MCP Server, CLI & API Reference
Connect any MCP-compatible agent — or use the CLI directly from your terminal. One platform, two interfaces, 60+ tools across every domain in the workspace.
Schnellstart
Verbinde deinen Agent in unter 5 Minuten.
1. Personal Access Token holen
Melde dich bei Siftable an, gehe zu Einstellungen → API Tokens und erstelle ein neues Token. Tokens sind beschraenkt — du waehlst, auf welche Domains das Token zugreifen kann.
2. MCP-Client konfigurieren
Fuege Siftable zur MCP-Konfiguration deines Agents hinzu. Funktioniert mit Claude Code, Cursor, Windsurf und jedem MCP-kompatiblen Client.
{ "mcpServers": { "siftable": { "url": "https://siftable.io/api/v1/mcp/sse", "headers": { "Authorization": "Bearer sift_pat_your_token_here" } } } }
3. Verbindung ueberpruefen
Bitte deinen Agent, deine Projekte oder Aufgaben aufzulisten. Wenn Daten zurueckkommen, bist du verbunden.
# Agent calls: project_list() task_list(status: "in_progress") calendar_list_events(startDate: "2026-02-17", endDate: "2026-02-23") # Agent now has your full operational context.
CLI Installation
The Siftable CLI gives you the full command surface — 169 commands across every domain — from your terminal. Same API, same data, same permissions, plus an interactive copilot. The binary installs as sift (with siftable and the exf compatibility alias).
1. Install
npm install -g @siftable/cli # npm · current: @siftable/cli@0.5.29 bun install -g @siftable/cli # bun pnpm add -g @siftable/cli # pnpm # or run without installing npx @siftable/cli <command>
2. Authenticate
The CLI uses device flow authentication — it opens your browser, you approve, and a token is stored locally.
$ sift auth login
Your verification code: ZFMV-SBGJ
Opening browser...
If the browser didn't open, visit: https://siftable.io/app/device?code=ZFMV-SBGJ
Waiting for authorization...
Logged in successfully!
3. Run your first command
$ sift projects list NAME STATUS TASKS Siftable active 12 Marketing Site active 4 Mobile App planning 0 $ sift projects context <id> # Full project context: tasks, signals, notes, members.
Every CLI command supports --json for machine-readable output. Pipe it into jq, feed it to scripts, or let agents parse it directly.
Authentifizierung
Siftable unterstützt zwei Authentifizierungsmethoden. Verwenden Sie den Device Flow für interaktive CLI-Sitzungen oder Personal Access Tokens für MCP-Clients und CI/CD.
Gerätefluss (CLI)
Führen Sie exf auth login aus. Das CLI öffnet Ihren Browser, Sie melden sich mit Google an und bestätigen den Gerätecode. Ein PAT wird automatisch generiert und in ~/.config/exf/ gespeichert. Kein Token zum Kopieren und Einfügen.
Persönliches Zugriffs-Token (MCP & API)
Für MCP-Clients und programmatischen Zugriff erstellen Sie ein Token unter Einstellungen → API Tokens. Übergeben Sie es im Authorization-Header:
Authorization: Bearer sift_pat_your_token_here
Tokens sind auf bestimmte Bereiche beschränkt (nur Aufgaben, nur Kalender, Vollzugriff usw.). Setzen Sie für CI-Pipelines EXF_PAT als Umgebungsvariable.
$ sift auth login $ sift auth status $ sift auth logout
Token-Scopes und verfügbare Schreiboperationen hängen von Ihrer Workspace-Konfiguration und Ihrem Tarif ab. Prüfen Sie Einstellungen → API-Tokens und die Preise für die aktuellen Limits Ihres Kontos.
MCP-Verbindung
Siftable nutzt den Server-Sent Events (SSE)-Transport fuer MCP. Der Endpunkt ist:
https://siftable.io/api/v1/mcp/sse
Kompatibel mit jedem MCP-Client, der SSE-Transport unterstuetzt: Claude Code, Claude Desktop, Cursor, Windsurf, Continue und eigene Implementierungen mit dem MCP SDK.
Aufgaben
| MCP Tool | CLI | Access | Description |
|---|---|---|---|
| task_list | sift tasks list |
READ | List tasks with filters: status (inbox, next_action, in_progress, waiting_for, completed, archived), phase, project, limit. |
| task_get | sift tasks get |
READ | Get a single task with full details: description, due date, priority, project, linked code. |
| task_create | sift tasks create |
WRITE | Create a task. Accepts title, description, priority (do_now, schedule, delegate, someday), project, due date. |
| task_update | sift tasks update |
WRITE | Update task fields: title, description, status, priority, due date, project assignment. |
| task_complete | sift tasks complete |
WRITE | Mark a task as completed. |
| task_delete | sift tasks delete |
DELETE | Permanently delete a task. |
$ sift tasks list --status in_progress TITLE STATUS PRIORITY DUE Ship CLI docs in_progress do_now 2026-02-27 Fix device flow auth in_progress do_now - $ sift tasks create --title "Review PR #312" --priority do_now --json {"id":"abc-123","title":"Review PR #312","status":"inbox","priority":"do_now"}
Kalender
| MCP Tool | CLI | Access | Description |
|---|---|---|---|
| calendar_list_events | sift calendar list |
READ | List events in a date range. Returns title, start/end times, location, description. Supports limit. |
| calendar_create_event | sift calendar create |
WRITE | Create a calendar event. Requires title, startTime, endTime (ISO 8601). Optional: description, location. |
| calendar_update_event | sift calendar update |
WRITE | Update an existing event's title, times, description, or location. |
| calendar_delete_event | sift calendar delete |
DELETE | Remove an event from the calendar. |
$ sift calendar list --start 2026-02-24 --end 2026-02-28 TITLE START END LOCATION Team standup Feb 25 09:00 Feb 25 09:30 Zoom Product review Feb 26 14:00 Feb 26 15:00 Conf Room B $ sift calendar create --title "Ship CLI v0.3" \ --start 2026-02-27T10:00:00Z --end 2026-02-27T10:30:00Z
Projekte
| MCP Tool | CLI | Access | Description |
|---|---|---|---|
| project_list | sift projects list |
READ | List projects. Filter by status (planning, active, on_hold, blocked, completed). Include archived. |
| project_get_context | sift projects context |
READ | Full project context: tasks, notes, members, signals. The richest single call for understanding a project. |
| project_create | sift projects create |
WRITE | Create a project with name, summary, status, and emoji. |
| project_update | sift projects update |
WRITE | Update project name, summary, status, or emoji. |
| project_archive | sift projects archive |
WRITE | Archive a completed or inactive project. |
Wissen
| MCP Tool | CLI | Access | Description |
|---|---|---|---|
| note_search | sift notes search |
READ | Semantic + full-text search across notes. Filter by project. |
| note_list | sift notes list |
READ | List notes. Filter by type (note, concept, meeting, reference, daily, dataset) and project. |
| note_get | sift notes get |
READ | Get full note content by ID. |
| note_create | sift notes create |
WRITE | Create a note with title, markdown content, type, and optional project. |
| note_update | sift notes update |
WRITE | Update note title, content, or type. |
| note_delete | sift notes delete |
DELETE | Delete a note. |
Datasets
Structured datasets support grounded summaries, grouped analysis, ranking, bucketing, time-series work, import/export, schema changes, and record mutations from the same CLI and MCP-backed platform.
| Capability | CLI | Access | Description |
|---|---|---|---|
| Browse and inspect | sift datasets list, get, query, summarize |
READ | List datasets, inspect schema, query records, and get row-count and sample summaries. |
| Grounded analysis | sift datasets analyze, aggregate, compare |
READ | Generate natural-language insights, grouped metrics, and side-by-side segment comparisons. |
| Ranking and bucketing | sift datasets rank, bucket |
READ | Sort or score records, then bucket numeric or date fields into ranges with metrics per bucket. |
| Time series and plots | sift datasets timeseries, plot |
READ | Compute lag, pct-change, rolling windows, drawdown, or normalize plotting payloads from derived results. |
| Import and export | sift datasets import, export |
WRITE | Bring CSVs in, append to existing datasets, or export filtered results back to CSV. |
| Create and materialize | sift datasets create, materialize |
WRITE | Create datasets directly or turn a derived result into a new scratch dataset. |
| Schema and records | sift datasets schema, add, update-record, delete-record |
WRITE | Modify field definitions, add rows, update rows, and delete rows with explicit commands. |
| Derived workflows | sift datasets join, compute |
READ | Join dataset slices and compute derived fields before materializing or plotting the result. |
$ sift datasets list $ sift datasets summarize <dataset-id> $ sift datasets analyze <dataset-id> --focus-fields BMI,Outcome $ sift datasets aggregate <dataset-id> --group-by Outcome \ --metrics '[{"operation":"count","as":"rows"},{"operation":"avg","field":"BMI","as":"avg_bmi"}]' $ sift datasets compare <dataset-id> --segment-field Outcome \ --metrics '[{"operation":"avg","field":"Glucose","as":"avg_glucose"}]' $ sift datasets rank <dataset-id> --sorts '[{"field":"BMI","direction":"desc"}]' --limit 10 $ sift datasets bucket <dataset-id> --field Age --bucket-count 5 \ --metrics '[{"operation":"count","as":"rows"}]'
Kontakte
| MCP Tool | CLI | Access | Description |
|---|---|---|---|
| people_search | sift people search |
READ | Search contacts by name. Returns relationship type, company, contact info, interaction history. |
| — | sift people list |
READ | List all contacts. CLI-only convenience wrapper. |
| person_create | sift people create |
WRITE | Create a contact with name, relationship, company, and contact details. |
| person_update | sift people update |
WRITE | Update a contact's details, relationship, or company. |
| person_delete | sift people delete |
DELETE | Delete a contact. |
Codebase
Indexiere deine Repositories fuer semantische Codesuche. Siftable parst deinen Code in Symbole und Embeddings fuer schnellen Abruf.
