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.
Panduan Cepat
Hubungkan agent-mu dalam waktu kurang dari 5 menit.
1. Dapatkan Personal Access Token
Login ke Siftable, buka Settings → API Tokens, dan buat token baru. Token di-scope — kamu pilih domain mana yang bisa diakses token.
2. Konfigurasi MCP client-mu
Tambahkan Siftable ke konfigurasi MCP agent-mu. Berfungsi dengan Claude Code, Cursor, Windsurf, dan MCP client compatible lainnya.
{ "mcpServers": { "siftable": { "url": "https://siftable.io/api/v1/mcp/sse", "headers": { "Authorization": "Bearer sift_pat_your_token_here" } } } }
3. Verifikasi koneksi
Minta agent-mu untuk list proyek atau tugasmu. Kalau mengembalikan data, kamu sudah terhubung.
# 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.
Autentikasi
Siftable mendukung dua metode autentikasi. Gunakan alur perangkat untuk sesi CLI interaktif, atau Personal Access Token untuk klien MCP dan CI/CD.
Alur Perangkat (CLI)
Jalankan exf auth login. CLI akan membuka browser Anda, Anda masuk dengan Google dan menyetujui kode perangkat. PAT akan dibuat dan disimpan di ~/.config/exf/ secara otomatis. Tidak ada token untuk disalin-tempel.
Token Akses Pribadi (MCP & API)
Untuk klien MCP dan akses terprogram, buat token di Settings → API Tokens. Teruskan di header Authorization:
Authorization: Bearer sift_pat_your_token_here
Token dibatasi pada domain tertentu (hanya-tugas, hanya-kalender, akses penuh, dll.). Untuk pipeline CI, atur EXF_PAT sebagai variabel lingkungan.
$ sift auth login $ sift auth status $ sift auth logout
Cakupan token dan operasi tulis yang tersedia bergantung pada konfigurasi workspace dan paket Anda. Periksa Pengaturan → API Token dan Harga untuk batas saat ini pada akun Anda.
Koneksi MCP
Siftable menggunakan transport Server-Sent Events (SSE) untuk MCP. Endpoint-nya adalah:
https://siftable.io/api/v1/mcp/sse
Kompatibel dengan MCP client mana pun yang mendukung SSE transport: Claude Code, Claude Desktop, Cursor, Windsurf, Continue, dan implementasi custom menggunakan MCP SDK.
Tugas
| 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
Proyek
| 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. |
Pengetahuan
| 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"}]'
Kontak
| 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
Index repository-mu untuk semantic code search. Siftable mem-parse kode-mu menjadi simbol dan embedding untuk retrieval cepat.
| 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
Simpan dan ambil fakta tentang codebase-mu. Keputusan arsitektur, konvensi, gotcha, ownership — pengetahuan persisten yang bertahan antar sesi.
| 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. |
Dokumen
| 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
Idempotensi
Operasi write (task_create, note_create, calendar_create_event, dll.) menerima parameter idempotencyKey opsional. Jika kamu retry request dengan key yang sama, Siftable mengembalikan hasil aslinya alih-alih membuat duplikat.
task_create(
title: "Review PR #247",
priority: "do_now",
idempotencyKey: "agent-run-42-task-pr247"
)
# Safe to retry. Same key = same result.
Izin Akses
Token di-scope per domain. Token khusus kalender tidak bisa membaca tugas atau kontak. Scope token-mu ke akses minimum yang dibutuhkan agent-mu.
Scope yang tersedia:
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)
Operasi tulis yang tersedia bergantung pada cakupan token dan paket workspace Anda saat ini. Periksa token yang Anda terbitkan dan halaman harga saat ini sebelum mengandalkan operasi tulis di produksi.
Referensi Perintah CLI
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).
Setiap perintah juga mendukung flag global: --json (output JSON mentah), --token / SIFT_TOKEN, --api-url / SIFT_API_URL (default https://siftable.io), --workspace / SIFT_WORKSPACE_ID, dan --no-input (menonaktifkan prompt). Perintah destruktif memerlukan --confirm atau -y.
Umum
Perintah utama dan diagnosis.
