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.
Snabbstart
Få din agent ansluten på under 5 minuter.
1. Skaffa en Personal Access Token
Logga in på Siftable, gå till Inställningar → API-token:s och skapa en ny token. Token:s är avgränsade — du väljer vilka domäner tokenen kan komma åt.
2. Konfigurera din MCP-klient
Lägg till Siftable i din agents MCP-konfiguration. Fungerar med Claude Code, Cursor, Windsurf och alla MCP-kompatibla klienter.
{ "mcpServers": { "siftable": { "url": "https://siftable.io/api/v1/mcp/sse", "headers": { "Authorization": "Bearer sift_pat_your_token_here" } } } }
3. Verifiera anslutningen
Be din agent lista dina projekt eller uppgifter. Om den returnerar data är du ansluten.
# 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.
Autentisering
Siftable stöder två autentiseringsmetoder. Använd enhetsflöde för interaktiva CLI-sessioner, eller personliga åtkomsttoken (PAT) för MCP-klienter och CI/CD.
Enhetsflöde (CLI)
Kör exf auth login. CLI:et öppnar din webbläsare, du loggar in med Google och godkänner enhetskoden. En PAT genereras och lagras automatiskt i ~/.config/exf/. Ingen token behöver kopieras och klistras in.
Personlig åtkomsttoken (MCP & API)
För MCP-klienter och programmatisk åtkomst, skapa en token i Inställningar → API-tokens. Skicka den i Authorization-headern:
Authorization: Bearer sift_pat_your_token_here
Tokens är begränsade till specifika domäner (endast uppgifter, endast kalender, full åtkomst, etc.). För CI-pipelines, ställ in EXF_PAT som en miljövariabel.
$ sift auth login $ sift auth status $ sift auth logout
Token-scopes och tillgängliga skrivoperationer beror på din arbetsytas konfiguration och plan. Kontrollera Inställningar → API-tokens och Priser för de aktuella gränserna på ditt konto.
MCP-anslutning
Siftable använder Server-Sent Events (SSE)-transport för MCP. Endpointen är:
https://siftable.io/api/v1/mcp/sse
Kompatibel med alla MCP-klienter som stödjer SSE-transport: Claude Code, Claude Desktop, Cursor, Windsurf, Continue och anpassade implementationer med MCP SDK.
Uppgifter
| 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
Projekt
| 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. |
Kunskap
| 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"}]'
Kontakter
| 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. |
Kodbas
Indexera dina repon för semantisk kodsökning. Siftable parsar din kod till symboler och embeddings för snabb sökning.
| 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
Kodminne
Lagra och hämta fakta om din kodbas. Arkitekturbeslut, konventioner, fallgropar, ägandeskap — bestående kunskap som överlever mellan sessioner.
| 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. |
Dokument
| 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
Idempotens
Skrivoperationer (task_create, note_create, calendar_create_event, osv.) accepterar en valfri idempotencyKey-parameter. Om du gör om en förfrågan med samma nyckel returnerar Siftable det ursprungliga resultatet istället för att skapa en dubblett.
task_create(
title: "Review PR #247",
priority: "do_now",
idempotencyKey: "agent-run-42-task-pr247"
)
# Safe to retry. Same key = same result.
Behörigheter
Token:s är avgränsade per domän. En kalender-token kan inte läsa uppgifter eller kontakter. Avgränsa dina token:s till den minimala åtkomst din agent behöver.
Tillgängliga scope:
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)
Tillgängliga skrivoperationer beror på ditt token-scope och din nuvarande plan för arbetsytan. Kontrollera den token du utfärdat och den aktuella prissidan innan du förlitar dig på skrivningar i produktion.
Referens för CLI-kommandon
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).
Alla kommandon accepterar även de globala flaggorna: --json (rå JSON-utdata), --token / SIFT_TOKEN, --api-url / SIFT_API_URL (standardvärde https://siftable.io), --workspace / SIFT_WORKSPACE_ID och --no-input (inaktiverar frågor). Destruktiva kommandon kräver --confirm eller -y.
Allmänt
Huvudkommandon och diagnostik.