| MCP Tool | CLI | Access | Description |
|---|---|---|---|
| codebase_list | sift codebase list |
READ | List all indexed repositories. |
| codebase_register | sift codebase register |
WRITE | Register a repository for indexing. Set root path, name, include/exclude patterns. |
| codebase_status | sift codebase status |
READ | Check indexing status for a repository. |
| codebase_index | sift codebase |
WRITE | Full index: scan and upload all files matching patterns. |
| codebase_index_incremental | sift codebase incremental |
WRITE | Git-aware incremental index. Only processes changed files since last index. |
| codebase_search | sift codebase search |
READ | Semantic code search. Filter by repository, language, symbol type (function, class, interface, type, export, impl). |
| codebase_snapshot_status | sift codebase snapshot |
READ | Get the latest index snapshot for a repository, optionally filtered by branch or materialized for download. |
| codebase_delete | sift codebase delete |
DELETE | Delete a repository and all indexed code data. |
| code_who_knows | sift code who-knows |
READ | Find developers with expertise in a code area. Based on git history and contribution patterns. |
| code_compute_expertise | sift code expertise |
WRITE | Refresh the expertise index for a repository. |
| code_history | sift code history |
READ | Get commit history. Filter by file path. |
| git_blame_symbol | sift code blame |
READ | Git blame for a file or line range. Shows who last modified each line. |
$ sift code history <repo-id> --path src/auth/service.ts $ sift code blame src/auth/service.ts --root . $ sift code expertise <repo-id> $ sift code who-knows <repo-id> src/auth $ sift code link <task-id> --repo <repo-id> --file src/auth/service.ts
Code-Gedaechtnis
Speichere und rufe Fakten ueber deine Codebase ab. Architektur-Entscheidungen, Konventionen, Fallstricke, Zustaendigkeiten — persistentes Wissen, das Sessions ueberdauert.
| MCP Tool | CLI | Access | Description |
|---|---|---|---|
| code_memory_store | sift code memory store |
WRITE | Store a fact. Categories: architecture, integration, convention, entrypoint, gotcha, ownership. Optional: file path, repository. |
| code_memory_search | sift code memory search |
READ | Semantic search over stored code facts. Filter by category or repository. |
| code_memory_list | sift code memory list |
READ | List all stored code memories. Filter by repository. |
| code_memory_delete | sift code memory delete |
DELETE | Delete a stored code memory by ID. |
Dokumente
| MCP Tool | CLI | Access | Description |
|---|---|---|---|
| upload_document | sift documents upload |
WRITE | Upload a PDF, Markdown, or text file into Knowledge. Set by file path or inline content. Auto-detects type. |
Vault
Encrypted secret storage. Store API keys, credentials, OAuth tokens, SSH keys, and sensitive notes. Values are encrypted at rest and audit-logged on read.
| MCP Tool | CLI | Access | Description |
|---|---|---|---|
| vault_create | sift vault create |
WRITE | Store a new encrypted secret. Types: env_var, credential, oauth_token, ssh_key, certificate, note. |
| vault_list | sift vault list |
READ | List vault entries (metadata only — never decrypted values). Filter by type or category. |
| vault_search | sift vault search |
READ | Search vault entries by name, slug, or description. Returns metadata only. |
| vault_update | sift vault update |
WRITE | Update vault entry metadata: name, tags, category, description. |
$ sift vault create --name "Stripe API Key" --json # Interactive prompt for sensitive payload values $ sift vault list NAME TYPE CATEGORY CREATED Stripe API Key env_var payments 2026-02-25 GitHub PAT credential devtools 2026-02-20 $ sift vault read <id> # Retired: opens no secret. Use the first-party web Vault.
Workflows
Cross-domain recipes that combine multiple tools. These patterns work identically via MCP or CLI.
Link Code to Tasks
Connect implementation work to the task that motivated it. Agents and teammates can trace why code changed.
task_create(title: "Implement device flow auth", priority: "do_now")
# ... implement the feature ...
task_link_code(taskId: "abc-123", repositoryId: "repo-456",
commitSha: "5cf5f22", filePath: "src/services/deviceAuthService.ts",
notes: "Fixed verification_uri to use /app/device")
task_complete(taskId: "abc-123")
$ sift tasks create --title "Implement device flow auth" --priority do_now $ sift code link abc-123 --repo repo-456 \ --commit 5cf5f22 --file src/services/deviceAuthService.ts $ sift tasks complete abc-123
Project Onboarding
New to a project? Pull the full context in three commands.
# 1. Get the big picture $ sift projects context <id> # 2. See what's in flight $ sift tasks list --project <id> --status in_progress # 3. Check code conventions $ sift code memory search "architecture and conventions"
End-of-Day Review
Summarize what happened today. Works great as an agent prompt or a manual check.
# Agent calls: calendar_list_events(startDate: "2026-02-26", endDate: "2026-02-26") task_list(status: "completed", limit: 20) task_list(status: "in_progress") # Agent now has: today's meetings, completed tasks, and remaining work. # It can draft a standup summary, update project status, or flag blockers.
$ sift calendar list --start 2026-02-26 --end 2026-02-26 $ sift tasks list --status completed --limit 20 --json | jq '.[] | .title' $ sift tasks list --status in_progress
Store a Debug Discovery
Found a gotcha? Store it so your future self (or your agent) doesn't rediscover it the hard way.
$ sift code memory store \ --fact "Device flow verification_uri must use /app/device (SPA path), not /device (marketing homepage)" \ --category gotcha \ --file src/services/deviceAuthService.ts
Idempotenz
Schreib-Operationen (task_create, note_create, calendar_create_event etc.) akzeptieren einen optionalen idempotencyKey-Parameter. Wenn du eine Anfrage mit demselben Key wiederholst, gibt Siftable das urspruengliche Ergebnis zurueck, statt ein Duplikat zu erstellen.
task_create(
title: "Review PR #247",
priority: "do_now",
idempotencyKey: "agent-run-42-task-pr247"
)
# Safe to retry. Same key = same result.
Berechtigungen
Tokens sind pro Domain beschraenkt. Ein Kalender-only-Token kann keine Aufgaben oder Kontakte lesen. Beschraenke deine Tokens auf den minimalen Zugriff, den dein Agent braucht.
Verfuegbare Scopes:
tasks:read/tasks:write— Task listing, CRUD, and completioncalendar:read/calendar:write— Event listing and creationprojects:read/projects:write— Project management and contextknowledge:read/knowledge:write— Notes, search, document uploadpeople:read/people:write— Contact search and CRM updateswork:read/work:write— Agent work queue itemsorg:read— Workspace org metadatamcp:*— All MCP operations (recommended for IDE and agent use)
Verfügbare Schreiboperationen hängen von Ihrem Token-Scope und dem aktuellen Workspace-Tarif ab. Überprüfen Sie das von Ihnen ausgestellte Token und die aktuelle Preisseite, bevor Sie sich in der Produktion auf Schreibvorgänge verlassen.
CLI-Befehlsreferenz
All 169 commands from @siftable/cli@0.5.29, generated from the oclif manifest so this page cannot drift from sift --help. Every command also accepts the global flags (--json, --token, --api-url, --workspace, --no-input).
Jeder Befehl unterstützt auch die globalen Flags: --json (JSON-Rohdaten), --token / SIFT_TOKEN, --api-url / SIFT_API_URL (Standard: https://siftable.io), --workspace / SIFT_WORKSPACE_ID und --no-input (deaktiviert Prompts). Destruktive Befehle erfordern --confirm oder -y.
Allgemein
Hauptbefehle und Diagnose
6 Befehle
sift capabilitiesFunktionen und Bereitschaftsstatus der Siftable CLI anzeigen
sift codebaseCodebasis indizieren (Dateien scannen und hochladen)
- Arguments
id— Repository ID- Flags
--exclude <value>— Comma-separated exclude glob patterns--include <value>— Comma-separated include glob patterns--incremental— Git-aware incremental index (changed files only)--path <value>— Absolute path to repository root
sift commandsAgentenfreundliche Befehlsthemen und Workflow-Einstiegspunkte anzeigen
sift doctorDiagnostiziere die lokale Siftable CLI-Konfiguration, ohne Secrets auszugeben
sift interactiveStarte den Siftable Terminal-Copiloten (sift interactive) – dein In-Process-KI-Assistent für Aufgaben, Arbeit, Kalender, Projekte und Personen
sift mermaidErzeuge ein Mermaid-Diagramm im Terminal (Flowchart, Sequenz, Status, Klasse, ER, C4, Architektur, Mindmap). Liest eine .mmd-Datei oder stdin
- Arguments
file— Path to a .mmd file (omit to read stdin)- Flags
--ascii— Use ASCII glyphs instead of Unicode box drawing--color <none|truecolor>— Color mode--height <value>— Fit into an exact N-row pane (pads/clips)--max-height <value>— Bound the diagram to N rows (no padding)--max-width <value>— Bound the diagram to N columns (no padding)--overflow <allow|clip|error>— What to do when the diagram exceeds the bounds--unicode— Use Unicode box drawing (default)--width <value>— Fit into an exact N-column pane (pads/clips)
Agenten
Agenten-Aliase.
