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
Hosted MCP menggunakan OAuth melalui Streamable HTTP. Mulailah dengan URL Siftable; tidak perlu menyalin dan menempel token.
1. Tambahkan URL hosted MCP
Tambahkan https://siftable.io/api/v1/mcp sebagai server atau konektor MCP jarak jauh. Jangan gunakan endpoint /sse yang sudah tidak digunakan lagi.
2. Selesaikan OAuth
Pilih Connect, Authenticate, atau Login di klien Anda dan setujui akses pada layar persetujuan Siftable. Jangan tambahkan header Authorization ke konfigurasi ini.
{ "mcpServers": { "siftable": { "type": "http", "url": "https://siftable.io/api/v1/mcp" } } }
3. Verifikasi koneksi
Panggil context_current, lalu tampilkan daftar proyek atau tugas. Gunakan find_capability saat Anda membutuhkan tindakan lain.
# 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
Siftable CLI memberikan antarmuka perintah terminal yang lengkap serta copilot interaktif. Ini menggunakan catatan yang sama dengan MCP ter-host, dilengkapi autentikasi khusus CLI dan kapabilitas lokal. Biner akan terinstal sebagai sift (dengan alias kompatibilitas siftable dan exf).
1. Install
npm install -g @siftable/cli # npm 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
Gunakan OAuth untuk hosted MCP, device flow untuk sesi CLI interaktif, dan Personal Access Token untuk otomatisasi non-interaktif atau klien MCP lokal.
Alur Perangkat (CLI)
Jalankan sift auth login. CLI akan membuka browser Anda, Anda masuk dengan Google dan menyetujui kode perangkat. PAT akan dibuat dan disimpan di ~/.config/siftable/ secara otomatis. Tidak ada token untuk disalin-tempel.
Personal Access Token (otomatisasi dan MCP lokal)
Untuk otomatisasi non-interaktif atau klien MCP lokal, buat token di Settings → Integrations → Developer / AI Clients dan kirimkan dalam header Authorization. Token statis tidak dapat menggunakan peningkatan cakupan OAuth.
Authorization: Bearer sift_pat_your_token_here
Token dicakupkan ke domain tertentu (tasks-only, calendar-only, akses penuh, dll.). Untuk pipeline CI, atur SIFT_TOKEN sebagai variabel lingkungan.
$ sift auth login $ sift auth status $ sift auth logout
Cakupan token dan operasi tulis yang tersedia bergantung pada konfigurasi dan paket ruang kerja Anda. Periksa Settings → Integrations → Developer / AI Clients dan Pricing untuk melihat batasan saat ini pada akun Anda.
Koneksi MCP
Siftable hosted MCP menggunakan Streamable HTTP dengan OAuth. Endpoint-nya adalah:
https://siftable.io/api/v1/mcp
Gunakan URL ini dengan klien jarak jauh berkemampuan OAuth termasuk ChatGPT, Codex, Cursor, Claude, Grok, dan implementasi MCP SDK yang kompatibel. Panduan penyiapan MCP ter-host memiliki langkah-langkah khusus untuk masing-masing klien.
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. |
Code Memory
Simpan dan ambil kembali fakta terkurasi tentang basis kode Anda. Periksa sumber secara lokal dengan Git, rg, atau editor Anda; Siftable tidak menyediakan hosting untuk pengindeksan sumber atau pencarian sumber.
| 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 materialize run --help # Approved plaintext goes only to the exact local destination. $ sift env pull --help # Pull an approved .sift/environment.yaml bundle.
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 '.tasks[] | .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.
5 perintah
sift capabilitiesTampilkan kapabilitas dan status kesiapan Siftable CLI
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.
- Flags
--connected-models— List eligible connected models and exit--connection <value>— Select a Model Connection UUID for a gateway invocation--max-output-tokens <value>— Maximum connected-model output tokens (1-32768)--model <value>— Select an eligible connected model for a gateway invocation--prompt <value>— Invoke the selected connected model once and exit--stream— Consume selected connected-model output incrementally
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
Ai
5 commands
sift ai connectShow the secure browser flow for adding a non-exportable Model Connection
- Flags
--url <value>— Siftable Model Connections settings URL
sift ai invokeInvoke an eligible connected model (requires ai:invoke and ai:connections:use)
- Flags
--connection <value>— Model Connection UUID returned by sift ai list--max-output-tokens <value>— Maximum output tokens (1-32768)--model <value>— Eligible model ID returned by sift ai list--prompt <value>— Prompt text--stream— Consume and print incremental connected-model output
sift ai listList eligible connected models (requires ai:models:read)
sift ai statusShow non-secret Model Connection status (requires ai:connections:use)
- Arguments
connection— Optional Model Connection UUID
sift ai usageShow connected-model usage totals (requires ai:usage:read)
- Flags
--from <value>— ISO-8601 period start--to <value>— ISO-8601 period end
Approvals
2 commands
sift approvals requestRequest a governed action approval; this command cannot approve or consume it
- Flags
--action <value>— Governed action identifier--destination <value>— Destination binding JSON object--expires-in <value>— Approval lifetime in seconds (30-600)--operation <value>— Operation identifier--purpose <value>— Human-readable non-secret purpose--resource-id <value>— Resource identifier--resource-type <value>— Resource type identifier
sift approvals statusInspect a governed approval requested by this CLI identity
- Arguments
idrequired — Approval ID
Autentikasi
Perintah autentikasi.
