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.
Snelstart
Verbind je agent in minder dan 5 minuten.
1. Haal een Personal Access Token op
Log in bij Siftable, ga naar Instellingen → API Tokens, en maak een nieuw token aan. Tokens zijn afgebakend — je kiest welke domeinen het token kan benaderen.
2. Configureer je MCP-client
Voeg Siftable toe aan de MCP-configuratie van je agent. Werkt met Claude Code, Cursor, Windsurf, en elke MCP-compatibele client.
{ "mcpServers": { "siftable": { "url": "https://siftable.io/api/v1/mcp/sse", "headers": { "Authorization": "Bearer sift_pat_your_token_here" } } } }
3. Verifieer de verbinding
Vraag je agent om je projecten of taken op te sommen. Als het data retourneert, ben je verbonden.
# 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.
Authenticatie
Siftable ondersteunt twee authenticatiemethoden. Gebruik device flow voor interactieve CLI-sessies, of Personal Access Tokens voor MCP-clients en CI/CD.
Apparaat-flow (CLI)
Voer exf auth login uit. De CLI opent je browser, je logt in met Google en keurt de apparaatcode goed. Er wordt automatisch een PAT gegenereerd en opgeslagen in ~/.config/exf/. Geen token om te kopiëren en plakken.
Persoonlijk toegangstoken (MCP & API)
Voor MCP-clients en programmatische toegang, maak een token aan in Instellingen → API Tokens. Geef deze door in de Authorization header:
Authorization: Bearer sift_pat_your_token_here
Tokens zijn beperkt tot specifieke domeinen (alleen taken, alleen agenda, volledige toegang, etc.). Voor CI-pipelines stel je EXF_PAT in als een omgevingsvariabele.
$ sift auth login $ sift auth status $ sift auth logout
Token scopes en beschikbare schrijfbewerkingen zijn afhankelijk van je workspace-configuratie en abonnement. Bekijk Instellingen → API Tokens en Prijzen voor de huidige limieten van je account.
MCP-verbinding
Siftable gebruikt het Server-Sent Events (SSE)-transport voor MCP. Het endpoint is:
https://siftable.io/api/v1/mcp/sse
Compatibel met elke MCP-client die SSE-transport ondersteunt: Claude Code, Claude Desktop, Cursor, Windsurf, Continue, en custom implementaties met de MCP SDK.
Taken
| 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"}
Agenda
| 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
Projecten
| 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. |
Kennisbank
| 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"}]'
Contacten
| 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
Indexeer je repositories voor semantisch code zoeken. Siftable parseert je code naar symbolen en embeddings voor snel terugvinden.
| 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 Memory
Sla feiten op over je codebase en zoek ze op. Architectuurbeslissingen, conventies, valkuilen, eigenaarschap — persistente kennis die sessies overleeft.
| 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. |
Documenten
| 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
Idempotentie
Schrijfbewerkingen (task_create, note_create, calendar_create_event, etc.) accepteren een optionele idempotencyKey-parameter. Als je een verzoek opnieuw stuurt met dezelfde sleutel, retourneert Siftable het originele resultaat in plaats van een duplicaat aan te maken.
task_create(
title: "Review PR #247",
priority: "do_now",
idempotencyKey: "agent-run-42-task-pr247"
)
# Safe to retry. Same key = same result.
Rechten
Tokens zijn afgebakend per domein. Een agenda-only token kan geen taken of contacten lezen. Beperk je tokens tot de minimale toegang die je agent nodig heeft.
Beschikbare 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)
Beschikbare schrijfbewerkingen zijn afhankelijk van je token scope en huidige workspace-abonnement. Controleer het uitgegeven token en de huidige prijzenpagina voordat je vertrouwt op schrijfacties in productie.
Overzicht CLI-commando's
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).
Elk commando accepteert ook de globale flags: --json (ruwe JSON-output), --token / SIFT_TOKEN, --api-url / SIFT_API_URL (standaard https://siftable.io), --workspace / SIFT_WORKSPACE_ID en --no-input (geen prompts). Voor destructieve commando's is --confirm of -y vereist.
Algemeen
Algemene commando's en systeemcontroles.