6 Befehle
sift agents createErstelle ein Agenten-Alias
- Flags
--alias <value>— Stable alias slug, e.g. codex--capabilities <value>— Capabilities JSON object--hidden— Hide from normal user-visible lists--name <value>— Display name--operator <value>— Linked daemon/operator ID--permissions <value>— Default permissions JSON object--type <value>— Agent type
sift agents disableDeaktiviere ein Agenten-Alias
- Arguments
aliasrequired — Agent alias or ID
sift agents getRufe ein Agenten-Alias ab
- Arguments
aliasrequired — Agent alias or ID
sift agents listListe Agenten-Aliase auf
- Flags
--include-disabled— Include disabled aliases
sift agents updateAktualisiere ein Agenten-Alias
- Arguments
aliasrequired — Agent alias or ID- Flags
--capabilities <value>— Capabilities JSON object--hidden— Hide from normal user-visible lists--name <value>— Display name--operator <value>— Linked daemon/operator ID--permissions <value>— Default permissions JSON object--status <active|disabled>— Alias status--type <value>— Agent type--visible— Show in normal user-visible lists
sift agents workListe die einem Agenten-Alias zugewiesene Arbeit auf
- Arguments
aliasrequired — Agent alias or ID- Flags
--limit <value>— Maximum results--status <value>— Work item status
Auth
Befehle zur Authentifizierung.
3 Befehle
sift auth loginBei Siftable authentifizieren.
sift auth logoutGespeicherte Authentifizierung entfernen.
sift auth statusAuthentifizierungsstatus anzeigen.
Kalender
Kalendertermine.
4 Befehle
sift calendar createKalendertermin erstellen
- Flags
--description <value>— Event description--end <value>— End time (ISO 8601)--location <value>— Event location--start <value>— Start time (ISO 8601)--title <value>— Event title
sift calendar deleteKalendertermin löschen
- Arguments
idrequired — Event ID- Flags
-y, --yes— Skip confirmation
sift calendar listKalendertermine auflisten
- Flags
--end <value>— End date (ISO 8601)--limit <value>— Maximum number of results--start <value>— Start date (ISO 8601)
sift calendar updateEinen Kalendertermin aktualisieren
- Arguments
idrequired — Event ID- Flags
--description <value>— Event description--end <value>— End time (ISO 8601)--location <value>— Event location--start <value>— Start time (ISO 8601)--title <value>— Event title
Code
Code-Tools.
9 Befehle
sift code blameGit-Blame für eine Datei abrufen
- Arguments
filerequired — Relative file path- Flags
--root <value>— Repository root path
sift code expertiseIndex der Entwickler-Expertise für ein Repository aktualisieren
- Arguments
reporequired — Repository ID
sift code historyCommit-Historie für ein Repository abrufen
- Arguments
reporequired — Repository ID- Flags
--limit <value>— Maximum number of results--path <value>— Filter by file path
sift code linkEine Aufgabe mit Code verknüpfen (Datei, Commit oder Repository)
- Arguments
task-idrequired — Task ID- Flags
--commit <value>— Commit SHA--file <value>— File path--notes <value>— Notes about the link--repo <value>— Repository ID
sift code memory deleteEinen gespeicherten Fakt zur Codebasis löschen
- Arguments
idrequired — Memory ID- Flags
-y, --yes— Skip confirmation
sift code memory listGespeicherte Fakten zur Codebasis auflisten
- Flags
--limit <value>— Maximum number of results--repo <value>— Repository ID
sift code memory searchGespeicherte Fakten zur Codebasis suchen
- Arguments
queryrequired — Search query- Flags
--category <architecture|integration|convention|entrypoint|gotcha|ownership>— Filter by category--limit <value>— Maximum number of results--repo <value>— Repository ID
sift code memory storeEinen Fakt zur Codebasis speichern
- Flags
--category <architecture|integration|convention|entrypoint|gotcha|ownership>— Fact category--fact <value>— Fact to store (1-2 sentences)--file <value>— Related file path--repo <value>— Repository ID
sift code who-knowsExperten für einen Codebereich finden
- Arguments
reporequired — Repository IDarearequired — Path, glob, or symbol- Flags
--limit <value>— Maximum number of results
Codebasis
Code indizieren und suchen.
7 Befehle
sift codebase deleteEin Repository und alle indizierten Daten löschen
- Arguments
idrequired — Repository ID- Flags
-y, --yes— Skip confirmation
sift codebase incrementalCodebasis inkrementell indizieren (erkennt Änderungen via Git)
- Arguments
idrequired — Repository ID- Flags
--exclude <value>— Comma-separated exclude glob patterns--include <value>— Comma-separated include glob patterns--path <value>— Absolute path to repository root
sift codebase listIndizierte Repositories auflisten
sift codebase registerEine Codebasis zum Indizieren registrieren
- Flags
--auto-index— Enable automatic indexing--name <value>— Repository name--path <value>— Absolute path to repository root--project <value>— Project ID to associate
sift codebase searchSemantische Code-Suche
- Arguments
queryrequired — Search query- Flags
--language <value>— Filter by language--limit <value>— Maximum number of results--project <value>— Project ID--repo <value>— Repository ID--symbol-type <function|class|interface|type|export|impl>— Filter by symbol type
sift codebase snapshotAktuellsten Index-Snapshot für ein Repository abrufen
- Arguments
idrequired — Repository ID- Flags
--branch <value>— Filter by branch--materialize— Generate a download URL for the snapshot
sift codebase statusIndexierungsstatus für ein Repository prüfen
- Arguments
idrequired — Repository ID
Codex
Automatisierungshilfen für Codex.
1 Befehl
sift codex daily-review collectSchreibgeschützten Siftable- und lokalen Git-Kontext für tägliche Codex-Arbeits-Reviews sammeln
- Flags
--calendar-days <value>— Calendar lookahead days--limit <value>— Maximum records per source--skip-git— Skip local git summary
Datasets
Strukturierte Datensätze.
41 Befehle
sift datasets addDatensätze zu einem Dataset hinzufügen
- Arguments
idrequired — Dataset ID- Flags
--record <value>— Record as JSON object, e.g. '{"name":"Alice","age":"30"}'--records <value>— Multiple records as JSON array
sift datasets aggregateDataset-Einträge mit gruppierten Metriken aggregieren (Anzahl, Durchschnitt, Summe, Min, Max, Median, Standardabweichung, Perzentil, Verhältnis)
- Arguments
idrequired — Dataset ID- Flags
--filters <value>— JSON array of filters--group-by <value>— Comma-separated field names to group by--having <value>— JSON array of having clauses [{metric, operator, value}]--limit <value>— Max rows--metrics <value>— JSON array of metrics [{operation, field, as}]--sorts <value>— JSON array of sorts
sift datasets analyzeErzeuge fundierte Erkenntnisse in natürlicher Sprache für einen Datensatz
- Arguments
idrequired — Dataset ID- Flags
--filters <value>— JSON array of filters--focus-fields <value>— Comma-separated field names to focus analysis on--max-insights <value>— Max insights to generate--mode <descriptive|operational>— Analysis mode--signal-limit <value>— Max decision signals to return
sift datasets apply-diffWende einen gespeicherten Datensatz-Diff-Plan an
- Arguments
planrequired — Path to a local diff plan or persisted diff plan ID- Flags
--yes— Confirm applying the saved diff plan without prompting
sift datasets archiveArchiviere einen Datensatz, ohne die physische Tabelle zu löschen
- Arguments
idrequired — Dataset ID- Flags
-y, --yes— Confirm dataset archival without prompting
sift datasets bucketUnterteile ein numerisches oder Datumsfeld in Bereiche mit aggregierten Metriken pro Bucket
- Arguments
idrequired — Dataset ID- Flags
--boundaries <value>— Comma-separated boundary values (omit for auto-bucketing)--bucket-count <value>— Number of auto-buckets (default: 5)--field <value>— Field to bucket--filters <value>— JSON array of filters--metrics <value>— JSON array of metrics
sift datasets cleanupPlane oder starte die Bereinigung für Scratch-Datensätze mit Lifecycle-Tags
- Flags
--dry-run— Return a deterministic cleanup plan without deleting datasets--lifecycle <value>— Lifecycle kind to clean, e.g. scratch, benchmark, research-run--limit <value>— Maximum lifecycle datasets to inspect--now <value>— Deterministic timestamp for tests and scheduled cleanup--older-than <value>— Only include datasets older than this duration, e.g. 12h, 7d--orphaned— Include stale dataset notes that no longer have a backing dataset row--tag <value>— Lifecycle tag to clean, e.g. benchmark-y, --yes— Confirm deletion when applying cleanup with --no-dry-run
sift datasets compareVergleiche Metriken verschiedener Segmente eines kategorialen Feldes direkt nebeneinander
- Arguments
idrequired — Dataset ID- Flags
--filters <value>— JSON array of filters--limit <value>— Max segment values to compare--metrics <value>— JSON array of metrics--segment-field <value>— Categorical field to segment by--segment-values <value>— Comma-separated segment values (auto-discovers if omitted)
sift datasets computeBerechne abgeleitete Felder aus einem Datensatz oder einem früheren Ergebnis
- Arguments
id— Dataset ID- Flags
--computed-fields <value>— JSON array of computed fields, e.g. '[{"as":"spread","expression":"right.Close-left.Close"}]'--filters <value>— JSON array of filters--limit <value>— Maximum rows--order-by <value>— JSON array of order clauses--select <value>— Comma-separated fields to include--sorts <value>— JSON array of output sorts--source-result <value>— Inline JSON for a prior derived result--source-result-file <value>— Path to a JSON file containing a prior derived result
sift datasets contractZeige ein für Agenten lesbares Datensatz-Schema und den Capabilities-Contract an
- Arguments
idrequired — Dataset ID- Flags
--resolve <value>— Comma-separated semantic field references to resolve--template <value>— Validate contract against a built-in template
sift datasets createErstelle einen Datensatz
- Flags
--description <value>— Dataset description--fields <value>— Field definitions as JSON array, e.g. '[{"name":"age","type":"number"}]'--lifecycle <value>— Lifecycle kind for generated datasets, e.g. scratch, benchmark, research-run--metadata <value>— Dataset metadata as JSON object--note-id <value>— Link to an existing note--run-id <value>— Lifecycle run identifier--scratch— Shortcut for --lifecycle scratch --tags scratch--tags <value>— Comma-separated lifecycle tags--title <value>— Dataset title--ttl <value>— Lifecycle TTL duration, e.g. 12h, 7d, 30d
sift datasets dedupeFinde doppelte Datensätze per Schlüssel, ohne Daten zu verändern.