6 kommandon
sift capabilitiesVisa funktioner och status för Siftable CLI
sift codebaseIndexera en kodbas (skanna och ladda upp filer)
- 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 commandsVisa agentvänliga kommandon och startpunkter för arbetsflöden
sift doctorFelsök din lokala konfiguration för Siftable CLI utan att visa hemligheter
sift interactiveStarta Siftables terminal-copilot (sift interactive) — en AI-assistent som körs direkt i terminalen och har koll på dina uppgifter, ditt arbete, din kalender, dina projekt och dina kontakter.
sift mermaidVisa ett Mermaid-diagram i terminalen (flödesschema, sekvens, tillstånd, klass, ER, C4, arkitektur, mindmap). Läser från en .mmd-fil eller 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)
Agenter
Agentalias.
6 kommandon
sift agents createSkapa ett agentalias
- 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 disableInaktivera ett agentalias
- Arguments
aliasrequired — Agent alias or ID
sift agents getHämta ett agentalias
- Arguments
aliasrequired — Agent alias or ID
sift agents listLista agentalias
- Flags
--include-disabled— Include disabled aliases
sift agents updateUppdatera ett agentalias
- 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 workVisa arbete som tilldelats ett agentalias
- Arguments
aliasrequired — Agent alias or ID- Flags
--limit <value>— Maximum results--status <value>— Work item status
Autentisering
Kommandon för autentisering.
3 kommandon
sift auth loginAutentisera dig mot Siftable
sift auth logoutTa bort sparad autentisering
sift auth statusVisa status för autentisering
Kalender
Kalenderhändelser.
4 kommandon
sift calendar createSkapa en kalenderhändelse
- 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 deleteTa bort en kalenderhändelse
- Arguments
idrequired — Event ID- Flags
-y, --yes— Skip confirmation
sift calendar listLista kalenderhändelser
- Flags
--end <value>— End date (ISO 8601)--limit <value>— Maximum number of results--start <value>— Start date (ISO 8601)
sift calendar updateUppdatera en kalenderhändelse
- 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
Kod
Kodverktyg.
9 kommandon
sift code blameGit blame för en fil
- Arguments
filerequired — Relative file path- Flags
--root <value>— Repository root path
sift code expertiseUppdatera index för utvecklarkompetens i ett repo
- Arguments
reporequired — Repository ID
sift code historyHämta commit-historik för ett repo
- Arguments
reporequired — Repository ID- Flags
--limit <value>— Maximum number of results--path <value>— Filter by file path
sift code linkKoppla en uppgift till kod (fil, commit eller repo)
- 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 deleteTa bort ett sparat faktum om kodbasen
- Arguments
idrequired — Memory ID- Flags
-y, --yes— Skip confirmation
sift code memory listVisa sparade fakta om kodbasen
- Flags
--limit <value>— Maximum number of results--repo <value>— Repository ID
sift code memory searchSök i sparad kodfakta
- 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 storeSpara kodfakta
- 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-knowsHitta experter på ett kodområde
- Arguments
reporequired — Repository IDarearequired — Path, glob, or symbol- Flags
--limit <value>— Maximum number of results
Kodbas
Indexering och sökning i kod.
7 kommandon
sift codebase deleteTa bort en kodbas och all indexerad data
- Arguments
idrequired — Repository ID- Flags
-y, --yes— Skip confirmation
sift codebase incrementalIndexera en kodbas inkrementellt baserat på ändrade filer i 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 listLista indexerade kodbaser
sift codebase registerRegistrera en kodbas för indexering
- 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 searchSemantisk kodsökning
- 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 snapshotHämta senaste index-snapshot för ett repo
- Arguments
idrequired — Repository ID- Flags
--branch <value>— Filter by branch--materialize— Generate a download URL for the snapshot
sift codebase statusKontrollera indexeringsstatus för ett repo
- Arguments
idrequired — Repository ID
Codex
Automatiseringshjälp för Codex.
1 kommando
sift codex daily-review collectSamla in skrivskyddad Siftable- och lokal git-kontext för Codex dagliga arbetsgenomgångar
- Flags
--calendar-days <value>— Calendar lookahead days--limit <value>— Maximum records per source--skip-git— Skip local git summary
Dataset
Strukturerade dataset.