3 perintah
sift auth loginAutentikasi dengan Siftable
- Flags
--scope <ai:models:read|ai:invoke|ai:usage:read|ai:connections:use|vault:metadata:read|vault:manage|vault:audit:read>— Incremental AI invocation or Vault scope to request (repeatable; management AI scopes and plaintext reveal are unavailable)
sift auth logoutHapus autentikasi yang tersimpan
sift auth statusTampilkan status autentikasi
Billing
4 commands
sift billing fallback decideAllow, deny, or always allow personal funding for a quoted workspace operation
- Flags
--decision <allow|deny|always_allow>--monthly-cap-micros <value>— Monthly micro-USD cap for always_allow--quote <value>— Server-issued operation quote ID
sift billing fallback policyRead or update the workspace personal-fallback policy
- Flags
--disabled— Disable and revoke personal fallback--enabled— Enable personal fallback
sift billing fallback revokeRevoke one of your active personal-fallback consents
- Arguments
consentIdrequired
sift billing fallback statusShow your active personal-fallback decisions for a workspace
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
Capabilities
5 commands
sift capabilities createCreate a reviewed server-brokered Vault capability
- Flags
--adapter <value>— Reviewed static adapter ID--expires-in <value>— Lifetime in seconds (300-2592000)--field <value>— Credential payload field--operation <value>— Comma-separated allowlisted operations--provider <value>— Provider ID--purpose <value>— Non-secret human-readable purpose--vault-entry <value>— Vault entry UUID
sift capabilities describeDescribe safe metadata for one Vault capability
- Arguments
idrequired — Capability metadata ID
sift capabilities executeExecute one typed operation through a Vault capability handle
- Flags
--approval <value>— Governed approval UUID when required--handle <value>— Opaque vcap_ capability handle--idempotency-key <value>— Stable 8-128 character key for safe retries--input <value>— Typed operation input JSON object--operation <value>— Allowlisted operation
sift capabilities listList safe metadata for Vault capability handles
sift capabilities revokeRevoke a Vault capability
- Arguments
idrequired — Capability metadata ID
Kode
Alat kode.
13 perintah
sift code blameGit blame untuk file
- Arguments
filerequired — Relative file path- Flags
--root <value>— Repository root path
sift code memory confirmKonfirmasi calon memori kode dengan alasan yang bisa diaudit
- Arguments
idrequired — Memory ID- Flags
--reason <value>— Audit reason
sift code memory deleteHapus fakta basis kode yang tersimpan
- Arguments
idrequired — Memory ID- Flags
-y, --yes— Skip confirmation
sift code memory detect-staleDeteksi memori kode yang kemungkinan usang dan tandai sebagai needs_review (tidak pernah menghapus)
- Flags
--limit <value>— Maximum memories to scan--repo <value>— Repository ID
sift code memory editEdit memori kode di tempat; konten sebelumnya tetap tersimpan di catatan audit
- Arguments
idrequired — Memory ID- Flags
--confidence <value>— Confidence 0-1--fact <value>— Updated fact--reason <value>— Audit reason
sift code memory eventsTampilkan daftar event kurasi/riwayat append-only untuk sebuah memori kode
- Arguments
idrequired — Memory ID- Flags
--limit <value>— Maximum number of events
sift code memory getTampilkan satu memori kode beserta asal-usul, bukti, dan siklus hidupnya
- Arguments
idrequired — Memory ID
sift code memory listDaftar fakta basis kode yang tersimpan
- Flags
--include-inactive— Include rejected and superseded lineage memories--lifecycle <unreviewed|confirmed|rejected|superseded|needs_review>— Filter by lifecycle state--limit <value>— Maximum number of results--repo <value>— Repository ID
sift code memory needs-reviewTandai memori kode sebagai needs_review karena kemungkinan usang/bertentangan (tidak pernah menghapus)
- Arguments
idrequired — Memory ID- Flags
--reason <value>— Audit reason--signal <value>— Staleness signal (repeatable)
sift code memory rejectTolak memori kode dengan alasan yang dapat diaudit (tolak sementara; tidak pernah menghapus)
- Arguments
idrequired — Memory ID- Flags
--reason <value>— Audit reason
sift code memory searchCari fakta basis kode tersimpan
- Arguments
queryrequired — Search query- Flags
--category <architecture|integration|convention|entrypoint|gotcha|ownership>— Filter by category--include-inactive— Include rejected and superseded lineage memories--lifecycle <unreviewed|confirmed|rejected|superseded|needs_review>— Filter by lifecycle state--limit <value>— Maximum number of results--repo <value>— Repository ID
sift code memory storeSimpan fakta basis kode
- Flags
--agent <value>— Authoring agent (marks memory as agent-authored)--category <architecture|integration|convention|entrypoint|gotcha|ownership>— Fact category--commit <value>— Source commit SHA--confidence <value>— Confidence 0-1--evidence-chunk <value>— Historical indexed chunk ID supporting the fact--fact <value>— Fact to store (1-2 sentences)--file <value>— Related file path--path <value>— Additional related path (repeatable)--reason <value>— Capture reason (required with --agent)--repo <value>— Repository ID--work-item <value>— Related agent work item ID
sift code memory supersedeGantikan memori kode dengan fakta baru; memori lama disimpan sebagai riwayat
- Arguments
idrequired — Memory ID to supersede- Flags