- Arguments
idrequired — Dataset ID- Flags
--key <value>— Field name used to group duplicates--limit <value>— Maximum records to scan in one bounded pass
sift datasets deleteLösche ein Dataset dauerhaft und entferne die zugehörige physische Tabelle.
- Arguments
idrequired — Dataset ID- Flags
-y, --yes— Confirm dataset deletion without prompting
sift datasets delete-recordLösche einen Datensatz aus einem Dataset.
- Arguments
idrequired — Dataset IDrecord-idrequired — Record ID- Flags
-y, --yes— Skip confirmation
sift datasets diffZeige eine Vorschau der Zeilenänderungen aus einer CSV-, JSON- oder JSONL-Datei an.
- Arguments
idrequired — Dataset ID- Flags
--batch-size <value>— Records per backend batch--from-file <value>— Path to CSV, JSON, or JSONL rows to compare--persist— Persist the diff plan in Siftable for later review/apply--save-plan <value>— Write an applyable diff plan JSON file--template <sources|people|events|claims|evidence_sources|evidence_source_fragments|evidence_claims|evidence_people|evidence_organizations|evidence_places|evidence_artifacts|evidence_events|evidence_relationships|evidence_contradictions>— Built-in template name--upsert-by <value>— Field name used to match existing rows
sift datasets diff-plans listListe gespeicherte Dataset-Diff-Pläne auf.
- Flags
--dataset-id <value>— Filter by dataset ID--limit <value>— Maximum plans to return--status <draft|validated|applied|rejected|expired>— Filter by plan status
sift datasets diff-plans showZeige einen gespeicherten Dataset-Diff-Plan an.
- Arguments
idrequired — Diff plan ID
sift datasets exportExportiere begrenzte Datensätze als CSV, JSON, JSONL oder Markdown.
- Arguments
idrequired — Dataset ID- Flags
--filters <value>— JSON array of filters--format <csv|json|jsonl|markdown>— Export format--limit <value>— Max rows to export-o, --output <value>— Output file path (writes to stdout if omitted)--sorts <value>— JSON array of sorts
sift datasets facetsZeige begrenzte Facetten-Zusammenfassungen für Dataset-Felder an.
- Arguments
idrequired — Dataset ID- Flags
--fields <value>— Comma-separated field names to facet--limit <value>— Maximum values per facet
sift datasets formula-planBerechne Formelfelder und zeige eine Vorschau der prüfbaren Dataset-Updates an.
- Arguments
idrequired — Dataset ID- Flags
--computed-fields <value>— JSON array of computed fields, e.g. '[{"as":"score","expression":"confidence * reliability"}]'--filters <value>— JSON array of filters for compute source--limit <value>— Maximum rows to compute and plan--order-by <value>— JSON array of order clauses--save-plan <value>— Write an applyable diff plan JSON file--select <value>— Comma-separated fields to include in compute source--sorts <value>— JSON array of output sorts--target-fields <value>— Comma-separated computed field names to write; defaults to every computed field alias--template <sources|people|events|claims>— Built-in template name for validation--upsert-by <value>— Field used to match rows for update
sift datasets getRufe Dataset-Details und das Schema ab.
- Arguments
idrequired — Dataset ID
sift datasets impactErklärt Datensatz-Formeln, Graphen, Ansichten, Qualität und die Auswirkungen der Materialisierung
- Arguments
idrequired — Dataset ID- Flags
--from-plan <value>— Persisted diff plan ID to inspect--operation <value>— Committed dataset operation ID to inspect
sift datasets importImportiert CSV-, JSON- oder JSONL-Zeilen in einen neuen oder bestehenden Datensatz
- Arguments
filerequired — Path to CSV, JSON, or JSONL file- Flags
--batch-size <value>— Records per backend batch--dataset-id <value>— Import into existing dataset instead of creating a new one--description <value>— Dataset description--dry-run— Validate and plan the import without writing--lifecycle <value>— Lifecycle kind for generated datasets, e.g. scratch, benchmark, research-run--metadata <value>— Dataset metadata as JSON object when creating a new dataset--run-id <value>— Lifecycle run identifier--scratch— Shortcut for --lifecycle scratch --tags scratch--tags <value>— Comma-separated lifecycle tags--template <sources|people|events|claims|evidence_sources|evidence_source_fragments|evidence_claims|evidence_people|evidence_organizations|evidence_places|evidence_artifacts|evidence_events|evidence_relationships|evidence_contradictions>— Built-in template name--title <value>— Dataset title (defaults to filename)--ttl <value>— Lifecycle TTL duration, e.g. 12h, 7d, 30d--upsert-by <value>— Field name used to update matching rows instead of creating duplicates--yes— Confirm mutating imports without prompting
sift datasets joinVerknüpft einen Datensatz mit sich selbst über Alias-Felder wie left.Close und right.Close
- Arguments
idrequired — Dataset ID- Flags
--join-keys <value>— JSON array of join keys, e.g. '[{"leftField":"Date","rightField":"Date"}]'--join-type <inner|left|right>— Join type--left-alias <value>— Left alias--left-filters <value>— JSON array of left-side filters--limit <value>— Maximum joined rows--right-alias <value>— Right alias--right-filters <value>— JSON array of right-side filters--select <value>— Comma-separated alias-scoped fields to return--sorts <value>— JSON array of sorts
sift datasets listListet Datensätze auf
- Flags
--limit <value>— Maximum number of results
sift datasets lookupSucht Datensatzeinträge anhand einer exakten Key-Value-Übereinstimmung
- Arguments
idrequired — Dataset ID- Flags
--key <value>— Field name to match--limit <value>— Maximum matching records--value <value>— Exact value to match
sift datasets materializeMaterialisiert ein abgeleitetes Ergebnis in einen neuen Scratch-Datensatz
- Flags
--description <value>— Dataset description--source-result <value>— Inline JSON for a derived result--source-result-file <value>— Path to a JSON file containing a derived result--title <value>— Title of the new dataset
sift datasets pivotErstellt eine Pivot-Zusammenfassung aus gruppierten Datensatz-Metriken
- Arguments
idrequired — Dataset ID- Flags
--cols <value>— Column field--filters <value>— JSON array of filters--limit <value>— Maximum grouped cells to request--metrics <value>— JSON metrics array; defaults to count--rows <value>— Row field
sift datasets plotValidiert und normalisiert eine leichtgewichtige Plot-Payload aus einem abgeleiteten Ergebnis
- Flags
--chart-type <line|bar|scatter>— Chart type--series-field <value>— Optional series field--source-result <value>— Inline JSON for a derived result--source-result-file <value>— Path to a JSON file containing a derived result--x-field <value>— X-axis field--y-fields <value>— Comma-separated Y-axis fields
sift datasets profileZeigt begrenzte Profilinformationen für einen Datensatz
- Arguments
idrequired — Dataset ID- Flags
--sample-limit <value>— Number of sample rows to include
sift datasets queryDatensätze aus einem Dataset abfragen
- Arguments
idrequired — Dataset ID- Flags
--cursor <value>— Pagination cursor from previous query--filters <value>— Filter conditions as JSON array, e.g. '[{"field":"status","value":"active"}]'--include-deleted— Include soft-deleted records--limit <value>— Maximum number of records--sorts <value>— Sort spec as JSON array, e.g. '[{"field":"name","direction":"asc"}]'
sift datasets rankDatensätze nach Sortierung oder gewichteter numerischer Formel ordnen
- Arguments
idrequired — Dataset ID- Flags
--filters <value>— JSON array of filters--formula <value>— JSON formula object {weights: [{field, weight}]}--limit <value>— Max rows--sorts <value>— JSON array of sorts
sift datasets reconcileZwei Datasets per Schlüssel vergleichen, ohne sie zu verändern
- Arguments
leftrequired — Left dataset IDrightrequired — Right dataset ID- Flags
--left-key <value>— Left dataset key field--limit <value>— Maximum rows to scan from each dataset--right-key <value>— Right dataset key field; defaults to --left-key
sift datasets schemaDataset-Schema bearbeiten (Felder hinzufügen, aktualisieren oder löschen)
- Arguments
idrequired — Dataset ID- Flags
--field <value>— Field definition as JSON, e.g. '{"name":"email","type":"text"}'--field-id <value>— Field ID (required for update/delete)--operation <add_field|update_field|delete_field>— Schema operation
sift datasets searchDatensätze in textähnlichen Feldern durchsuchen
- Arguments
idrequired — Dataset IDqueryrequired — Search text- Flags
--fields <value>— Comma-separated fields to search; defaults to profile columns--filters <value>— JSON array of base filters applied to every field search--limit <value>— Maximum merged records--per-field-limit <value>— Maximum records to request per searched field
sift datasets summarizeZusammenfassung eines Datasets abrufen (Zeilenanzahl, Felder, Beispielzeilen)
- Arguments
idrequired — Dataset ID
sift datasets templates listIntegrierte Dataset-Vorlagen auflisten
sift datasets templates showSchema einer integrierten Dataset-Vorlage anzeigen
- Arguments
templaterequired — Template name
sift datasets timeseriesZeitreihen eines Datasets analysieren (mit Lag, pct_change, Rolling Windows, Drawdown, Volatilität und Korrelation)
- Arguments
idrequired — Dataset ID- Flags
--date-field <value>— Date field name--filters <value>— JSON array of filters--limit <value>— Maximum output rows--metrics <value>— JSON array of metric definitions--order-direction <asc|desc>— Time ordering--pivot— Emit explicit pivoted output--segment-field <value>— Optional segment field--segment-values <value>— Comma-separated segment values--transforms <value>— JSON array of transform definitions
sift datasets update-recordAktualisiere einen Datensatz in einem Dataset
- Arguments
idrequired — Dataset IDrecord-idrequired — Record ID- Flags
--fields <value>— Field updates as JSON object, e.g. '{"status":"done"}'
sift datasets validateValidiere ein Dataset anhand einer integrierten Vorlage
- Arguments
idrequired — Dataset ID- Flags
--template <sources|people|events|claims|evidence_sources|evidence_source_fragments|evidence_claims|evidence_people|evidence_organizations|evidence_places|evidence_artifacts|evidence_events|evidence_relationships|evidence_contradictions>— Built-in template name
Dokumente
Dokument-Upload.