41 kommandon
sift datasets addLägg till poster i ett dataset
- 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 aggregateAggregera poster i dataset med grupperade mätvärden (count, avg, sum, min, max, median, stddev, percentile, ratio)
- 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 analyzeSkapa faktabaserade insikter om ett dataset på naturligt språk
- 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-diffVerkställ en sparad ändringsplan för ett dataset
- 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 archiveArkivera ett dataset utan att radera den fysiska tabellen
- Arguments
idrequired — Dataset ID- Flags
-y, --yes— Confirm dataset archival without prompting
sift datasets bucketDela upp numeriska fält eller datumfält i intervall med statistik för varje grupp
- 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 cleanupPlanera eller utför rensning av temporära dataset märkta för livscykelhantering
- 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 compareJämför mätvärden sida vid sida för olika segment i ett kategorifält
- 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 computeBeräkna härledda fält från ett dataset eller tidigare beräkningar
- 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 contractVisa schema och funktionskontrakt för datasetet i ett format som agenter kan läsa
- 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 createSkapa ett dataset
- 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 dedupeHitta dubbletter i ett dataset via nyckel utan att ändra data
- 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 deleteTa bort ett dataset permanent och radera den fysiska tabellen
- Arguments
idrequired — Dataset ID- Flags
-y, --yes— Confirm dataset deletion without prompting
sift datasets delete-recordTa bort en post från ett dataset
- Arguments
idrequired — Dataset IDrecord-idrequired — Record ID- Flags
-y, --yes— Skip confirmation
sift datasets diffFörhandsgranska radändringar i ett dataset från en CSV-, JSON- eller JSONL-fil
- 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 listLista sparade diff-planer för dataset
- 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 showVisa en sparad diff-plan för ett dataset
- Arguments
idrequired — Diff plan ID
sift datasets exportExportera avgränsade poster från ett dataset som CSV, JSON, JSONL eller 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 facetsVisa avgränsade sammanfattningar av fasetter för fält i ett dataset
- Arguments
idrequired — Dataset ID- Flags
--fields <value>— Comma-separated field names to facet--limit <value>— Maximum values per facet
sift datasets formula-planBeräkna formelfält och förhandsgranska uppdateringar av datasetet
- 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 getVisa detaljer och schema för ett dataset
- Arguments
idrequired — Dataset ID
sift datasets impactFörklara påverkan på datasetets formler, grafer, vyer, kvalitet och materialisering
- Arguments
idrequired — Dataset ID- Flags
--from-plan <value>— Persisted diff plan ID to inspect--operation <value>— Committed dataset operation ID to inspect
sift datasets importImportera rader från CSV, JSON eller JSONL till ett nytt eller befintligt dataset
- 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 joinGör en join på ett dataset med sig självt via fält med alias, som left.Close och 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 listLista dataset
- Flags
--limit <value>— Maximum number of results
sift datasets lookupSlå upp poster i datasetet via exakt matchning av nyckel och värde
- Arguments
idrequired — Dataset ID- Flags
--key <value>— Field name to match--limit <value>— Maximum matching records--value <value>— Exact value to match
sift datasets materializeMaterialisera ett härlett resultat till ett nytt temporärt dataset
- 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 pivotSkapa en pivot-sammanställning av grupperade mätvärden i datasetet
- 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 plotValidera och normalisera data för en enkel graf utifrån ett härlett resultat
- 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 profileVisa begränsad profilinformation för ett dataset
- Arguments
idrequired — Dataset ID- Flags
--sample-limit <value>— Number of sample rows to include
sift datasets queryHämta poster från ett dataset
- 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 rankRangordna poster med sortering eller en viktad numerisk formel
- 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 reconcileJämför två dataset via nyckel utan att ändra på dem
- 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 schemaÄndra schemat för ett dataset (lägg till, uppdatera eller ta bort fält)
- 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 searchSök i ett datasets poster i valda textfält
- 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 summarizeVisa en sammanfattning av ett dataset (antal rader, fält, exempelrader)
- Arguments
idrequired — Dataset ID
sift datasets templates listLista inbyggda mallar för dataset
sift datasets templates showVisa schemat för en inbyggd mall
- Arguments
templaterequired — Template name
sift datasets timeseriesAnalysera tidsserier med lag, pct_change, rullande fönster, drawdown, volatilitet och 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-recordUppdatera en post i ett dataset
- Arguments
idrequired — Dataset IDrecord-idrequired — Record ID- Flags
--fields <value>— Field updates as JSON object, e.g. '{"status":"done"}'
sift datasets validateValidera ett dataset mot en inbyggd mall
- 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
Dokument
Ladda upp dokument.