6 commando's
sift capabilitiesToon de functies en status van de Siftable CLI
sift codebaseIndexeer een codebase (bestanden scannen en uploaden)
- 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 commandsToon commando's en startpunten voor workflows (geschikt voor agents)
sift doctorControleer je lokale Siftable CLI-configuratie zonder geheimen te tonen
sift interactiveStart de Siftable terminal copilot (sift interactive) — een AI-assistent in je terminal voor je taken, werk, agenda, projecten en contacten.
sift mermaidToon een Mermaid-diagram in de terminal (flowchart, sequence, state, class, ER, C4, architectuur, mindmap). Leest een .mmd-bestand of 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)
Agents
Agent-aliassen.
6 commando's
sift agents createMaak een agent-alias aan
- 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 disableSchakel een agent-alias uit
- Arguments
aliasrequired — Agent alias or ID
sift agents getHaal een agent-alias op
- Arguments
aliasrequired — Agent alias or ID
sift agents listToon agent-aliassen
- Flags
--include-disabled— Include disabled aliases
sift agents updateWerk een agent-alias bij
- 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 workToon werk toegewezen aan een agent-alias
- Arguments
aliasrequired — Agent alias or ID- Flags
--limit <value>— Maximum results--status <value>— Work item status
Authenticatie
Commando's voor authenticatie.
3 commando's
sift auth loginInloggen bij Siftable
sift auth logoutOpgeslagen inloggegevens verwijderen
sift auth statusAuthenticatiestatus bekijken
Agenda
Agenda-items.
4 commando's
sift calendar createEen agenda-item aanmaken
- 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 deleteEen agenda-item verwijderen
- Arguments
idrequired — Event ID- Flags
-y, --yes— Skip confirmation
sift calendar listAgenda-items weergeven
- Flags
--end <value>— End date (ISO 8601)--limit <value>— Maximum number of results--start <value>— Start date (ISO 8601)
sift calendar updateWerk een agenda-item bij
- 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 commando's
sift code blameGit blame voor een bestand
- Arguments
filerequired — Relative file path- Flags
--root <value>— Repository root path
sift code expertiseVernieuw de expertise-index van developers voor een repository
- Arguments
reporequired — Repository ID
sift code historyHaal de commit-geschiedenis van een repository op
- Arguments
reporequired — Repository ID- Flags
--limit <value>— Maximum number of results--path <value>— Filter by file path
sift code linkKoppel een taak aan code (bestand, commit of 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 deleteVerwijder een opgeslagen feit over de codebase
- Arguments
idrequired — Memory ID- Flags
-y, --yes— Skip confirmation
sift code memory listToon opgeslagen feiten over de codebase
- Flags
--limit <value>— Maximum number of results--repo <value>— Repository ID
sift code memory searchDoorzoek opgeslagen codebase-feiten
- 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 storeSla een codebase-feit op
- 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-knowsVind experts voor een codegedeelte
- Arguments
reporequired — Repository IDarearequired — Path, glob, or symbol- Flags
--limit <value>— Maximum number of results
Codebase
Code indexeren en doorzoeken.
7 commando's
sift codebase deleteVerwijder een repository en alle geïndexeerde gegevens
- Arguments
idrequired — Repository ID- Flags
-y, --yes— Skip confirmation
sift codebase incrementalIndexeer een codebase incrementeel via gewijzigde git-bestanden
- 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 listToon geïndexeerde repositories
sift codebase registerRegistreer een codebase om te indexeren
- 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 searchSemantisch zoeken in code
- 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 snapshotHaal de nieuwste index-snapshot van een repository op
- Arguments
idrequired — Repository ID- Flags
--branch <value>— Filter by branch--materialize— Generate a download URL for the snapshot
sift codebase statusBekijk de indexeringsstatus van een repository
- Arguments
idrequired — Repository ID
Codex
Hulp bij Codex-automatisering.
1 commando
sift codex daily-review collectVerzamel alleen-lezen Siftable- en lokale git-context voor dagelijkse Codex-werk-reviews
- Flags
--calendar-days <value>— Calendar lookahead days--limit <value>— Maximum records per source--skip-git— Skip local git summary
Datasets
Gestructureerde datasets.