1 Befehl
sift documents uploadLade ein Dokument (PDF, Markdown oder Text) als Notiz hoch
- Arguments
filerequired — Path to file- Flags
--project <value>— Project ID--title <value>— Note title (defaults to filename)--type <note|concept|meeting|reference|daily|dataset>— Note type
Events
Research-Events basierend auf Timeline-Fakten.
3 Befehle
sift events attach-personFüge eine Person als Teilnehmer zu einem bestehenden Research-Event hinzu
- Arguments
eventrequired — Existing temporal fact IDpersonrequired — Person UUID to attach- Flags
--role <value>— Participant role--yes— Confirm participant attachment without prompting
sift events createErstelle einen Timeline-Fakt für ein Research-Event mit Teilnehmern
- Flags
--body <value>— Event notes/body--confidence <low|medium|high>— Confidence level--entity <value>— Participant/entity as type:uuid or type:uuid:role; repeatable--org <value>— Organization UUID participant; repeatable--person <value>— Person UUID participant; repeatable--precision <millisecond|minute|hour|day|month|year|decade|century|millennium|mega_year|era>— Temporal precision--source <value>— Source entity as type:uuid or type:uuid:role; repeatable--source-label <value>— Source/provenance label--source-note <value>— Source/provenance note--source-url <value>— Source/provenance URL--timestamp <value>— ISO timestamp--title <value>— Event title--visibility <org_public|private|restricted>— Timeline visibility--year <value>— Historical year CE--year-end <value>— Historical end year CE
sift events listTimeline-Fakten zu Forschungsereignissen auflisten
- Flags
--cursor <value>— Pagination cursor--end <value>— End boundary--entity <value>— Filter by entity ref type:uuid--limit <value>— Maximum events--order <asc|desc>— Sort order--person <value>— Filter by person UUID--q <value>— Text search query--start <value>— Start boundary
Evidence
Evidence Graph einrichten und Proof-Workflows orchestrieren.
11 Befehle
sift evidence diff applyEinen geprüften Evidence Graph Diff-Plan anwenden
- Arguments
idrequired — Persisted diff plan ID- Flags
--yes— Confirm applying the reviewed diff plan without prompting
sift evidence diff impactAuswirkungen eines gespeicherten Diff-Plans auf den Evidence Graph erklären
- Arguments
idrequired — Persisted diff plan ID, or local when using --from-file- Flags
--from-file <value>— Local diff plan JSON file to explain without API access
sift evidence diff listGespeicherte Evidence Graph Diff-Pläne auflisten
- Flags
--dataset-id <value>— Filter by evidence dataset ID--limit <value>— Maximum plans to return--project <value>— Filter locally by Evidence Graph project ID when present on plans--status <draft|validated|applied|rejected|expired>— Filter by plan status
sift evidence diff showEinen Evidence Graph Diff-Plan mit fachspezifischer Zusammenfassung anzeigen
- Arguments
idrequired — Persisted diff plan ID
sift evidence extractAgenten-Tasks zur Extraktion von Evidence Graph Kandidaten erstellen (ohne Anwendung)
- Flags
--agent <value>— Assigned agent alias--context <value>— Additional input context JSON object--context-file <value>— Additional input context JSON file--dry-run— Preview work item payload without writing--no-apply— Keep extraction in proposed/diff-first mode--pack <company-origin|family-history|investigation|compliance-evidence|account-history|codebase-history>— Evidence workflow pack--project <value>— Project ID--source-dataset <value>— Evidence sources dataset ID--targets <value>— Comma-separated extraction targets--yes— Confirm work item creation without prompting
sift evidence initEin Evidence Graph Projekt und datensatzgestützte Arbeitstabellen erstellen
- Arguments
namerequired — Evidence Graph project name- Flags
--dry-run— Preview project/dataset creation without writing--pack <company-origin|family-history|investigation|compliance-evidence|account-history|codebase-history>— Evidence workflow pack--yes— Confirm creation without prompting
sift evidence planEvidence-Graph-Workflow planen, bevor der validierte Status geschrieben wird
- Arguments
goalrequired — Evidence Graph goal- Flags
--pack <company-origin|family-history|investigation|compliance-evidence|account-history|codebase-history>— Evidence workflow pack--project <value>— Existing project ID--source-dataset <value>— Existing evidence sources dataset ID
sift evidence projectZeitachse und Beziehungsprojektion des Evidence-Graphs im Testlauf simulieren
- Flags
--dry-run— Preview projection without writing--from-file <value>— Local diff plan JSON file to project from without API access--from-plan <value>— Persisted diff plan ID to project from--pack <company-origin|family-history|investigation|compliance-evidence|account-history|codebase-history>— Evidence workflow pack--project <value>— Evidence Graph project ID
sift evidence proof reportEvidence-Graph-Prüfbericht aus einem datensatzbasierten Evidence-Paket erstellen
- Flags
--format <json|markdown>— Report format--from-file <value>— Evidence packet JSON file to report on--project <value>— Evidence Graph project ID for report metadata
sift evidence sources importQuell-Ledger-Zeilen des Evidence-Graphs in eine datensatzbasierte Quelltabelle importieren
- Arguments
filerequired — Path to CSV, JSON, or JSONL source ledger rows- Flags
--batch-size <value>— Records per backend batch--dataset-id <value>— Evidence sources dataset ID--dry-run— Validate and plan source import without writing--upsert-by <value>— Field name used to update matching source rows--yes— Confirm mutating imports without prompting
sift evidence verifyProvenienz, Review, Projektion und Zitationsinvarianten des Evidence-Graphs verifizieren
- Flags
--from-file <value>— Evidence packet JSON file to verify--project <value>— Evidence Graph project ID for report metadata
Graph
Suche im Entitätsgraphen und deren Nachbarschaften
5 Befehle
sift graph betweenErkläre einen begrenzten Pfad im Graphen zwischen zwei Entitäten
- Arguments
sourcerequired — Source entity reference as type:uuidtargetrequired — Target entity reference as type:uuid- Flags
--depth <value>— Maximum path depth, backend clamps to 1-5--frontier-limit <value>— Maximum links to inspect per path expansion, backend clamps to 1-1000
sift graph explainErkläre einen begrenzten Pfad im Graphen zwischen zwei Entitäten
- Arguments
sourcerequired — Source entity reference as type:uuidtargetrequired — Target entity reference as type:uuid- Flags
--depth <value>— Maximum path depth, backend clamps to 1-5--frontier-limit <value>— Maximum links to inspect per path expansion, backend clamps to 1-1000
sift graph neighborsZeige die lokalen Nachbarn einer Entität im Graphen
- Arguments
entityrequired — Entity reference as type:uuid- Flags
--depth <value>— Graph depth, backend clamps to 1-3--limit <value>— Maximum graph items, backend clamps to 1-200
sift graph previewVorschau einer Graph-Entität anzeigen
- Arguments
entityrequired — Entity reference as type:uuid
sift graph searchVerknüpfbare Entitäten für die Arbeit am Graphen suchen
- Arguments
queryrequired — Search query- Flags
--limit <value>— Maximum results--types <value>— Comma-separated entity types
Notizen
Wissensnotizen.
7 Befehle
sift notes bulk-deleteNotizen in der Vorschau anzeigen oder gesammelt löschen
- Flags
--archived— Filter by archived state--confirm— Execute deletion instead of preview--ids <value>— Comma-separated note IDs--title-contains <value>— Title substring filter--title-equals <value>— Exact title filter--title-starts-with <value>— Title prefix filter--type <note|concept|meeting|reference|daily|dataset>
sift notes createEine Notiz erstellen
- Flags
--content <value>— Note content (markdown)--metadata <value>— Note metadata as JSON--metadata-file <value>— Read note metadata JSON from a file--project <value>— Project ID--title <value>— Note title--type <note|concept|meeting|reference|daily|dataset>— Note type
sift notes deleteEine Notiz löschen
- Arguments
idrequired — Note ID- Flags
-y, --yes— Skip confirmation
sift notes getEine Notiz mit vollständigem Inhalt abrufen
- Arguments
idrequired — Note ID
sift notes listNotizen auflisten
- Flags
--archived— Filter by archived state--limit <value>— Maximum number of results--project <value>— Filter by project ID--title-contains <value>— Title substring filter--title-equals <value>— Exact title filter--title-starts-with <value>— Title prefix filter--type <note|concept|meeting|reference|daily|dataset>— Filter by note type
sift notes searchNotizen suchen
- Arguments
queryrequired — Search query- Flags
--limit <value>— Maximum number of results--project <value>— Filter by project ID
sift notes updateNotiz aktualisieren
- Arguments
idrequired — Note ID- Flags
--content <value>— Note content (markdown)--metadata <value>— Replace note metadata with this JSON object--metadata-file <value>— Read replacement note metadata JSON from a file--title <value>— Note title--type <note|concept|meeting|reference|daily|dataset>— Note type
Organisationen
Organisationen und Unternehmen.