1 kommando
sift documents uploadLadda upp ett dokument (PDF, Markdown eller text) som en anteckning
- 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
Händelser
Research-händelser som bygger på tidslinjefakta.
3 kommandon
sift events attach-personKoppla en person till en befintlig research-händelse
- Arguments
eventrequired — Existing temporal fact IDpersonrequired — Person UUID to attach- Flags
--role <value>— Participant role--yes— Confirm participant attachment without prompting
sift events createSkapa en research-händelse i tidslinjen med deltagare
- 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 listLista fakta i tidslinjen för forskningshändelser
- 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
Konfiguration av Evidence Graph och hantering av bevisflöden.
11 kommandon
sift evidence diff applyVerkställ en granskad diff-plan för Evidence Graph
- Arguments
idrequired — Persisted diff plan ID- Flags
--yes— Confirm applying the reviewed diff plan without prompting
sift evidence diff impactFörklara konsekvenserna i Evidence Graph för en sparad diff-plan
- 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 listLista sparade diff-planer för Evidence Graph
- 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 showVisa en diff-plan för Evidence Graph med en domänanpassad sammanfattning
- Arguments
idrequired — Persisted diff plan ID
sift evidence extractSkapa agentuppdrag för extrahering av Evidence Graph-kandidater utan att verkställa dem
- 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 initSkapa ett Evidence Graph-projekt och dataset-baserade arbetstabeller
- 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 planPlanera ett Evidence Graph-arbetsflöde innan du skriver till betrott tillstånd
- 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 projectTestkör tidslinje och relationsprojektion för Evidence Graph
- 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 reportSkapa en Evidence Graph-bevisrapport från ett dataset-baserat bevispaket
- 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 importImportera rader från en Evidence Graph-källhuvudbok till en dataset-baserad källtabell
- 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 verifyVerifiera ursprung, granskning, projektion och citationsinvarianter för Evidence Graph
- Flags
--from-file <value>— Evidence packet JSON file to verify--project <value>— Evidence Graph project ID for report metadata
Graf
Sök i entitetsgrafen och se närliggande kopplingar.
5 kommandon
sift graph betweenVisa och förklara vägen mellan två entiteter i grafen
- 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 explainVisa och förklara vägen mellan två entiteter i grafen
- 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 neighborsVisa närliggande kopplingar i grafen för en entitet
- 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 previewFörhandsgranska ett objekt i grafen
- Arguments
entityrequired — Entity reference as type:uuid
sift graph searchSök efter länkbara objekt för grafarbete
- Arguments
queryrequired — Search query- Flags
--limit <value>— Maximum results--types <value>— Comma-separated entity types
Anteckningar
Kunskapsanteckningar.
7 kommandon
sift notes bulk-deleteFörhandsgranska eller massradera anteckningar
- 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 createSkapa en anteckning
- 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 deleteRadera en anteckning
- Arguments
idrequired — Note ID- Flags
-y, --yes— Skip confirmation
sift notes getHämta en anteckning med allt innehåll
- Arguments
idrequired — Note ID
sift notes listLista anteckningar
- 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 searchSök anteckningar
- Arguments
queryrequired — Search query- Flags
--limit <value>— Maximum number of results--project <value>— Filter by project ID
sift notes updateUppdatera en anteckning
- 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
Organisationer
Organisationer och företag.
5 kommandon
sift organizations bulk-deleteFörhandsgranska eller massradera organisationer
- 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 createSkapa en organisation
- 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 deleteRadera en organisation
- Arguments
idrequired — Organization ID- Flags
-y, --yes— Skip confirmation
sift organizations searchSök organisationer
- 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 updateUppdatera en organisation
- 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
Personer
Personer och kontakter.