41 commando's
sift datasets addVoeg records toe aan een 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 aggregateAggregeer dataset-records met gegroepeerde statistieken (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 analyzeGenereer onderbouwde inzichten in natuurlijke taal voor een dataset
- 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-diffPas een opgeslagen dataset-diff-plan toe
- 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 archiveArchiveer een dataset zonder de fysieke tabel te verwijderen
- Arguments
idrequired — Dataset ID- Flags
-y, --yes— Confirm dataset archival without prompting
sift datasets bucketVerdeel een numeriek of datumveld in bereiken met geaggregeerde statistieken per 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 cleanupPlan of voer de opschoning uit van scratch-datasets met een lifecycle-tag
- 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 compareVergelijk statistieken van segmenten in een categorisch veld naast elkaar
- 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 computeBereken afgeleide velden op basis van een dataset of een eerder afgeleid resultaat
- 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 contractToon een voor agents leesbaar datasetschema en capabilities-contract
- 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 createMaak een dataset aan
- 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 dedupeVind dubbele records in een dataset zonder de data te wijzigen
- 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 deleteVerwijder een dataset definitief en wis de fysieke tabel
- Arguments
idrequired — Dataset ID- Flags
-y, --yes— Confirm dataset deletion without prompting
sift datasets delete-recordVerwijder een record uit een dataset
- Arguments
idrequired — Dataset IDrecord-idrequired — Record ID- Flags
-y, --yes— Skip confirmation
sift datasets diffBekijk wijzigingen in dataset-rijen vanuit een CSV, JSON of JSONL-bestand
- 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 listToon een lijst van opgeslagen dataset-diff-plannen
- 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 showToon een opgeslagen dataset-diff-plan
- Arguments
idrequired — Diff plan ID
sift datasets exportExporteer dataset-records als CSV, JSON, JSONL of 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 facetsToon facet-samenvattingen voor dataset-velden
- Arguments
idrequired — Dataset ID- Flags
--fields <value>— Comma-separated field names to facet--limit <value>— Maximum values per facet
sift datasets formula-planBereken formulevelden en bekijk dataset-updates
- 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 getHaal dataset-details en het schema op
- Arguments
idrequired — Dataset ID
sift datasets impactLeg de impact uit van datasetformules, grafieken, weergaven, kwaliteit en materialisatie
- Arguments
idrequired — Dataset ID- Flags
--from-plan <value>— Persisted diff plan ID to inspect--operation <value>— Committed dataset operation ID to inspect
sift datasets importImporteer CSV-, JSON- of JSONL-rijen in een nieuwe of bestaande 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 joinKoppel een dataset aan zichzelf met velden met een alias-scope, zoals left.Close en 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 listToon een lijst van datasets
- Flags
--limit <value>— Maximum number of results
sift datasets lookupZoek records in een dataset op basis van een exacte sleutel/waarde-match
- Arguments
idrequired — Dataset ID- Flags
--key <value>— Field name to match--limit <value>— Maximum matching records--value <value>— Exact value to match
sift datasets materializeMaterialiseer een afgeleid resultaat in een nieuwe scratch-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 pivotMaak een pivot-samenvatting van gegroepeerde dataset-metrieken
- 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 plotValideer en normaliseer een lichte plot-payload uit een afgeleid resultaat
- 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 profileToon begrensde profielinformatie voor een dataset
- Arguments
idrequired — Dataset ID- Flags
--sample-limit <value>— Number of sample rows to include
sift datasets queryVraag records op uit een 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 rankRangschik dataset-records met sorteringen of een gewogen numerieke formule
- 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 reconcileVergelijk twee datasets op sleutel zonder ze te wijzigen
- 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 schemaPas het dataset-schema aan (velden toevoegen, bijwerken of verwijderen)
- 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 searchZoek in dataset-records binnen geselecteerde tekstvelden
- 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 summarizeHaal een samenvatting op van een dataset (aantal rijen, velden, voorbeeldrijen)
- Arguments
idrequired — Dataset ID
sift datasets templates listToon een lijst met ingebouwde dataset-templates
sift datasets templates showToon het schema van een ingebouwde dataset-template
- Arguments
templaterequired — Template name
sift datasets timeseriesAnalyseer dataset-tijdreeksen met lag, pct_change, rolling windows, drawdown, volatility en correlation
- 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-recordEen record in een dataset bijwerken
- Arguments
idrequired — Dataset IDrecord-idrequired — Record ID- Flags
--fields <value>— Field updates as JSON object, e.g. '{"status":"done"}'
sift datasets validateValideer een dataset met een ingebouwd sjabloon
- 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
Documenten
Documenten uploaden
1 commando
sift documents uploadUpload een document (PDF, Markdown of tekst) als notitie
- 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
Onderzoeksevents op basis van tijdlijnfeiten
3 commando's
sift events attach-personVoeg een persoon als deelnemer toe aan een bestaand onderzoeksevent
- Arguments
eventrequired — Existing temporal fact IDpersonrequired — Person UUID to attach- Flags
--role <value>— Participant role--yes— Confirm participant attachment without prompting
sift events createMaak een tijdlijnfeit aan voor een onderzoeksevent met deelnemers
- 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 listToon feiten uit de tijdlijn van onderzoeksevents
- 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
Inrichting van de Evidence Graph en beheer van de bewijsworkflow.