5 Befehle
sift organizations bulk-deleteVorschau oder Massenlöschen von Organisationen
- Flags
--confirm— Execute deletion instead of preview--contains <value>— Name substring filter--equals <value>— Exact name filter--ids <value>— Comma-separated organization IDs--relationship <value>— Filter by relationship status--starts-with <value>— Name prefix filter--type <value>— Filter by organization type
sift organizations createOrganisation erstellen
- Flags
--domain <value>— Domain (e.g. acme.com)--industry <value>— Industry--linkedin-url <value>— LinkedIn page URL--location <value>— Location--name <value>— Organization name--notes <value>— Notes--relationship-status <value>— Relationship status (e.g. prospect, customer, partner, vendor)--type <value>— Organization type (e.g. company, nonprofit, government, school)--website <value>— Website URL
sift organizations deleteOrganisation löschen
- Arguments
idrequired — Organization ID- Flags
-y, --yes— Skip confirmation
sift organizations searchOrganisationen suchen
- Arguments
query— Optional fuzzy search query- Flags
--contains <value>— Name substring filter--equals <value>— Exact name filter--limit <value>— Maximum number of results--relationship <value>— Filter by relationship status--starts-with <value>— Name prefix filter--type <value>— Filter by organization type
sift organizations updateOrganisation aktualisieren
- Arguments
idrequired — Organization ID- Flags
--domain <value>— Domain (e.g. acme.com)--industry <value>— Industry--linkedin-url <value>— LinkedIn page URL--location <value>— Location--name <value>— Organization name--notes <value>— Notes--relationship-status <value>— Relationship status--type <value>— Organization type--website <value>— Website URL
Personen
Personen und Kontakte.
11 Befehle
sift people bulk-deleteVorschau anzeigen oder Kontakte gesammelt löschen
- Flags
--confirm— Execute deletion instead of preview--contains <value>— Name substring filter--equals <value>— Exact name filter--has-no-email— Only contacts without an email--ids <value>— Comma-separated person IDs--relationship <value>— Filter by relationshipToUser--starts-with <value>— Name prefix filter
sift people createKontakt erstellen
- Flags
--birth-year <value>— Birth year--birthday <value>— Birthday (YYYY-MM-DD)--company <value>— Company name (auto-links to organization if exists)--email <value>— Email address--estimated-age <value>— Estimated age--job-title <value>— Job title--linkedin-url <value>— LinkedIn profile URL--location <value>— Location--mbti <value>— MBTI type (e.g. INTJ, ENFP)--name <value>— Full name--notes <value>— Notes about this person--phone <value>— Phone number--relationship <value>— Relationship to user (e.g. friend, colleague, client, mentor)--website <value>— Personal website
sift people deleteKontakt löschen
- Arguments
idrequired — Person ID- Flags
-y, --yes— Skip confirmation
sift people getPersonenprofil mit Merkmalen und Beziehungen abrufen
- Arguments
idrequired — Person ID
sift people graphPersonenzentrierten Beziehungsgraphen anzeigen
- Arguments
idrequired — Person ID- Flags
--depth <value>— Relationship graph depth--include-inactive— Include inactive relationship edges
sift people kinshipVerwandtschaft oder Beziehungsgrad zwischen zwei Personen erklären
- Arguments
egoPersonIdrequired — Ego/source person IDtargetPersonIdrequired — Target person ID- Flags
--max-depth <value>— Maximum relationship depth
sift people listKontakte auflisten
- Flags
--contains <value>— Name substring filter--equals <value>— Exact name filter--has-no-email— Only contacts without an email--limit <value>— Maximum number of results--relationship <value>— Filter by relationshipToUser--starts-with <value>— Name prefix filter
sift people relateBeziehung zwischen zwei Personen erstellen oder aktualisieren
- Arguments
personAIdrequired — First person IDpersonBIdrequired — Second person ID- Flags
--dry-run— Preview the relationship payload without writing--notes <value>— Relationship notes--type <value>— Relationship type, e.g. colleague, sibling, spouse, collaborator-y, --yes— Apply without prompting
sift people searchKontakte suchen
- Arguments
queryrequired — Search query- Flags
--contains <value>— Name substring filter--equals <value>— Exact name filter--has-no-email— Only contacts without an email--limit <value>— Maximum number of results--relationship <value>— Filter by relationshipToUser--starts-with <value>— Name prefix filter
sift people timelineTimeline-Fakten einer Person auflisten
- Arguments
idrequired — Person ID- Flags
--limit <value>— Maximum facts to return--order <asc|desc>— Sort order--role <value>— Filter by entity role, comma-separated
sift people updateKontakt aktualisieren
- Arguments
idrequired — Person ID- Flags
--birth-year <value>— Birth year--birthday <value>— Birthday (YYYY-MM-DD)--company <value>— Company name--email <value>— Email address--estimated-age <value>— Estimated age--job-title <value>— Job title--linkedin-url <value>— LinkedIn profile URL--location <value>— Location--mbti <value>— MBTI type (e.g. INTJ, ENFP)--name <value>— Full name--notes <value>— Notes about this person--phone <value>— Phone number--relationship <value>— Relationship to user--website <value>— Personal website
Projekte
Projekte verwalten.
7 Befehle
sift projects archiveProjekt archivieren
- Arguments
idrequired — Project ID- Flags
-y, --yes— Skip confirmation
sift projects contextProjektkontext abrufen (Aufgaben, Notizen, Signale)
- Arguments
idrequired — Project ID
sift projects createProjekt erstellen
- Flags
--emoji <value>— Single emoji--name <value>— Project name--status <planning|active|on_hold|blocked|completed>— Project status--summary <value>— Project summary
sift projects listProjekte auflisten
- Flags
--include-archived— Include archived projects--status <planning|active|on_hold|blocked|completed>— Filter by status
sift projects planningDen kanonischen CSN-Planungs-Snapshot für ein Projekt abrufen
- Arguments
idrequired — Project ID
sift projects planning-recomputeDen kanonischen CSN-Planungs-Snapshot für ein Projekt neu berechnen
- Arguments
idrequired — Project ID
sift projects updateEin Projekt aktualisieren
- Arguments
idrequired — Project ID- Flags
--emoji <value>— Single emoji--name <value>— Project name--status <planning|active|on_hold|blocked|completed>— Project status--summary <value>— Project summary
Rezepte
Integrierte Rezepte für Recherche-Workflows.
2 Befehle
sift recipes listIntegrierte Recherche-Workflow-Rezepte auflisten
sift recipes showEin integriertes Recherche-Workflow-Rezept anzeigen
- Arguments
idrequired — Recipe ID
Research
Research-Workflows planen und orchestrieren.
4 Befehle
sift research initErstelle ein Forschungsprojekt und Standard-Datensätze
- Arguments
namerequired — Research project name- Flags
--dry-run— Preview project/dataset creation without writing--template <historical-research>— Research template--yes— Confirm creation without prompting
sift research planPlane einen deterministischen Research-Workflow, bevor du Daten schreibst.
- Arguments
goalrequired — Research goal- Flags
--project <value>— Existing project ID--source-dataset <value>— Existing sources dataset ID
sift research runErstelle deterministische Agenten-Aufgaben für ein Research-Rezept.
- Arguments
reciperequired — Research run recipe- Flags
--agent <value>— Assigned agent alias--context <value>— Additional input context JSON object--context-file <value>— Additional input context JSON file--dry-run— Preview work item payload without writing--project <value>— Project ID--source-dataset <value>— Source dataset ID--yes— Confirm work item creation without prompting
sift research statusPrüfe den Kontext deines Research-Projekts und die CLI-Bereitschaft.
- Arguments
project— Project ID
Skills
Installierbare Siftable-Skillpacks.
2 Befehle
sift skills installInstalliere ein Siftable-Skillpack in ein lokales Skills-Verzeichnis
- Arguments
idrequired — Skillpack ID- Flags
--force— Replace an existing installed skill--target <value>— Installed skills directory-y, --yes— Confirm replacing an existing skill
sift skills listListe installierbare Siftable-Skillpacks auf
Aufgaben
Menschliche Planungsaufgaben.