11 kommandon
sift people bulk-deleteFörhandsgranska eller massradera kontakter
- 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 createSkapa en kontakt
- 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 deleteRadera en kontakt
- Arguments
idrequired — Person ID- Flags
-y, --yes— Skip confirmation
sift people getHämta en personprofil med egenskaper och relationer
- Arguments
idrequired — Person ID
sift people graphVisa en personcentrerad relationsgraf
- Arguments
idrequired — Person ID- Flags
--depth <value>— Relationship graph depth--include-inactive— Include inactive relationship edges
sift people kinshipFörklara släktskap eller relationsavstånd mellan två personer
- Arguments
egoPersonIdrequired — Ego/source person IDtargetPersonIdrequired — Target person ID- Flags
--max-depth <value>— Maximum relationship depth
sift people listLista kontakter
- 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 relateSkapa eller uppdatera en relation mellan två personer
- 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 searchSök kontakter
- 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 timelineVisa tidslinjefakta för en person
- 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 updateUppdatera en kontakt
- 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
Projekt
Projekthantering.
7 kommandon
sift projects archiveArkivera ett projekt
- Arguments
idrequired — Project ID- Flags
-y, --yes— Skip confirmation
sift projects contextHämta projektkontext (uppgifter, anteckningar, signaler)
- Arguments
idrequired — Project ID
sift projects createSkapa ett projekt
- Flags
--emoji <value>— Single emoji--name <value>— Project name--status <planning|active|on_hold|blocked|completed>— Project status--summary <value>— Project summary
sift projects listLista projekt
- Flags
--include-archived— Include archived projects--status <planning|active|on_hold|blocked|completed>— Filter by status
sift projects planningHämta den kanoniska CSN-ögonblicksbilden för ett projekt
- Arguments
idrequired — Project ID
sift projects planning-recomputeBeräkna om den kanoniska CSN-ögonblicksbilden för ett projekt
- Arguments
idrequired — Project ID
sift projects updateUppdatera ett projekt
- 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
Recept
Inbyggda recept för research-flöden.
2 kommandon
sift recipes listLista inbyggda recept för research-flöden
sift recipes showVisa ett inbyggt recept för research-flöden
- Arguments
idrequired — Recipe ID
Research
Planering och orkestrering av research-arbetsflöden.
4 kommandon
sift research initSkapa ett research-projekt och standard-dataset
- 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 planPlanera ett deterministiskt research-arbetsflöde innan data skrivs
- Arguments
goalrequired — Research goal- Flags
--project <value>— Existing project ID--source-dataset <value>— Existing sources dataset ID
sift research runSkapa deterministiskt agent-arbete för ett research-recept
- 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 statusKontrollera kontext för research-projekt och om CLI är redo
- Arguments
project— Project ID
Skills
Siftable skillpacks som går att installera.
2 kommandon
sift skills installInstallera ett Siftable skillpack i en lokal mapp för skills
- 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 listVisa Siftable skillpacks som går att installera
Uppgifter
Uppgifter för mänsklig planering.
11 kommandon
sift tasks bulk-deleteFörhandsgranska eller massradera uppgifter
- 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 completeMarkera en uppgift som klar
- Arguments
idrequired — Task ID
sift tasks coupling-createSkapa en CSN-koppling mellan uppgifter i samma 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-deleteTa bort en CSN-koppling från en uppgift
- Arguments
idrequired — Task IDedgeIdrequired — Coupling edge ID- Flags
-y, --yes— Skip confirmation
sift tasks coupling-listLista CSN-kopplingar för en uppgift
- Arguments
idrequired — Task ID
sift tasks createSkapa en uppgift för mänsklig planering
- 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 deleteTa bort en uppgift
- Arguments
idrequired — Task ID- Flags
-y, --yes— Skip confirmation
sift tasks getVisa detaljer för en uppgift för mänsklig planering
- Arguments
idrequired — Task ID
sift tasks listLista uppgifter för mänsklig planering
- 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-updateUppdatera CSN-planeringsfält för en uppgift
- 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 updateUppdatera en uppgift för mänsklig planering
- 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
Tidslinje
Fakta och sammanfattningar i tidslinjen.
4 kommandon
sift timeline createSkapa ett eget faktum i tidslinjen
- 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 deleteTa bort ett faktum från tidslinjen
- Arguments
idrequired — Timeline fact ID- Flags
--yes— Confirm retraction without prompting
sift timeline listLista fakta med filter
- 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 narrativeSkapa en sammanfattning eller förklaring av fakta
- 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
Valv för hemligheter.