--category <architecture|integration|convention|entrypoint|gotcha|ownership>— Fact category (defaults to previous)--commit <value>— Source commit SHA--confidence <value>— Confidence 0-1--evidence-chunk <value>— Evidence chunk ID (repeatable)--fact <value>— Replacement fact--file <value>— Related file path--path <value>— Additional related path (repeatable)--reason <value>— Audit reason
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
Konteks
1 perintah
sift context currentJelaskan konteks principal, pemilik, proyek, dan checkout lokal saat ini
- Flags
--workspace-root <value>— Absolute local checkout root to describe (never sent as a workspace tenant ID)
Crm
6 perintah
sift crm import applyTerapkan hanya operasi yang disetujui dari rencana impor CRM yang ada; aman dijalankan ulang
- Arguments
planIdrequired — Durable CRM import plan UUID- Flags
--yes— Confirm canonical CRM writes without prompting
sift crm import approveSetujui semua atau operasi tertunda yang dipilih dalam rencana impor CRM yang ada
- Arguments
planIdrequired — Durable CRM import plan UUID- Flags
--operation-id <value>— Stable operation ID to approve; repeat to approve a subset--reason <value>— Human approval reason recorded on the plan--yes— Confirm the approval without prompting
sift crm import getLanjutkan dan periksa rencana impor CRM tangguh berdasarkan ID rencana yang stabil
- Arguments
planIdrequired — Durable CRM import plan UUID
sift crm import planBuat atau gunakan kembali rencana impor CRM tangguh dari CSV, TSV, XLS, atau XLSX tanpa menulis catatan CRM kanonis
- Arguments
filerequired — Local CSV, TSV, XLS, or XLSX source (8 MiB maximum)- Flags
--mapping-mode <manual|workspace_auto>— Manual mapping or approved workspace mapping profile--provider <generic|salesforce>— Source provider mapping
sift crm organizations convertJelaskan batasan yang diatur antara organisasi CRM dan ruang kerja
- Arguments
idrequired — CRM organization ID
sift crm organizations listHanya menampilkan daftar organisasi CRM; ruang kerja kolaboratif tidak disertakan
- Flags
--limit <value>— Maximum number of CRM results--search <value>— Optional fuzzy search query
Dataset
Dataset terstruktur.
43 perintah
sift datasets addTambah data ke dataset
- Arguments
idrequired — Dataset ID- Flags
--idempotency-key <value>— Caller-owned stable key for replaying this exact dataset mutation--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"}]'--idempotency-key <value>— Caller-owned stable key for replaying this exact dataset mutation--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
--idempotency-key <value>— Caller-owned stable key for replaying this exact dataset mutation-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 inspect-filePeriksa struktur berkas CSV, TSV, XLS, atau XLSX lokal tanpa membuat atau mengubah dataset
- Arguments
filerequired — Path to a local CSV, TSV, XLS, or XLSX file- Flags
--delimiter <value>— Single-byte delimiter override for CSV/TSV--format <csv|tsv|xls|xlsx>— Format override when the extension is absent or wrong--header-row <value>— Zero-based header row index within the sheet grid--max-bytes <value>— Refuse files larger than this many bytes--max-cols <value>— Maximum columns returned per sheet--max-rows <value>— Maximum data rows returned per sheet--max-sheets <value>— Maximum sheets returned--sheet <value>— Inspect only this sheet; the full sheet inventory is still reported
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--idempotency-key <value>— Caller-owned stable key for replaying this exact dataset mutation--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 qualityPeriksa kualitas dataset dengan metrik nilai yang hilang terstruktur dan observasi nilai berulang
- Arguments
idrequired — Dataset ID- Flags
--fields <value>— Comma-separated field names to check--repeat-threshold <value>— Minimum occurrences for a repeated value to be reported
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)--idempotency-key <value>— Caller-owned stable key for replaying this exact dataset mutation--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"}'--idempotency-key <value>— Caller-owned stable key for replaying this exact dataset mutation
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
Env
Kontrak lingkungan deklaratif dan materialisasi paket Vault yang terkelola.
11 perintah
sift env checkValidasi kontrak lingkungan untuk penggunaan lokal atau CI
- Flags
--checkout-root <value>— Exact Git checkout root containing .sift/environment.yaml--ci— Fail non-zero when contract, example, Git, or checkout safety findings exist
sift env diffTampilkan pergeseran kontrak lingkungan (tanpa nilai)
- Flags
--checkout-root <value>— Exact Git checkout root containing .sift/environment.yaml
sift env endpoint enrollDaftarkan identitas endpoint publik tanpa memberikan akses Vault
- Flags
--dedicated— Endpoint is a dedicated runner--endpoint-class <interactive_desktop|remote_vm|noninteractive_runner|shared_host|ci_runner|production_host|multi_tenant>— Explicit endpoint policy class--kill-switch— Runner has an enforced kill switch--owner <value>— personal or workspace:<uuid>--storage-tier <hardware_host_bound|systemd_managed|convenience_keyring|none>— Actual endpoint key storage tier; convenience_keyring is not hardware-backed
sift env exampleBuat contoh deterministik yang hanya berisi nama dan placeholder
- Flags
--checkout-root <value>— Exact Git checkout root containing .sift/environment.yaml--write— Write the deterministic output to .env.example instead of displaying it
sift env import applyTerapkan satu paket impor `dotenv` yang telah ditinjau secara atomik.