6 perintah
sift capabilitiesTampilkan kapabilitas dan status kesiapan Siftable CLI
sift codebaseIndeks basis kode (pindai dan unggah berkas)
- 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 commandsTampilkan topik perintah yang ramah agen dan titik masuk alur kerja
sift doctorDiagnosis konfigurasi Siftable CLI lokal tanpa menampilkan rahasia.
sift interactiveJalankan copilot terminal Siftable (sift interactive) — asisten AI terintegrasi untuk tugas, pekerjaan, kalender, proyek, dan kontak Anda.
sift mermaidRender diagram Mermaid ke terminal (flowchart, sequence, state, class, ER, C4, arsitektur, mindmap). Membaca file .mmd atau 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)
Agen
Alias agen.
6 perintah
sift agents createBuat alias agen
- 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 disableNonaktifkan alias agen
- Arguments
aliasrequired — Agent alias or ID
sift agents getDapatkan alias agen
- Arguments
aliasrequired — Agent alias or ID
sift agents listDaftar alias agen
- Flags
--include-disabled— Include disabled aliases
sift agents updatePerbarui alias agen
- 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 workDaftar pekerjaan alias agen
- Arguments
aliasrequired — Agent alias or ID- Flags
--limit <value>— Maximum results--status <value>— Work item status
Autentikasi
Perintah autentikasi.
3 perintah
sift auth loginAutentikasi dengan Siftable
sift auth logoutHapus autentikasi yang tersimpan
sift auth statusTampilkan status autentikasi
Kalender
Acara kalender.
4 perintah
sift calendar createBuat acara kalender
- 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 deleteHapus acara kalender
- Arguments
idrequired — Event ID- Flags
-y, --yes— Skip confirmation
sift calendar listDaftar acara kalender
- Flags
--end <value>— End date (ISO 8601)--limit <value>— Maximum number of results--start <value>— Start date (ISO 8601)
sift calendar updatePerbarui acara kalender
- 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
Kode
Alat kode.
9 perintah
sift code blameGit blame untuk file
- Arguments
filerequired — Relative file path- Flags
--root <value>— Repository root path
sift code expertisePerbarui indeks keahlian pengembang untuk repositori
- Arguments
reporequired — Repository ID
sift code historyDapatkan riwayat commit untuk repositori
- Arguments
reporequired — Repository ID- Flags
--limit <value>— Maximum number of results--path <value>— Filter by file path
sift code linkHubungkan tugas ke kode (file, commit, atau repositori)
- 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 deleteHapus fakta basis kode yang tersimpan
- Arguments
idrequired — Memory ID- Flags
-y, --yes— Skip confirmation
sift code memory listDaftar fakta basis kode yang tersimpan
- Flags
--limit <value>— Maximum number of results--repo <value>— Repository ID
sift code memory searchCari fakta basis kode tersimpan
- 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 storeSimpan fakta basis kode
- 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-knowsCari ahli untuk area kode
- Arguments
reporequired — Repository IDarearequired — Path, glob, or symbol- Flags
--limit <value>— Maximum number of results
Basis kode
Indeks dan cari kode.
7 perintah
sift codebase deleteHapus repositori dan semua data terindeks
- Arguments
idrequired — Repository ID- Flags
-y, --yes— Skip confirmation
sift codebase incrementalIndeks basis kode secara inkremental menggunakan file perubahan 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 listDaftar repositori terindeks
sift codebase registerDaftarkan basis kode untuk diindeks
- 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 searchPencarian kode semantik
- 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 snapshotAmbil snapshot indeks terbaru untuk repositori
- Arguments
idrequired — Repository ID- Flags
--branch <value>— Filter by branch--materialize— Generate a download URL for the snapshot
sift codebase statusCek status pengindeksan repositori
- Arguments
idrequired — Repository ID
Codex
Alat bantu otomatisasi Codex.
1 perintah
sift codex daily-review collectKumpulkan konteks Siftable hanya-baca dan git lokal untuk tinjauan kerja harian Codex
- Flags
--calendar-days <value>— Calendar lookahead days--limit <value>— Maximum records per source--skip-git— Skip local git summary
Dataset
Dataset terstruktur.