5 kommandon
sift vault createSpara en ny krypterad hemlighet
- 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 listLista poster i valvet (endast metadata)
- 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 searchSök bland poster i vault
- Arguments
queryrequired — Search query- Flags
--limit <value>— Maximum number of results
sift vault updateUppdatera metadata för en post i vault
- 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
Arbete
Arbetskö för agenter.
12 kommandon
sift work blockMarkera ett arbetsobjekt som blockerat
- 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 cancelAvbryt ett arbetsobjekt
- 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 claimTa nästa tillgängliga körbara arbetsobjekt för agent
- 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 completeGodkänn och slutför ett körbart arbetsobjekt för agent
- 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 createSkapa ett körbart arbetsobjekt för agent
- 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 failMarkera ett arbetsobjekt som misslyckat
- 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 getHämta detaljer för agentens arbetsobjekt
- Arguments
idrequired — Work item ID
sift work heartbeatFörläng lånetiden för ett arbetsobjekt
- 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 listLista agentens arbetsobjekt
- 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 releaseÅterför ett reserverat arbetsobjekt till kön
- 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 reviewMarkera att ett arbetsobjekt behöver granskas manuellt
- 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 startMarkera ett arbetsobjekt som pågående
- 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
Lokala körbara arbetshanterare.
1 kommando
sift worker runHämta körbara uppgifter, kör ett lokalt worker-kommando och rapportera filer för granskning.
- 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
Interaktiv Copilot
Kommandot sift interactive startar en copilot i terminalen som chattar, kör verktyg, redigerar kod, skapar parallella agent-grenar, planerar arbete och ritar diagram — allt direkt i terminalen, med åtkomst till ditt filsystem och Siftables arbetsgraf.
$ sift interactive
Krav och uppstart
- Bun krävs.
sift interactivekör Bun; om det saknas visascurl -fsSL https://bun.sh/install | bash. - Autentisering krävs — via
--token,SIFT_TOKENellersift auth login. - Hjärnan körs direkt i processen — ingen separat daemon behöver startas.
- Skrivningar begränsas till arbetsytans rot — den närmaste överordnade mappen till din startkatalog som innehåller
.git. Det är denna gräns som/statusrapporterar och som den inbyggda skrivsökvägen upprätthåller.
Gränssnittet
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-kommandon
Skriv / för att öppna kommandomenyn. Dolda kommandon går fortfarande att använda men visas inte i menyn.
| 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 |
Modeller & motorer
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.
Färdigheter
SKILL.md-färdigheter hittas (projekt > användare > inbyggda) i <root>/{.sift,.claude,.codex,.agents}/skills, ~/.claude|.codex|.agents/skills, ~/.config/sift/skills och de färdigheter som ingår i paketet. Agenten kan anropa en färdighet via ett verktyg, och upp till ca 50 stycken presenteras i dess system prompt.
Kortkommandon
Överlagringar prioriteras, så kortkommandon beror på vilket läge du är i.
- 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-acceleration
Prestandakritiska flöden (kontextkomprimering, minne för långa trådar, filsystemsskanning, sammanslagningsorkestrering, bildhantering) körs via native Zig-moduler som laddas via Bun FFI. Varje modul har en TypeScript-fallback. Paketet innehåller förbyggda bibliotek för macOS (Apple Silicon) och Linux (x64); andra plattformar använder fallback-lösningen. Ställ in SIFT_NO_NATIVE=1 för att tvinga fram fallbacks, och SIFT_CONTEXT_COMPACTION=1 för att aktivera mätaren för kontext-tokens i realtid samt sparade trådar och återupptagning.
Utseende & ljud
Med /theme väljer du mellan 10 teman (standard är "sieve" — varm bärnsten på kolgrått). Inställningen sparas i ~/.siftable/appearance.json. /sounds aktiverar eller inaktiverar ljudeffekter (avstängda som standard), sparas i ~/.siftable/sounds.json och kan styras med SIFT_SOUNDS.
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.
Fullständig referens med alla slash-kommandon, kortkommandon, miljövariabler och konfigurationsfiler: docs/interactive.md på GitHub.