11 Befehle
sift tasks bulk-deleteZeige eine Vorschau an oder lösche Aufgaben gesammelt
- Flags
--confirm— Execute deletion instead of preview--done— Filter by completed state--ids <value>— Comma-separated task IDs--phase <draft|open|in_flight|review|blocked|done|cancelled>--title-contains <value>— Title substring filter--title-equals <value>— Exact title filter--title-starts-with <value>— Title prefix filter--when <now|today|soon|later>
sift tasks completeMarkiere eine Aufgabe als erledigt
- Arguments
idrequired — Task ID
sift tasks coupling-createErstelle eine CSN-Kopplungskante zwischen Aufgaben im selben Projekt
- Arguments
idrequired — Source task IDtargetrequired — Target task ID- Flags
--note <value>— Optional note--strength <value>— Coupling strength (0-1)--type <info|resource>— Coupling type
sift tasks coupling-deleteLösche eine CSN-Kopplungskante von einer Aufgabe
- Arguments
idrequired — Task IDedgeIdrequired — Coupling edge ID- Flags
-y, --yes— Skip confirmation
sift tasks coupling-listCSN-Kopplungskanten einer Aufgabe auflisten
- Arguments
idrequired — Task ID
sift tasks createMenschliche Planungsaufgabe erstellen
- Flags
--acceptance-criteria <value>— Acceptance criteria (semicolon-separated text, e.g. "tests pass; docs updated")--description <value>— Task description--due <value>— Due date (ISO 8601)--effort <trivial|small|medium|large|epic|unknown>— Effort estimate--phase <draft|open|in_flight|review|blocked|done|cancelled>— Lifecycle phase--priority <do_now|schedule|delegate|someday>— Priority level--project <value>— Project ID--scope <value>— Scope boundaries (JSON object with include/exclude arrays)--title <value>— Task title
sift tasks deleteAufgabe löschen
- Arguments
idrequired — Task ID- Flags
-y, --yes— Skip confirmation
sift tasks getDetails einer menschlichen Planungsaufgabe abrufen
- Arguments
idrequired — Task ID
sift tasks listMenschliche Planungsaufgaben auflisten
- Flags
--effort <trivial|small|medium|large|epic|unknown>— Filter by effort--limit <value>— Maximum number of results--phase <draft|open|in_flight|review|blocked|done|cancelled>— Filter by phase--project <value>— Filter by project ID--status <inbox|next_action|in_progress|waiting_for|completed|archived>— Filter by status--title-contains <value>— Title substring filter--title-equals <value>— Exact title filter--title-starts-with <value>— Title prefix filter
sift tasks planning-updateCSN-Planungsfelder einer Aufgabe aktualisieren
- Arguments
idrequired — Task ID- Flags
--cynefin-confidence <value>— Cynefin confidence (0-1)--cynefin-domain <clear|complicated|complex|chaotic|aporetic>— Cynefin domain--cynefin-rationale <value>— Why this domain fits--cynefin-source <user|assistant|classifier>— Source of the planning classification--duration-model <value>— Duration model JSON, e.g. {"kind":"point","days":2}--reversibility <value>— Reversibility score (0-1)
sift tasks updateMenschliche Planungsaufgabe aktualisieren
- Arguments
idrequired — Task ID- Flags
--acceptance-criteria <value>— Acceptance criteria (semicolon-separated text, e.g. "tests pass; docs updated")--blocked-reason <value>— Reason task is blocked--description <value>— Task description--due <value>— Due date (ISO 8601)--effort <trivial|small|medium|large|epic|unknown>— Effort estimate--phase <draft|open|in_flight|review|blocked|done|cancelled>— Lifecycle phase--priority <do_now|schedule|delegate|someday>— Priority level--project <value>— Project ID--scope <value>— Scope boundaries (JSON object with include/exclude arrays)--status <inbox|next_action|in_progress|waiting_for|completed|archived>— Task status--title <value>— Task title
Timeline
Timeline-Fakten und Narrative.
4 Befehle
sift timeline createErstelle einen selbst verfassten Timeline-Fakt
- Flags
--body <value>— Fact body or notes--confidence <low|medium|high>— Confidence level--entity <value>— Participant/entity as type:uuid or type:uuid:role; repeatable--fact-type <value>— Fact type--precision <millisecond|minute|hour|day|month|year|decade|century|millennium|mega_year|era>— Temporal precision--source-label <value>— Source/provenance label--source-note <value>— Source/provenance note--source-url <value>— Source/provenance URL--timestamp <value>— ISO timestamp--title <value>— Fact title--visibility <org_public|private|restricted>— Timeline visibility--year <value>— Historical year CE--year-end <value>— Historical end year CE
sift timeline deleteNimm einen Timeline-Fakt zurück
- Arguments
idrequired — Timeline fact ID- Flags
--yes— Confirm retraction without prompting
sift timeline listListe Timeline-Fakten mit eingegrenzten Filtern auf
- Flags
--cursor <value>— Pagination cursor--end <value>— End boundary, ISO timestamp or supported historical boundary--entity <value>— Entity filter as type:uuid--entity-role <value>— Comma-separated entity roles--fact-types <value>— Comma-separated fact types--limit <value>— Maximum items to return--order <asc|desc>— Sort order--q <value>— Text search query--source-types <value>— Comma-separated source types--start <value>— Start boundary, ISO timestamp or supported historical boundary
sift timeline narrativeErstelle eine narrative Zusammenfassung oder Erklärung für Timeline-Fakten
- Flags
--action <summarize|changed_since|led_to|what_next|cross_object>— Narrative action--entity <value>— Entity scope as type:uuid--entity-roles <value>— Comma-separated entity roles--fact-type <value>— Fact type filter--limit <value>— Maximum timeline facts to include--participant <value>— Participant filter as type:uuid--prompt <value>— Question or custom narrative prompt--q <value>— Text query filter--related-entity <value>— Related entity as type:uuid--source-type <value>— Source type filter
Vault
Vault für Secrets.
5 Befehle
sift vault createSpeichere ein neues verschlüsseltes Secret
- Flags
--category <value>— Category--description <value>— Description--name <value>— Secret name--payload <value>— JSON payload to encrypt--slug <value>— Machine-friendly identifier--tags <value>— Comma-separated tags--type <env_var|credential|oauth_token|ssh_key|certificate|note>— Entry type--url <value>— Associated URL
sift vault listListe Vault-Einträge auf (nur Metadaten)
- Flags
--category <value>— Filter by category--limit <value>— Maximum number of results--type <env_var|credential|oauth_token|ssh_key|certificate|note>— Filter by entry type
sift vault readRetired: Vault plaintext reveal is unavailable from the CLI
- Arguments
idrequired — Vault entry ID
sift vault searchSuche nach Vault-Einträgen
- Arguments
queryrequired — Search query- Flags
--limit <value>— Maximum number of results
sift vault updateAktualisiere die Metadaten eines Vault-Eintrags
- Arguments
idrequired — Vault entry ID- Flags
--category <value>— Category--description <value>— Description--name <value>— Entry name--tags <value>— Comma-separated tags--url <value>— Associated URL
Arbeit
Arbeitswarteschlange für ausführbare Agenten.
12 Befehle
sift work blockMarkiere ein Arbeitselement als blockiert
- Arguments
idrequired — Work item ID- Flags
--artifacts <value>— Artifact refs JSON array--claim-token <value>— Claim token returned by work claim--lease <value>— Lease seconds--owner <value>— Claim owner identity--reason <value>— Block or failure reason--summary <value>— Result summary--verification-results <value>— Verification evidence JSON array: [{"command","exitCode","output"?}]
sift work cancelBrich ein Arbeitselement ab
- Arguments
idrequired — Work item ID- Flags
--artifacts <value>— Artifact refs JSON array--claim-token <value>— Claim token returned by work claim--lease <value>— Lease seconds--owner <value>— Claim owner identity--reason <value>— Block or failure reason--summary <value>— Result summary--verification-results <value>— Verification evidence JSON array: [{"command","exitCode","output"?}]
sift work claimÜbernimm das nächste verfügbare Arbeitselement für ausführbare Agenten
- Arguments
id— Optional specific work item ID- Flags
--agent <value>— Agent alias to claim for--lease <value>— Lease seconds--owner <value>— Claim owner identity
sift work completeGenehmige und schließe ein Arbeitselement für ausführbare Agenten ab
- Arguments
idrequired — Work item ID- Flags
--artifacts <value>— Artifact refs JSON array--claim-token <value>— Claim token returned by work claim--lease <value>— Lease seconds--owner <value>— Claim owner identity--reason <value>— Block or failure reason--summary <value>— Result summary--verification-results <value>— Verification evidence JSON array: [{"command","exitCode","output"?}]
sift work createErstelle ein Arbeitselement für ausführbare Agenten
- Flags
--acceptance-criteria <value>— Acceptance criteria JSON array or semicolon-separated text--agent <value>— Assigned agent alias--allowed-actions <value>— Allowed actions JSON object--context <value>— Input context JSON object--project <value>— Linked project ID--prompt <value>— Agent prompt or instructions--rank <value>— Queue rank--task <value>— Parent human planning task ID--title <value>— Executable work item title--verify <value>— Verification commands separated by semicolons--write-scope <value>— Write scope JSON object
sift work failArbeitselement als fehlgeschlagen markieren
- Arguments
idrequired — Work item ID- Flags
--artifacts <value>— Artifact refs JSON array--claim-token <value>— Claim token returned by work claim--lease <value>— Lease seconds--owner <value>— Claim owner identity--reason <value>— Block or failure reason--summary <value>— Result summary--verification-results <value>— Verification evidence JSON array: [{"command","exitCode","output"?}]
sift work getDetails zu einem Agent-Arbeitselement abrufen
- Arguments
idrequired — Work item ID
sift work heartbeatLease für ein Arbeitselement verlängern
- Arguments
idrequired — Work item ID- Flags
--artifacts <value>— Artifact refs JSON array--claim-token <value>— Claim token returned by work claim--lease <value>— Lease seconds--owner <value>— Claim owner identity--reason <value>— Block or failure reason--summary <value>— Result summary--verification-results <value>— Verification evidence JSON array: [{"command","exitCode","output"?}]
sift work listArbeitselemente für ausführbare Agenten auflisten
- Flags
--agent <value>— Filter by assigned agent alias--limit <value>— Maximum results--project <value>— Filter by project ID--status <value>— Filter by status--task <value>— Filter by parent human planning task ID
sift work releaseBeanspruchtes Arbeitselement wieder in die Warteschlange freigeben
- Arguments
idrequired — Work item ID- Flags
--artifacts <value>— Artifact refs JSON array--claim-token <value>— Claim token returned by work claim--lease <value>— Lease seconds--owner <value>— Claim owner identity--reason <value>— Block or failure reason--summary <value>— Result summary--verification-results <value>— Verification evidence JSON array: [{"command","exitCode","output"?}]
sift work reviewAgent-Arbeit zur menschlichen Überprüfung markieren
- Arguments
idrequired — Work item ID- Flags
--artifacts <value>— Artifact refs JSON array--claim-token <value>— Claim token returned by work claim--lease <value>— Lease seconds--owner <value>— Claim owner identity--reason <value>— Block or failure reason--summary <value>— Result summary--verification-results <value>— Verification evidence JSON array: [{"command","exitCode","output"?}]
sift work startArbeitselement als laufend markieren
- Arguments
idrequired — Work item ID- Flags
--artifacts <value>— Artifact refs JSON array--claim-token <value>— Claim token returned by work claim--lease <value>— Lease seconds--owner <value>— Claim owner identity--reason <value>— Block or failure reason--summary <value>— Result summary--verification-results <value>— Verification evidence JSON array: [{"command","exitCode","output"?}]
sift work verifyRun the LLM verifier against a work item's acceptance criteria and record a verifier run. Promotion to verified requires passing verification-command evidence plus a verified verdict.