41 perintah
sift datasets addTambah data ke 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 aggregateAgregasi data dataset dengan metrik grup (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 analyzeHasilkan wawasan bahasa alami berbasis data untuk 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-diffTerapkan rencana diff dataset yang disimpan
- 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 archiveArsipkan dataset tanpa menghapus tabel fisiknya
- Arguments
idrequired — Dataset ID- Flags
-y, --yes— Confirm dataset archival without prompting
sift datasets bucketKelompokkan bidang numerik atau tanggal ke dalam rentang dengan metrik agregat
- 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 cleanupRencanakan atau terapkan pembersihan untuk dataset scratch bertag siklus hidup
- 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 compareBandingkan metrik antar segmen bidang kategoris secara berdampingan
- 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 computeHitung bidang turunan dari dataset atau hasil turunan sebelumnya
- 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 contractTampilkan skema dataset dan kontrak kapabilitas yang terbaca agen
- 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 createBuat 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 dedupeTemukan rekaman dataset duplikat berdasarkan kunci tanpa mengubah 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 deleteHapus dataset secara permanen dan hapus tabel fisiknya
- Arguments
idrequired — Dataset ID- Flags
-y, --yes— Confirm dataset deletion without prompting
sift datasets delete-recordHapus rekaman dari dataset
- Arguments
idrequired — Dataset IDrecord-idrequired — Record ID- Flags
-y, --yes— Skip confirmation
sift datasets diffPratinjau perubahan baris dataset dari file CSV, JSON, atau JSONL
- 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 listTampilkan daftar rencana diff dataset yang tersimpan
- 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 showTampilkan rencana diff dataset yang tersimpan
- Arguments
idrequired — Diff plan ID
sift datasets exportEkspor rekaman dataset terbatas sebagai CSV, JSON, JSONL, atau 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 facetsTampilkan ringkasan faset terbatas untuk kolom dataset
- Arguments
idrequired — Dataset ID- Flags
--fields <value>— Comma-separated field names to facet--limit <value>— Maximum values per facet
sift datasets formula-planHitung kolom formula dan pratinjau pembaruan dataset yang dapat ditinjau
- 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 getDapatkan detail dan skema dataset
- Arguments
idrequired — Dataset ID
sift datasets impactJelaskan dampak rumus, grafik, tampilan, kualitas, dan materialisasi dataset
- Arguments
idrequired — Dataset ID- Flags
--from-plan <value>— Persisted diff plan ID to inspect--operation <value>— Committed dataset operation ID to inspect
sift datasets importImpor baris CSV, JSON, atau JSONL ke dataset baru atau yang sudah ada
- 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 joinGabungkan dataset ke dirinya sendiri menggunakan field dengan alias seperti left.Close dan 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 listDaftar dataset
- Flags
--limit <value>— Maximum number of results
sift datasets lookupCari record dataset berdasarkan kecocokan key/value yang tepat
- Arguments
idrequired — Dataset ID- Flags
--key <value>— Field name to match--limit <value>— Maximum matching records--value <value>— Exact value to match
sift datasets materializeMaterialisasikan hasil turunan ke dataset scratch baru
- 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 pivotBuat ringkasan gaya pivot dari metrik dataset yang dikelompokkan
- 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 plotValidasi dan normalisasi payload plot ringan dari hasil turunan
- 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 profileTampilkan informasi profil terbatas untuk dataset
- Arguments
idrequired — Dataset ID- Flags
--sample-limit <value>— Number of sample rows to include
sift datasets queryQuery record dari 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 rankPeringkatkan record dataset berdasarkan kriteria urutan atau rumus numerik berbobot
- 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 reconcileBandingkan dua dataset berdasarkan kunci tanpa mengubah data aslinya
- 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 schemaUbah skema dataset (tambah, perbarui, atau hapus field)
- 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 searchCari record dataset pada field serupa teks yang dipilih
- 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 summarizeLihat ringkasan dataset (jumlah baris, field, dan contoh baris)
- Arguments
idrequired — Dataset ID
sift datasets templates listDaftar template dataset bawaan
sift datasets templates showTampilkan skema template dataset bawaan
- Arguments
templaterequired — Template name
sift datasets timeseriesAnalisis time series dataset dengan lag, pct_change, rolling windows, drawdown, volatilitas, dan korelasi
- 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-recordPerbarui rekaman dalam dataset
- Arguments
idrequired — Dataset IDrecord-idrequired — Record ID- Flags
--fields <value>— Field updates as JSON object, e.g. '{"status":"done"}'
sift datasets validateValidasi dataset dengan templat bawaan
- 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
Dokumen
Unggah dokumen.