- Flags
--checkout-root <value>— Checkout used only to reject Sift-managed source files--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>--plan-file <value>— Reviewed value-free plan artifact--source <value>— Same explicit dotenv source used to create the plan
sift env import planBuat paket bebas nilai lingkup pemilik untuk satu sumber `dotenv` yang ditentukan.
- Flags
--checkout-root <value>— Checkout used only to reject Sift-managed source files--decision <value>— Explicit per-index decision: INDEX:keep-existing|overwrite|skip|rename=NAME--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>--plan-file <value>— New local value-free plan artifact to create--project <value>— Exact owner-scoped project UUID--source <value>— Explicit dotenv source file
sift env pullTarik satu paket Vault terkelola ke file lingkungan pengembangan yang dikelola Sift.
- Flags
--approval-timeout <value>--checkout-root <value>— Checkout containing .sift/environment.yaml--destination <value>— Exact relative destination when the manifest declares more than one bundle--endpoint-class <development|production|ci|shared_host|policy_ineligible>— Explicit endpoint policy class; managed pulls accept development only--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>--purpose <value>--replace— Replace a changed Sift-managed file using its exact observed precondition
sift env push applyTerapkan satu paket impor `dotenv` yang telah ditinjau secara atomik.
- Flags
--checkout-root <value>— Checkout used only to reject Sift-managed source files--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>--plan-file <value>— Reviewed value-free plan artifact--source <value>— Same explicit dotenv source used to create the plan
sift env push planBuat paket bebas nilai lingkup pemilik untuk satu sumber `dotenv` yang ditentukan.
- Flags
--checkout-root <value>— Checkout used only to reject Sift-managed source files--decision <value>— Explicit per-index decision: INDEX:keep-existing|overwrite|skip|rename=NAME--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>--plan-file <value>— New local value-free plan artifact to create--project <value>— Exact owner-scoped project UUID--source <value>— Explicit dotenv source file
sift env rmHapus satu file lingkungan lokal yang dikelola Sift.
- Flags
--checkout-root <value>— Exact Git checkout root containing .sift/environment.yaml--destination <value>— Exact relative destination when the manifest declares more than one bundle--yes— Confirm removal of the exact recognized managed file
sift env statusLaporkan status lingkungan lokal yang bebas nilai.
- Flags
--checkout-root <value>— Exact Git checkout root containing .sift/environment.yaml
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
Grants
4 commands
sift grants adaptersList reviewed local execution adapters and honest containment tiers
sift grants requestRequest a human-approved grant for a pre-registered trusted local runner
- Flags
--adapter <value>--audience <value>--credential-field <value>--cwd <value>--executable <value>— Resolved reviewed executable path--executable-digest <value>--issuer <value>--operation <value>--purpose <value>--runner-fingerprint <value>--runner-public-key <value>— PEM public-key file from the trusted local runner--scope <value>— Provider scope JSON with string values--vault-entry <value>
sift grants runRequest approval, redeem in memory, and run exactly one reviewed child process
- Flags
--adapter <github_gh|github_publish_pr|terraform_apply>--approval-timeout <value>--audience <value>--body-file <value>— PR body file for github_publish_pr--credential-field <value>--cwd <value>--issuer <value>--operation <value>--purpose <value>--scope <value>--vault-entry <value>
sift grants statusInspect safe status for an ephemeral local execution grant
- Arguments
idrequired
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.
15 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 context addTambah hubungan Pribadi atau Kerja yang terkait dengan pemilik.
- Arguments
personIdrequired — Person ID- Flags
--basis <value>— Why this relationship is recorded--confidence <value>— Evidence confidence from 0 to 1--context <personal|work>— Relationship context--primary— Make this the primary relationship in its context--relationship <value>— Relationship type, e.g. friend, client, mentor
sift people context listTampilkan bagaimana pemilik saat ini mengenal seseorang.
- Arguments
personIdrequired — Person ID
sift people context removeHapus konteks hubungan yang terkait dengan pemilik.
- Arguments
personIdrequired — Person IDrelationshipIdrequired — Context relationship ID- Flags
--dry-run— Show what would be removed without writing-y, --yes— Remove without prompting
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)--context <personal|work>— How you know this person; repeat for both contexts--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 enrichRiset informasi publik tentang seseorang dengan eksekusi yang aman untuk diulang.