11 commando's
sift evidence diff applyPas een gecontroleerd Evidence Graph diff-plan toe
- Arguments
idrequired — Persisted diff plan ID- Flags
--yes— Confirm applying the reviewed diff plan without prompting
sift evidence diff impactToon de gevolgen van een opgeslagen diff-plan voor de Evidence Graph
- 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 listToon opgeslagen Evidence Graph diff-plannen
- 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 showToon een Evidence Graph diff-plan met een domeinspecifieke samenvatting
- Arguments
idrequired — Persisted diff plan ID
sift evidence extractMaak agent-taken aan voor de extractie van Evidence Graph-kandidaten (zonder uitvoering)
- 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 initMaak een Evidence Graph-project en werktabellen op basis van datasets aan
- 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 planPlan een Evidence Graph-workflow voordat je de trusted state opslaat
- 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 projectVoer een dry-run uit voor de tijdlijn en relatieprojectie van de 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 reportMaak een Evidence Graph-bewijsrapport van een evidence packet uit een dataset
- 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 importImporteer rijen uit het Evidence Graph-bronlogboek naar een brontabel in een dataset
- 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 verifyControleer de herkomst, review, projectie en citatie-invarianten van de Evidence Graph
- Flags
--from-file <value>— Evidence packet JSON file to verify--project <value>— Evidence Graph project ID for report metadata
Graph
Zoeken in de graph en relaties tussen entiteiten.
5 commando's
sift graph betweenVerklaar de verbinding tussen twee entiteiten in de graph
- 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 explainVerklaar de verbinding tussen twee entiteiten in de graph
- 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 neighborsToon directe relaties van een entiteit in de graph
- 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 previewBekijk een graph-entiteit
- Arguments
entityrequired — Entity reference as type:uuid
sift graph searchZoek koppelbare entiteiten voor graphs
- Arguments
queryrequired — Search query- Flags
--limit <value>— Maximum results--types <value>— Comma-separated entity types
Notities
Kennisnotities
7 commando's
sift notes bulk-deleteNotities bekijken of in bulk verwijderen
- 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 createMaak een notitie
- 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 deleteVerwijder een notitie
- Arguments
idrequired — Note ID- Flags
-y, --yes— Skip confirmation
sift notes getHaal een notitie op met volledige inhoud
- Arguments
idrequired — Note ID
sift notes listToon notities
- 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 searchNotities zoeken
- Arguments
queryrequired — Search query- Flags
--limit <value>— Maximum number of results--project <value>— Filter by project ID
sift notes updateNotitie bijwerken
- 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
Organisaties
Organisaties en bedrijven.
5 commando's
sift organizations bulk-deleteOrganisaties in bulk bekijken of verwijderen
- 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 createOrganisatie aanmaken
- 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 deleteOrganisatie verwijderen
- Arguments
idrequired — Organization ID- Flags
-y, --yes— Skip confirmation
sift organizations searchOrganisaties zoeken
- 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 updateEen organisatie bijwerken
- 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 en contacten.