1 perintah
sift documents uploadUnggah dokumen (PDF, Markdown, atau teks) sebagai catatan
- 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
Peristiwa
Acara riset berbasis fakta lini masa.
3 perintah
sift events attach-personLampirkan peserta ke acara riset yang sudah ada
- Arguments
eventrequired — Existing temporal fact IDpersonrequired — Person UUID to attach- Flags
--role <value>— Participant role--yes— Confirm participant attachment without prompting
sift events createBuat fakta lini masa acara riset dengan peserta
- 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 listTampilkan daftar fakta lini masa peristiwa riset
- 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
Penyiapan Evidence Graph dan orkestrasi alur kerja pembuktian.
11 perintah
sift evidence diff applyTerapkan rencana diff Evidence Graph yang telah ditinjau
- Arguments
idrequired — Persisted diff plan ID- Flags
--yes— Confirm applying the reviewed diff plan without prompting
sift evidence diff impactJelaskan konsekuensi Evidence Graph untuk rencana diff yang tersimpan
- 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 listTampilkan daftar rencana diff Evidence Graph yang tersimpan
- 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 showTampilkan rencana diff Evidence Graph dengan ringkasan berbasis domain
- Arguments
idrequired — Persisted diff plan ID
sift evidence extractBuat tugas agen tanpa penerapan untuk ekstraksi kandidat Evidence Graph
- 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 initBuat proyek Evidence Graph dan tabel kerja berbasis dataset
- 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 planRencanakan alur kerja Evidence Graph sebelum menulis trusted state
- 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 projectJalankan dry-run untuk lini masa dan proyeksi hubungan 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 reportBuat laporan bukti Evidence Graph dari paket bukti berbasis 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 importImpor baris buku besar sumber Evidence Graph ke dalam tabel sumber berbasis 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 verifyVerifikasi provenans, tinjauan, proyeksi, dan invarian sitasi Evidence Graph
- Flags
--from-file <value>— Evidence packet JSON file to verify--project <value>— Evidence Graph project ID for report metadata
Graf
Pencarian graf entitas dan tetangga sekitarnya.
5 perintah
sift graph betweenJelaskan jalur graf terbatas antara dua entitas.
- 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 explainJelaskan jalur graf terbatas antara dua entitas.
- 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 neighborsTampilkan tetangga graf lokal untuk sebuah entitas.
- 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 previewPratinjau satu entitas graf
- Arguments
entityrequired — Entity reference as type:uuid
sift graph searchCari entitas yang dapat ditautkan untuk pengerjaan graf
- Arguments
queryrequired — Search query- Flags
--limit <value>— Maximum results--types <value>— Comma-separated entity types
Catatan
Catatan pengetahuan.
7 perintah
sift notes bulk-deletePratinjau atau hapus catatan secara massal
- 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 createBuat catatan
- 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 deleteHapus catatan
- Arguments
idrequired — Note ID- Flags
-y, --yes— Skip confirmation
sift notes getAmbil catatan dengan konten lengkap
- Arguments
idrequired — Note ID
sift notes listDaftar catatan
- 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 searchCari catatan
- Arguments
queryrequired — Search query- Flags
--limit <value>— Maximum number of results--project <value>— Filter by project ID
sift notes updatePerbarui catatan
- 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
Organisasi
Organisasi dan perusahaan.
5 perintah
sift organizations bulk-deletePratinjau atau hapus organisasi secara massal
- 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 createBuat organisasi
- 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 deleteHapus organisasi
- Arguments
idrequired — Organization ID- Flags
-y, --yes— Skip confirmation
sift organizations searchCari organisasi
- 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 updatePerbarui organisasi
- 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
Orang
Orang dan kontak.