- Arguments
idrequired — Person ID- Flags
--dataset <value>— Optional dataset ID for a reviewable reconciliation plan--dataset-upsert-by <value>— Preferred dataset identity field--idempotency-key <value>— Stable 8-128 character key for exact retries--mode <standard|ultra>— Research depth
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
--category <family|romantic|professional|social>— Relationship category--contains <value>— Name substring filter--context <all|personal|work>— Relationship context--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
Relationships
79 commands
sift relationships actions dry-runPreview a relationship action on the server without committing it
- Arguments
idrequired — Relationship action IDentity— Relationship entity as opportunity:<uuid> or prospect:<uuid>- Flags
--entity <value>— Target as prospect:uuid or opportunity:uuid--idempotency-key <value>— Stable 8-128 character key for reproducible server-side previews--input <value>— Action input JSON object--input-file <value>— Path to action input JSON
sift relationships actions listList registered relationship actions and their commitment policies
- Flags
--approval-policy <value>— Filter by approval policy--commitment <value>— Filter by commitment class--limit <value>— Maximum results
sift relationships actions runRun any canonical relationship action with replay-safe caller identity
- Arguments
idrequired — Canonical action ID from relationships actions listentity— Relationship entity as opportunity:<uuid> or prospect:<uuid>- Flags
--entity <value>— Target as prospect:uuid or opportunity:uuid--expected-version <value>— Current collaboration version--idempotency-key <value>— Stable 8-128 character key for exact retries--input <value>— Action input JSON object--input-file <value>— Path to an action input JSON file--yes— Confirm action execution
sift relationships actions showShow one registered relationship action
- Arguments
idrequired — Relationship action ID
sift relationships briefCompose an exact, evidence-grounded relationship brief
- Arguments
subjectrequired — Subject as prospect:uuid or opportunity:uuid- Flags
--lens <value>— Relationship lens identifier
sift relationships composer approver-editBuat revisi penyetuju dengan atribusi dan buka kembali tinjauan coaching.
- Arguments
idrequired — Composer session UUID- Flags
--body <value>--expected-version <value>--reason <value>--subject <value>--yes— Confirm the attributed edit
sift relationships composer bind-senderKaitkan akun email aktif terhubung yang ditentukan ke draf tersimpan.
- Arguments
idrequired — Composer session UUID- Flags
--expected-version <value>— Current optimistic session version--sender <value>— Connected email account UUID
sift relationships composer confirmKonfirmasi ringkasan terkait dan buat revisi pertama draf tersimpan.
- Arguments
idrequired — Composer session UUID- Flags
--expected-version <value>— Current optimistic session version--yes— Confirm brief and create draft
sift relationships composer createBuat atau lanjutkan sesi draf hubungan yang tersimpan.
- Arguments
subjectrequired — Subject as prospect:uuid or opportunity:uuid- Flags
--file <value>— JSON file with source, recommendation, brief, and ranked evidence
sift relationships composer dispatchKirim dengan persetujuan yang ada, kirim sekarang, atau jadwalkan satu pesan hubungan terkelola.
- Arguments
idrequired — Composer session UUID- Flags
--at <value>— ISO-8601 time required for send_later--choice <approve_only|send_now|send_later>— Dispatch outcome--expected-version <value>— Current optimistic session version--idempotency-key <value>— Stable retry key for this exact choice and time--yes— Confirm this governed dispatch choice
sift relationships composer evaluateEvaluasi draf tersimpan saat ini dan tambahkan temuan coaching yang terikat pada frasa.
- Arguments
idrequired — Composer session UUID- Flags
--expected-version <value>— Current optimistic session version
sift relationships composer finding-actionJelaskan, pratinjau, terima, tolak, atau batalkan temuan coaching dengan atribusi.
- Arguments
idrequired — Composer session UUIDfindingrequired — Coaching finding UUID- Flags
--action <explain|preview|accept|reject|undo>--expected-version <value>— Current optimistic session version--yes— Confirm a mutating coaching decision
sift relationships composer historyTampilkan riwayat pembinaan dan draf keputusan append-only sesuai urutan.
- Arguments
idrequired — Composer session UUID
sift relationships composer request-approvalMinta atau lanjutkan persetujuan untuk tinjauan composer; persetujuan hanya di browser.
- Arguments
idrequired — Composer session UUID- Flags
--expected-version <value>— Current optimistic session version--idempotency-key <value>— Stable approval-request retry key--yes— Confirm the approval request
sift relationships composer request-changesKembalikan tinjauan spesifik kepada penulisnya tanpa mengubah isi pesan.
- Arguments
idrequired — Composer session UUID- Flags
--expected-version <value>--reason <value>--yes— Confirm the review interruption
sift relationships composer resolve-identitySelesaikan atau teruskan gerbang kemungkinan-duplikat inline untuk satu pesan yang ditinjau.
- Arguments
idrequired — Composer session UUID- Flags
--candidate <value>— Candidate person UUID--decision <same_person|different_people|route_to_owner>--expected-version <value>--yes— Confirm the identity decision
sift relationships composer reviewLanjutkan draf durable yang sudah lolos pembinaan ke tinjauan terkelola.
- Arguments
idrequired — Composer session UUID- Flags
--approver-user-id <value>— Optional active internal workspace member who will approve the exact message--expected-version <value>— Current optimistic session version--yes— Confirm the transition to review
sift relationships composer save-draftSimpan revisi durable baru dari sebuah draf relasi.
- Arguments
idrequired — Composer session UUID- Flags
--file <value>— JSON file with expectedVersion, subject, and bodyText
sift relationships composer showTampilkan sesi composer relasi yang durable.
- Arguments
idrequired — Composer session UUID
sift relationships composer updatePerbarui intensi terikat dan bukti terperingkat sebelum membuat draf.
- Arguments
idrequired — Composer session UUID- Flags
--file <value>— JSON file with expectedVersion, brief, and evidence
sift relationships contact-plan inspectPeriksa satu rencana kontak kanonis tanpa mengubah siklus hidup sumbernya.