11 commando's
sift people bulk-deleteContacten bekijken of in bulk verwijderen
- 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 createEen contact aanmaken
- 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 deleteEen contact verwijderen
- Arguments
idrequired — Person ID- Flags
-y, --yes— Skip confirmation
sift people getEen persoonsprofiel ophalen met kenmerken en relaties
- Arguments
idrequired — Person ID
sift people graphEen relatiediagram rondom een persoon tonen
- Arguments
idrequired — Person ID- Flags
--depth <value>— Relationship graph depth--include-inactive— Include inactive relationship edges
sift people kinshipDe verwantschap of afstand tussen twee personen uitleggen
- Arguments
egoPersonIdrequired — Ego/source person IDtargetPersonIdrequired — Target person ID- Flags
--max-depth <value>— Maximum relationship depth
sift people listContacten weergeven
- 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 relateMaak een relatie tussen twee personen aan of werk deze bij
- 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 searchZoek contacten
- 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 timelineToon tijdlijnfeiten van een persoon
- 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 updateWerk een contact bij
- 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
Projecten
Projectbeheer.
7 commando's
sift projects archiveArchiveer een project
- Arguments
idrequired — Project ID- Flags
-y, --yes— Skip confirmation
sift projects contextHaal projectcontext op (taken, notities, signalen)
- Arguments
idrequired — Project ID
sift projects createMaak een project aan
- Flags
--emoji <value>— Single emoji--name <value>— Project name--status <planning|active|on_hold|blocked|completed>— Project status--summary <value>— Project summary
sift projects listProjecten weergeven
- Flags
--include-archived— Include archived projects--status <planning|active|on_hold|blocked|completed>— Filter by status
sift projects planningDe canonieke CSN-planningssnapshot voor een project ophalen
- Arguments
idrequired — Project ID
sift projects planning-recomputeDe canonieke CSN-planningssnapshot voor een project opnieuw berekenen
- Arguments
idrequired — Project ID
sift projects updateEen project bijwerken
- 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
Recepten
Ingebouwde recepten voor onderzoeksworkflows.
2 commando's
sift recipes listIngebouwde recepten voor onderzoeksworkflows weergeven
sift recipes showEen ingebouwd recept voor onderzoeksworkflows tonen
- Arguments
idrequired — Recipe ID
Onderzoek
Planning en orkestratie van onderzoeksworkflows.
4 commando's
sift research initMaak een onderzoeksproject en standaard datasets aan
- 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 planPlan een deterministische onderzoeksworkflow voordat je data wegschrijft
- Arguments
goalrequired — Research goal- Flags
--project <value>— Existing project ID--source-dataset <value>— Existing sources dataset ID
sift research runMaak deterministisch agent-werk voor een onderzoeksrecept
- 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 statusBekijk de context van het onderzoeksproject en de CLI-status
- Arguments
project— Project ID
Skills
Installeerbare Siftable skillpacks.
2 commando's
sift skills installInstalleer een Siftable skillpack in een lokale skills-directory
- 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 listToon installeerbare Siftable skillpacks
Taken
Planningstaken.
11 commando's
sift tasks bulk-deleteTaken in bulk bekijken of verwijderen
- 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 completeMarkeer een taak als voltooid
- Arguments
idrequired — Task ID
sift tasks coupling-createMaak een CSN-koppeling tussen taken in hetzelfde project
- 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-deleteVerwijder een CSN-koppeling van een taak
- Arguments
idrequired — Task IDedgeIdrequired — Coupling edge ID- Flags
-y, --yes— Skip confirmation
sift tasks coupling-listToon CSN-koppelingen voor een taak
- Arguments
idrequired — Task ID
sift tasks createMaak een planningstaak aan
- 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 deleteVerwijder een taak
- Arguments
idrequired — Task ID- Flags
-y, --yes— Skip confirmation
sift tasks getToon details van een planningstaak
- Arguments
idrequired — Task ID
sift tasks listToon planningstaken
- 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-updateWerk CSN-planningsvelden van een taak bij
- 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 updateWerk een planningstaak bij
- 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
Tijdlijn
Tijdlijnfeiten en verhalen.