11 perintah
sift people bulk-deletePratinjau atau hapus massal kontak
- 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 createBuat kontak
- 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 deleteHapus kontak
- Arguments
idrequired — Person ID- Flags
-y, --yes— Skip confirmation
sift people getAmbil profil orang beserta karakteristik dan hubungannya
- Arguments
idrequired — Person ID
sift people graphTampilkan grafik hubungan yang berpusat pada individu
- Arguments
idrequired — Person ID- Flags
--depth <value>— Relationship graph depth--include-inactive— Include inactive relationship edges
sift people kinshipJelaskan kekerabatan atau jarak hubungan antara dua orang
- Arguments
egoPersonIdrequired — Ego/source person IDtargetPersonIdrequired — Target person ID- Flags
--max-depth <value>— Maximum relationship depth
sift people listDaftar kontak
- 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 relateBuat atau perbarui hubungan antara dua orang
- 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 searchCari kontak
- 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 timelineTampilkan daftar fakta lini masa seseorang
- 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 updatePerbarui kontak
- 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
Proyek
Manajemen proyek.
7 perintah
sift projects archiveArsipkan proyek
- Arguments
idrequired — Project ID- Flags
-y, --yes— Skip confirmation
sift projects contextDapatkan konteks proyek (tugas, catatan, sinyal)
- Arguments
idrequired — Project ID
sift projects createBuat proyek
- Flags
--emoji <value>— Single emoji--name <value>— Project name--status <planning|active|on_hold|blocked|completed>— Project status--summary <value>— Project summary
sift projects listDaftar proyek
- Flags
--include-archived— Include archived projects--status <planning|active|on_hold|blocked|completed>— Filter by status
sift projects planningAmbil snapshot perencanaan CSN kanonik proyek
- Arguments
idrequired — Project ID
sift projects planning-recomputeHitung ulang snapshot perencanaan CSN kanonik proyek
- Arguments
idrequired — Project ID
sift projects updatePerbarui proyek
- 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
Resep
Resep alur kerja riset bawaan.
2 perintah
sift recipes listDaftar resep alur kerja riset bawaan
sift recipes showTampilkan resep alur kerja riset bawaan
- Arguments
idrequired — Recipe ID
Riset
Perencanaan dan orkestrasi alur kerja riset.
4 perintah
sift research initBuat proyek riset dan dataset standar
- 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 planRencanakan alur kerja riset deterministik sebelum menulis data
- Arguments
goalrequired — Research goal- Flags
--project <value>— Existing project ID--source-dataset <value>— Existing sources dataset ID
sift research runBuat tugas agen deterministik untuk resep riset
- 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 statusPeriksa konteks proyek riset dan kesiapan CLI
- Arguments
project— Project ID
Skill
Skillpack Siftable yang dapat diinstal.
2 perintah
sift skills installInstal skillpack Siftable ke direktori skill lokal
- 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 listTampilkan daftar skillpack Siftable yang dapat diinstal
Tugas
Tugas perencanaan manusia.
11 perintah
sift tasks bulk-deletePratinjau atau hapus tugas secara massal
- 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 completeTandai tugas sebagai selesai
- Arguments
idrequired — Task ID
sift tasks coupling-createBuat coupling edge CSN antar tugas dalam proyek yang sama
- 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-deleteHapus coupling edge CSN dari tugas
- Arguments
idrequired — Task IDedgeIdrequired — Coupling edge ID- Flags
-y, --yes— Skip confirmation
sift tasks coupling-listMenampilkan daftar edge coupling CSN untuk tugas
- Arguments
idrequired — Task ID
sift tasks createMembuat tugas perencanaan manusia
- 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 deleteMenghapus tugas
- Arguments
idrequired — Task ID- Flags
-y, --yes— Skip confirmation
sift tasks getMengambil detail tugas perencanaan manusia
- Arguments
idrequired — Task ID
sift tasks listMenampilkan daftar tugas perencanaan manusia
- 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-updateMemperbarui field perencanaan CSN untuk tugas
- 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 updateMemperbarui tugas perencanaan manusia
- 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
Lini Waktu
Fakta dan narasi lini waktu.
4 perintah
sift timeline createBuat fakta lini waktu yang ditulis pengguna
- 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 deleteHapus fakta lini waktu
- Arguments
idrequired — Timeline fact ID- Flags
--yes— Confirm retraction without prompting
sift timeline listTampilkan daftar fakta lini waktu dengan filter terbatas
- 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 narrativeHasilkan ringkasan narasi atau penjelasan untuk fakta lini waktu
- 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
Brankas rahasia.