- Arguments
personrequired — Canonical person UUID- Flags
--from <value>— Inclusive ISO-8601 inspection window start--limit <value>— Maximum projected items--timezone <value>— IANA display timezone--to <value>— Inclusive ISO-8601 inspection window end
sift relationships diagnoses createBuat snapshot diagnosis relasi yang immutable dan berbasis bukti.
- Flags
--file <value>— Diagnosis JSON file--yes— Confirm immutable diagnosis creation
sift relationships diagnoses listTampilkan daftar snapshot diagnosis relasi yang immutable.
- Flags
--limit <value>--subject-id <value>--subject-type <prospect|opportunity>
sift relationships email-accounts listTampilkan daftar akun pengirim yang tersedia untuk draf relasi dan pengiriman terkelola.
sift relationships generated-assets draftBuat proposal komunikasi pribadi dari aset penjangkauan yang disetujui; tidak langsung mengirim.
- Arguments
idrequired — Generated outreach/follow-up asset UUID- Flags
--file <value>— Exact senderAccountId, destination, optional edits, and idempotency JSON file--yes— Confirm proposal creation
sift relationships generated-assets generateHasilkan aset berbasis sumber dari versi playbook dan aset sumber spesifik yang telah disetujui.
- Flags
--file <value>— Generation request JSON file--yes— Confirm immutable asset generation
sift relationships generated-assets listTampilkan daftar aset relasi yang dihasilkan, beserta manifes dan tinjauan artefak terbaru.
- Flags
--limit <value>--subject-id <value>--subject-type <prospect|opportunity>
sift relationships generated-assets reviewTambahkan keputusan persetujuan manual ke sebuah artefak yang dihasilkan.
- Arguments
idrequired — Generated asset UUID- Flags
--decision <approved|rejected|needs_changes>--reason <value>--yes— Confirm append-only review
sift relationships generated-assets review-historyTampilkan riwayat tinjauan append-only untuk satu aset yang dihasilkan.
- Arguments
idrequired — Generated asset UUID
sift relationships generated-assets showTampilkan satu aset yang dihasilkan, manifes spesifiknya, dan persetujuan artefak terbaru.
- Arguments
idrequired — Generated asset UUID
sift relationships generated-assets usage-listTampilkan daftar penggunaan append-only dan tautan hasil untuk satu aset yang dihasilkan.
- Arguments
idrequired — Generated asset UUID
sift relationships generated-assets usage-recordTambahkan catatan ekspor, berbagi internal, atau tautan hasil ke sebuah aset yang dihasilkan.
- Arguments
idrequired — Generated asset UUID- Flags
--idempotency-key <value>— Stable 8-128 character retry key--kind <exported|shared_internally|outcome_linked>--outcome <value>— Stable outcome reference; required for outcome_linked--yes— Confirm append-only usage record
sift relationships handoffs listList immutable relationship outcome receipts in the onboarding queue
- Flags
--limit <value>— Maximum receipts
sift relationships handoffs showShow one immutable relationship outcome handoff receipt
- Arguments
idrequired — Outcome handoff receipt UUID
sift relationships meetings brief createSusun rangkuman rapat yang dikutip dari bukti hubungan yang disetujui
- Flags
--input <value>— Exact meeting brief input JSON--input-file <value>— Path to exact meeting brief input JSON
sift relationships meetings brief showBaca rangkuman rapat yang dikutip saat ini dengan menyusun ulang input persisnya
- Flags
--input <value>— Exact owner, subject, approved asset, and optional meeting JSON--input-file <value>— Path to exact meeting brief input JSON
sift relationships meetings evidence captureSimpan bukti transkrip yang memerlukan persetujuan atau catatan manual yang dinyatakan secara eksplisit
- Flags
--idempotency-key <value>— Caller-owned stable key for exact retries--input <value>— Exact meeting evidence input JSON--input-file <value>— Path to exact meeting evidence input JSON--yes— Confirm canonical evidence capture
sift relationships meetings evidence showPeriksa satu data bukti rapat kanonis dan lokator sumbernya
- Arguments
idrequired — Relationship meeting evidence event UUID
sift relationships meetings proposals applyTerapkan satu proposal rapat yang disetujui secara atomik setelah pemeriksaan prasyarat terbaru
- Arguments
idrequired — Approved meeting proposal UUID- Flags
--expected-proposal-digest <value>— Exact reviewed proposal digest--yes— Confirm the persistent internal relationship-state change
sift relationships meetings proposals createBuat proposal yang tidak dapat diubah dan dikutip dari bukti untuk satu tindakan hubungan yang terdaftar
- Flags
--idempotency-key <value>— Caller-owned stable key for exact retries--input <value>— Exact meeting proposal input JSON--input-file <value>— Path to exact meeting proposal input JSON--yes— Confirm immutable proposal creation
sift relationships meetings proposals listTampilkan daftar proposal hubungan yang berasal dari rapat dan siklus peninjauannya
- Flags
--status <pending|approved|rejected|committed|failed|stale>— Filter by lifecycle status--subject-id <value>— Filter by subject UUID--subject-kind <prospect|opportunity>— Filter by subject kind
sift relationships meetings proposals reviewTambahkan persetujuan atau penolakan yang dapat diatribusikan ke satu proposal rapat yang tidak berubah
- Arguments
idrequired — Meeting proposal UUID- Flags
--input <value>— Exact decision, reason, and expectedProposalDigest JSON--input-file <value>— Path to exact proposal review input JSON--yes— Confirm attributable proposal review
sift relationships meetings proposals showPeriksa proposal hubungan yang berasal dari rapat, bukti, diff, dan rencana pemulihan
- Arguments
idrequired — Meeting proposal UUID