- Arguments
idrequired — Work item ID- Flags
--history— List prior verifier runs instead of running a new one--model <value>— Verifier model override--reps <value>— Repeated evaluations per criterion (1-8, default 3)
Worker
Lokale Runner für ausführbare Aufgaben.
1 Befehl
sift worker runÜbernimm ausführbare Aufgaben, führe einen lokalen Worker-Befehl aus und melde Artefakte, die geprüft werden müssen.
- Flags
--agent <value>— Agent alias to claim work for--command <value>— Local command to run for the claimed work item--cwd <value>— Fallback working directory for the local command--lease <value>— Lease seconds--owner <value>— Worker owner fingerprint
Interaktiver Copilot
Der Befehl sift interactive startet einen Terminal-Copilot, der chattet, Tools ausführt, Code bearbeitet, parallele Agent-Branches erzeugt, Arbeit plant und Diagramme rendert — alles direkt im Terminal, auf deinem Dateisystem und im Siftable Work Graph.
$ sift interactive
Voraussetzungen & Start
- Du benötigst Bun.
sift interactiveführt Bun neu aus; falls es nicht installiert ist, gibt escurl -fsSL https://bun.sh/install | bashaus. - Authentifizierung ist erforderlich — via
--token,SIFT_TOKENodersift auth login. - Das Brain läuft prozessintern — du musst keinen separaten Daemon starten.
- Schreibzugriffe sind auf den Workspace-Root beschränkt — das nächstgelegene übergeordnete Verzeichnis deines Startverzeichnisses, das
.gitenthält. Dies ist die Grenze, die/statusmeldet und der native Schreibpfad erzwingt.
Das Interface
The composer is a full readline-capable text area. Enter submits; Shift+Enter / Ctrl+J insert a newline; submitting while the agent is busy queues your message. !command runs via bash -lc into the transcript (a bare !cd <path> changes the session directory; output clipped to ~4000 chars). Large or structured pastes become a collapsed chip; pasted images are validated, normalized, and attached. ? on an empty composer shows hotkeys.
Slash-Befehle
Tippe /, um das Befehlsmenü zu öffnen. Versteckte Befehle kannst du weiterhin eingeben, sie erscheinen aber nicht im Menü.
| Command | Group | Description |
|---|---|---|
/help, /hotkeys, /status | Session | Command list, keyboard shortcuts, and current model/scope/queue status |
/cwd [path] | Session | Show or change the working directory (recomputes the workspace root) |
/copy [last|all|explorer] | Session | Copy the latest reply, whole transcript, or latest explorer report to the clipboard |
/clear, /quit | Session | Reset the transcript; exit |
/threads [clear], /compact | Session | Manage the persisted thread; force a context compaction (requires context compaction enabled) |
/model [id] [effort] | Model | Open the model picker or select a model and reasoning effort directly |
/codex [login|on|use|off|logout|status] | Model | Control the Codex (ChatGPT) engine; default subcommand is status |
/key <provider> <key>, /key vault <provider> | Model | Store a provider API key, or hydrate it from Siftable Vault |
/login | Model | Siftable device-code login from inside the TUI |
/explorer | Model | Configure the repo Explorer (context-gathering backend) |
/skills [name] | Skills | List discovered skills, or print one skill's body |
/branches | Branches | Open the parallel-agent branches hub |
/spawn <title> [--rw <globs>|--rw-any|--ro] | Branches | Start a child agent branch in its own git worktree with an access mode |
/merge, /rebase, /sendback, /reject | Branches | Land, replay, resume, or reject a child branch |
/work | Work | Open the work-queue hub (board of agents and items by status) |
/plan [objective | work [--apply] [--after SRC:DST] [--limit N] | view] | Work | Plan from an objective, or compute a precedence DAG over the agent work queue as a Mermaid graph |
/handoff <title> [--agent ..] [--files ..] [--acceptance ..] [--verify ..] | Work | Create a Siftable work item from the current context |
/proof <claim>, /remember <fact> --category <..> | Work | Gather code/test evidence; store durable code memory |
/crew [list|show|new|run], /collab | Crews | Manage and run multi-agent crews; show in-process collaboration sessions |
/mermaid [request|file.mmd|source], /view | Diagrams | Render Mermaid (NL request, file, or source) in the terminal; open the pannable viewer |
/theme, /sounds [on|off] | Appearance | Open the appearance picker; toggle UI sounds |
Modelle & Engines
The model picker (/model) is two-stage: choose a model, then a reasoning effort (saved to ~/.siftable/prefs.json). The catalog includes GPT-5.6 Sol, Terra, and Luna (ChatGPT plan via the Codex engine — /codex login / /codex on select Sol by default), Claude Opus 4.8 (OpenRouter or direct Anthropic with ANTHROPIC_API_KEY), Claude Sonnet 4.6 / Haiku 4.5, Gemini 3.x Flash / Flash-Lite, GPT-5.4 mini / nano, and Morph v3 Large (apply-only). Codex drives the OpenAI codex app-server sidecar (ChatGPT device-code login). All other providers route through the bundled OpenFunction agent via <PROVIDER>_API_KEY. /key vault <provider> hydrates a key from Siftable Vault behind an approval prompt; the secret is never printed or written to disk.
Repo Explorer
/explorer configures repository context gathering before a turn. Modes: auto, off, deterministic, scout, fanout, warpgrep. Pick a scout model and budget (cheap/normal/deep). warpgrep needs MORPH_API_KEY (auto-hydrated from Vault when available). Settings persist in prefs.json.
Skills
SKILL.md-Skills werden (Projekt > Benutzer > Integriert) in <root>/{.sift,.claude,.codex,.agents}/skills, ~/.claude|.codex|.agents/skills, ~/.config/sift/skills sowie den im Paket enthaltenen Skills erkannt. Der Agent kann einen Skill über ein Tool aufrufen; bis zu ~50 werden in seinem System-Prompt angeboten.
Tastenkombinationen
Overlays erfassen Tastatureingaben zuerst, daher sind Tastenkombinationen modusspezifisch.
- Enter submit (queues if busy) · Shift+Enter/Ctrl+J newline · Tab complete a lone
/foo· ↑/↓ prompt history - Esc abort turn → clear draft → deselect · Ctrl+C abort → clear → deselect → quit (never copies) · Ctrl+D quit on empty draft
- Cmd/Super+A select all · Cmd+C/Ctrl+Shift+C copy selection or latest reply · Ctrl+O Explorer diagnostics · ? hotkeys
- Approval gate: y/Enter allow once · a always · b bypass-all · n/Esc deny
Native Beschleunigung
Leistungskritische Abläufe (Kontext-Kompaktierung, Langzeit-Thread-Gedächtnis, Dateisystem-Scanning, Merge-Orchestrierung, Bildverarbeitung) laufen über native Zig-Module, die per Bun FFI geladen werden. Jedes Modul verfügt über einen entsprechenden TypeScript-Fallback. Das Paket enthält vorkompilierte Bibliotheken für macOS (Apple Silicon) und Linux (x64); andere Plattformen nutzen den Fallback. Setzen Sie SIFT_NO_NATIVE=1, um die Fallbacks zu erzwingen, und SIFT_CONTEXT_COMPACTION=1, um die Live-Anzeige der Kontext-Token sowie Thread-Persistenz und -Fortsetzung zu aktivieren.
Design & Sound
/theme bietet 10 Farbschemata (Standard: "sieve" — warmes Bernstein auf Anthrazit), gespeichert in ~/.siftable/appearance.json. /sounds schaltet UI-Sounds an oder aus (standardmäßig aus). Die Einstellung wird in ~/.siftable/sounds.json gesichert und lässt sich über SIFT_SOUNDS überschreiben.
The copilot is read-only by default; write/edit tools are scoped to the workspace root and gated by a four-way approval prompt (allow once / always / bypass-all / deny). With nothing listening, requests deny. Auto-approve environment overrides are always scrubbed at launch.
Die vollständige Referenz mit allen Slash-Befehlen, Tastenkürzeln, Umgebungsvariablen und Konfigurationsdateien findest du hier: docs/interactive.md auf GitHub.