5 perintah
sift vault createSimpan rahasia terenkripsi baru
- 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 listTampilkan daftar entri brankas (hanya 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 searchCari entri vault
- Arguments
queryrequired — Search query- Flags
--limit <value>— Maximum number of results
sift vault updatePerbarui metadata entri 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
Pekerjaan
Antrean pekerjaan agen yang dapat dieksekusi.
12 perintah
sift work blockTandai item pekerjaan sebagai terblokir
- 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 cancelBatalkan item pekerjaan
- 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 claimKlaim item pekerjaan agen executable berikutnya yang tersedia
- 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 completeSetujui dan selesaikan item pekerjaan agen executable
- 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 createBuat item pekerjaan agen executable
- 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 failTandai item kerja sebagai gagal
- 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 getAmbil detail item kerja agen yang dapat dieksekusi
- Arguments
idrequired — Work item ID
sift work heartbeatPerpanjang masa sewa item kerja
- 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 listTampilkan daftar item kerja agen yang dapat dieksekusi
- 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 releaseKembalikan item kerja yang diklaim ke antrean
- 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 reviewTandai pekerjaan agen yang dapat dieksekusi sebagai perlu tinjauan manusia
- 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 startTandai item kerja sebagai sedang berjalan
- 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
Runner tugas lokal.
1 perintah
sift worker runAmbil tugas, jalankan perintah worker lokal, dan laporkan artefak yang perlu ditinjau.
- 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
Copilot Interaktif
Perintah sift interactive meluncurkan copilot terminal untuk mengobrol, menjalankan alat, mengedit kode, membuat cabang agen paralel, merencanakan pekerjaan, dan merender diagram — semuanya di terminal, bekerja langsung pada sistem berkas Anda dan grafik kerja Siftable.
$ sift interactive
Persyaratan & startup
- Bun diperlukan.
sift interactivemenjalankan ulang Bun; jika belum terinstal, perintahcurl -fsSL https://bun.sh/install | bashakan ditampilkan. - Autentikasi diperlukan — melalui
--token,SIFT_TOKEN, atausift auth login. - Sistem berjalan dalam proses — tidak perlu menjalankan daemon terpisah.
- Penulisan dibatasi pada root workspace — direktori induk terdekat dari lokasi peluncuran Anda yang berisi
.git. Ini adalah batasan yang dilaporkan oleh/statusdan diterapkan oleh jalur penulisan native.
Antarmuka
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.
Perintah slash
Ketik / untuk membuka menu perintah. Perintah tersembunyi tetap dapat diketik meski tidak muncul di 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 |
Model & mesin
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.
Skill
Skill SKILL.md dideteksi (proyek > pengguna > bawaan) dari <root>/{.sift,.claude,.codex,.agents}/skills, ~/.claude|.codex|.agents/skills, ~/.config/sift/skills, serta skill yang disertakan dalam paket. Agen dapat memanggil skill melalui alat, dan hingga ~50 skill tersedia dalam system prompt-nya.
Pintasan keyboard
Overlay menangkap input keyboard terlebih dahulu, sehingga pintasan bersifat spesifik untuk setiap mode.
- 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
Akselerasi native
Jalur kritis performa (pemadatan konteks, memori thread panjang, pemindaian sistem berkas, orkestrasi penggabungan, penanganan gambar) berjalan melalui modul native Zig yang dimuat via Bun FFI, masing-masing dengan fallback TypeScript. Paket ini menyertakan pustaka bawaan untuk macOS (Apple Silicon) dan Linux (x64); platform lain menggunakan fallback. Atur SIFT_NO_NATIVE=1 untuk memaksa penggunaan fallback, dan SIFT_CONTEXT_COMPACTION=1 untuk mengaktifkan pengukur token konteks langsung serta persistensi dan pemulihan thread.
Tampilan & suara
/theme menyediakan 10 skema (default "sieve" — amber hangat pada latar abu-abu gelap), disimpan di ~/.siftable/appearance.json. /sounds mengatur efek suara UI (default mati), disimpan di ~/.siftable/sounds.json dan dapat ditimpa dengan 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.
Referensi lengkap, mencakup semua perintah slash, key binding, variabel lingkungan, dan file konfigurasi: docs/interactive.md di GitHub.