sift relationships outcomes describeJelaskan kontrak hasil-hubungan saat runtime dan batasan keamanannya
sift relationships outcomes inspectPeriksa hasil hubungan yang dideklarasikan dalam mode Answer/C0 tanpa persistensi
- Flags
--input <value>— Exact InspectRelationshipOutcomeInput JSON--input-file <value>— Path to exact inspection input JSON
sift relationships outcomes interventionsTampilkan satu batch intervensi tunggal yang terbatas dan dapat ditinjau untuk sebuah snapshot
- Arguments
snapshotIdrequired — Relationship-outcome snapshot ID
sift relationships outcomes listTampilkan daftar snapshot hasil-hubungan dengan paginasi kursor terbatas
- Flags
--cursor <value>— Opaque cursor from the previous page--limit <value>— Maximum snapshots to return--projection <sales_forecast|onboarding_handoff>— Filter by projection--scope-anchor-id <value>— Filter by declared scope anchor ID--scope-anchor-kind <value>— Filter by declared scope anchor kind
sift relationships outcomes recordsTampilkan daftar rekaman snapshot yang persis dengan paginasi kursor terbatas
- Arguments
snapshotIdrequired — Relationship-outcome snapshot ID- Flags
--cursor <value>— Opaque cursor from the previous page--limit <value>— Maximum records to return--posture <value>— Filter by the declared record posture--risk <value>— Filter by low, moderate, high, or unknown operational risk
sift relationships outcomes reviewCatat tinjauan snapshot idempoten tanpa menjalankan tindakan terdaftar yang diusulkan
- Arguments
snapshotIdrequired — Relationship-outcome snapshot ID- Flags
--dry-run— Validate authority and selected interventions without recording a review--idempotency-key <value>— Caller-owned stable key for this exact review--input <value>— Exact ReviewRelationshipOutcomeSnapshotInput JSON (idempotency is injected)--input-file <value>— Path to exact snapshot review input JSON--yes— Confirm append-only review recording
sift relationships outcomes runBuat atau lakukan dry-run snapshot hasil-hubungan C2; jangan pernah jalankan tindakan yang diusulkan
- Flags
--dry-run— Validate and project without persisting a snapshot--idempotency-key <value>— Caller-owned stable key for this exact snapshot request--input <value>— Exact CreateRelationshipOutcomeSnapshotInput JSON (idempotency is injected)--input-file <value>— Path to exact snapshot input JSON--yes— Confirm C2 snapshot persistence
sift relationships outcomes showTampilkan satu snapshot hasil-hubungan yang tidak dapat diubah
- Arguments
snapshotIdrequired — Relationship-outcome snapshot ID
sift relationships playbook-recommendations createCatat rekomendasi yang berdampak dengan setidaknya tiga langkah yang masuk akal
- Flags
--file <value>— Recommendation JSON file--yes— Confirm immutable recommendation creation
sift relationships playbook-recommendations listTampilkan daftar rekomendasi playbook hubungan yang tercatat beserta langkah alternatifnya
- Flags
--limit <value>--subject-id <value>--subject-type <prospect|opportunity>
sift relationships playbooks createBuat versi playbook hubungan yang tidak dapat diubah dan belum disetujui dari JSON kontrak-runtime
- Flags
--file <value>— Playbook version JSON file--yes— Confirm immutable version creation
sift relationships playbooks listMendaftar versi playbook relasi yang tidak dapat diubah dan keputusan persetujuan terbaru
- Flags
--limit <value>— Maximum versions--stable-key <value>— Filter by stable playbook key
sift relationships playbooks reviewMenambahkan keputusan persetujuan manusia ke versi playbook
- Arguments
idrequired — Playbook version UUID- Flags
--decision <approved|rejected|needs_changes>--reason <value>— Attributable review reason--yes— Confirm append-only review
sift relationships playbooks showMenampilkan satu versi playbook relasi yang tidak dapat diubah dan persetujuan terbaru
- Arguments
idrequired — Playbook version UUID
sift relationships proposals getInspect one relationship action proposal and its evidence
- Arguments
idrequired — Proposal ID
sift relationships proposals listList pending and historical relationship action proposals
- Flags
--enrollment <value>— Filter by enrollment ID--limit <value>— Maximum results--sequence <value>— Filter by sequence ID--status <value>— Filter by proposal status
sift relationships proposals request-approvalRequest short-lived human approval for a proposal; cannot approve or consume it
- Arguments
idrequired — Proposal ID- Flags
--idempotency-key <value>— Stable 8-128 character key for safe retries--purpose <value>— Non-secret reason shown to the human approver
sift relationships queues listList relationship team queues in the active workspace
sift relationships recommendations executeExecute an accepted, current recommendation through the canonical action runtime
- Arguments
idrequired — Recommendation UUID- Flags
--yes— Confirm canonical action execution
sift relationships recommendations listList immutable relationship recommendation snapshots
- Flags
--lens <value>— Relationship lens identifier--limit <value>— Maximum recommendations--subject <value>— Filter by prospect:uuid or opportunity:uuid
sift relationships recommendations reviewAppend an ordinary review decision to a relationship recommendation
- Arguments
idrequired — Recommendation UUID- Flags
--decision <accepted|dismissed|snoozed|needs_information>— Review decision--reason <value>— Review reason--snoozed-until <value>— Offset-aware ISO date-time, required for snoozed--yes— Confirm the append-only review
sift relationships recommendations showShow a relationship recommendation with its exact citations and gates
- Arguments
idrequired — Recommendation UUID