4 commando's
sift timeline createMaak een eigen tijdlijnfeit aan
- 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 deleteTrek een tijdlijnfeit in
- Arguments
idrequired — Timeline fact ID- Flags
--yes— Confirm retraction without prompting
sift timeline listToon tijdlijnfeiten met begrensde filters
- 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 narrativeMaak een verhalende samenvatting of uitleg van tijdlijnfeiten
- 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
Kluis voor geheimen.
5 commando's
sift vault createSla een nieuw versleuteld geheim op
- 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 listToon kluisitems (alleen 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 searchZoek in vault-items
- Arguments
queryrequired — Search query- Flags
--limit <value>— Maximum number of results
sift vault updateWerk metadata van vault-item bij
- 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
Werk
Wachtrij voor de executable agent.
12 commando's
sift work blockMarkeer een werkitem als geblokkeerd
- 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 cancelAnnuleer een werkitem
- 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 claimClaim het eerstvolgende beschikbare uitvoerbare agent-werkitem
- 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 completeKeur een uitvoerbaar agent-werkitem goed en voltooi het
- 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 createMaak een uitvoerbaar agent-werkitem aan
- 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 failMarkeer een item als mislukt
- 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 getHaal details op van een item voor de executable agent
- Arguments
idrequired — Work item ID
sift work heartbeatVerleng de lease van een item
- 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 listToon items voor de executable agent
- 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 releaseZet een geclaimd item terug in de wachtrij
- 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 reviewMarkeer werk van de executable agent voor handmatige controle
- 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 startMarkeer een item als actief
- 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 uitvoerders voor taken.
1 commando
sift worker runClaim taken, voer een lokaal worker-commando uit en rapporteer resultaten die controle nodig hebben.
- 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
Interactieve Copilot
Met het commando sift interactive start je een terminal-copilot die chat, tools gebruikt, code aanpast, parallelle agent-branches opent, werk plant en diagrammen tekent — allemaal direct in je terminal, op je eigen bestandssysteem en de Siftable work graph.
$ sift interactive
Vereisten & opstarten
- Bun is vereist.
sift interactivevoert Bun opnieuw uit; als het niet is geïnstalleerd, verschijntcurl -fsSL https://bun.sh/install | bash. - Authenticatie is vereist — via
--token,SIFT_TOKENofsift auth login. - Het brein draait in-process — je hoeft geen aparte daemon te starten.
- Schrijven is beperkt tot de workspace-root — de dichtstbijzijnde bovenliggende map met
.git. Dit is de grens die/statusaangeeft en die het systeem afdwingt.
De 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-commando's
Typ / om het commandomenu te openen. Verborgen commando's kun je nog steeds typen, maar verschijnen niet in het menu.
| 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 |
Modellen & 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 worden gezocht (project > gebruiker > ingebouwd) in <root>/{.sift,.claude,.codex,.agents}/skills, ~/.claude|.codex|.agents/skills, ~/.config/sift/skills en de meegeleverde skills. De agent kan een skill aanroepen via een tool; er worden er ongeveer 50 vermeld in de system prompt.
Sneltoetsen
Overlays krijgen voorrang op het toetsenbord, dus sneltoetsen verschillen per modus.
- 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 versnelling
Prestatiekritieke onderdelen (context-compactie, geheugen voor lange threads, scannen van het bestandssysteem, merge-orkestratie, beeldverwerking) draaien via native Zig-modules geladen via Bun FFI, elk met een TypeScript-fallback. Het pakket bevat vooraf gebouwde bibliotheken voor macOS (Apple Silicon) en Linux (x64); andere platforms gebruiken de fallback. Gebruik SIFT_NO_NATIVE=1 om de fallbacks af te dwingen, en SIFT_CONTEXT_COMPACTION=1 voor de live context-tokenmeter en het opslaan en hervatten van threads.
Uiterlijk & geluid
/theme biedt 10 thema's (standaard "sieve" — warm amber op antraciet), opgeslagen in ~/.siftable/appearance.json. Met /sounds zet je UI-geluidseffecten aan of uit (standaard uit), opgeslagen in ~/.siftable/sounds.json en te overschrijven met 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.
Volledige referentie, inclusief elk slash-commando, sneltoets, omgevingsvariabele en configuratiebestand: docs/interactive.md op GitHub.