | Meaning |
|---|
| 0 | Success |
| 2 | Usage error (wrong arguments) |
| 3 | Resource not found |
| 4 | Authentication required |
| 5 | API error (upstream issue) |
| 7 | Rate limited (wait and retry) |
| 10 | Config error |
Argument Parsing
Parse $ARGUMENTS:
- Empty,
help, or --help → show granola-pp-cli --help output
- Starts with
install → ends with mcp → MCP installation; otherwise → see Prerequisites above
- Anything else → Direct Use (execute as CLI command with
--agent)
MCP Server Installation
Install the MCP binary from this CLI's published public-library entry or pre-built release, then register it:
claude mcp add granola-pp-mcp -- granola-pp-mcp
Verify: claude mcp list
Direct Use
- Check if installed:
which granola-pp-cli
If not found, offer to install (see Prerequisites at the top of this skill).
- Match the user query to the best command from the Unique Capabilities and Command Reference above.
- Execute with the
--agent flag:
granola-pp-cli <command> [subcommand] [args] --agent
- If ambiguous, drill into subcommand help:
granola-pp-cli <command> --help.