sift relationships sequences createCreate a supervised relationship sequence from a JSON definition
- Flags
--definition <value>— Sequence definition JSON object--definition-file <value>— Path to sequence definition JSON--idempotency-key <value>— Stable 8-128 character key for safe retries
sift relationships sequences dry-runPreview a supervised sequence on the server without committing it
- Arguments
idrequired — Sequence ID- Flags
--idempotency-key <value>— Stable 8-128 character key for reproducible server-side previews--input <value>— Dry-run input JSON object--input-file <value>— Path to dry-run input JSON
sift relationships sequences enrollEnroll a relationship target in a supervised sequence
- Arguments
idrequired — Sequence ID- Flags
--idempotency-key <value>— Stable 8-128 character key for safe retries--input <value>— Enrollment input JSON object--input-file <value>— Path to enrollment input JSON
sift relationships sequences getShow one supervised relationship sequence
- Arguments
idrequired — Sequence ID
sift relationships sequences listList supervised relationship sequences
- Flags
--limit <value>— Maximum results--status <value>— Filter by sequence status
sift relationships sequences pausePause a supervised relationship sequence
- Arguments
idrequired — Sequence ID- Flags
--idempotency-key <value>— Stable 8-128 character key for safe retries--reason <value>— Non-secret pause reason
sift relationships sequences resumeResume a supervised relationship sequence
- Arguments
idrequired — Sequence ID- Flags
--idempotency-key <value>— Stable 8-128 character key for safe retries
sift relationships sequences runsList execution evidence for a supervised relationship sequence
- Arguments
idrequired — Sequence ID- Flags
--limit <value>— Maximum results--status <value>— Filter by run status
sift relationships sequences updateUpdate a supervised relationship sequence from a JSON definition
- Arguments
idrequired — Sequence ID- Flags
--definition <value>— Sequence update JSON object--definition-file <value>— Path to sequence update JSON--idempotency-key <value>— Stable 8-128 character key for safe retries
sift relationships showShow the current relationship collaboration snapshot
- Arguments
entityrequired — Relationship entity as opportunity:<uuid> or prospect:<uuid>
sift relationships source-assets createMembuat versi source-asset grounded yang tidak dapat diubah dan belum disetujui
- Flags
--file <value>— Source-asset version JSON file--yes— Confirm immutable version creation
sift relationships source-assets listMendaftar versi source-asset grounded yang tidak dapat diubah dan keputusan persetujuan terbaru
- Flags
--limit <value>— Maximum versions--stable-key <value>— Filter by stable source-asset key
sift relationships source-assets reviewMenambahkan keputusan persetujuan manusia ke versi source-asset
- Arguments
idrequired — Source-asset version UUID- Flags
--decision <approved|rejected|needs_changes>--reason <value>--yes— Confirm append-only review
sift relationships source-assets showMenampilkan satu versi source-asset yang tidak dapat diubah beserta tinjauan terbarunya
- Arguments
idrequired — Source-asset version UUID
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
--cursor <value>— Continuation cursor from a previous page--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.
15 perintah
sift vault auditList Vault audit events (requires vault:audit:read)
- Flags
--limit <value>— Maximum number of results--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>
sift vault createSimpan rahasia terenkripsi baru
- Flags
--category <value>— Category--description <value>— Description--name <value>— Secret name--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>--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 leases cleanMembersihkan satu artefak lease lokal dan menyatakan status terkonfirmasi, gagal, atau tidak dapat diketahui
- Arguments
idrequired- Flags
--checkout-root <value>— Git checkout used to prove runtime separation--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>
sift vault leases listMendaftar metadata lease dan pembersihan lingkungan bebas nilai
- Flags
--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>
sift vault leases revokeMencabut penggunaan lease di masa mendatang, menghapus artefak lokal jika ada, dan mengonfirmasi pembersihan
- Arguments
idrequired- Flags
--checkout-root <value>— Git checkout used to prove runtime separation--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>
sift vault leases statusMemeriksa satu siklus hidup lease lingkungan bebas nilai
- Arguments
idrequired- Flags
--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>
sift vault listTampilkan daftar entri brankas (hanya metadata)
- Flags
--category <value>— Filter by category--limit <value>— Maximum number of results--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>--type <env_var|credential|oauth_token|ssh_key|certificate|note>— Filter by entry type
sift vault materialize environmentMenarik satu bundel Vault yang diatur ke dalam file lingkungan pengembangan yang dikelola Sift
- Flags
--approval-timeout <value>--checkout-root <value>— Checkout containing .sift/environment.yaml--destination <value>— Exact relative destination when the manifest declares more than one bundle--endpoint-class <development|production|ci|shared_host|policy_ineligible>— Explicit endpoint policy class; managed pulls accept development only--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>--purpose <value>--replace— Replace a changed Sift-managed file using its exact observed precondition
sift vault materialize requestRequest human approval for one destination-bound Vault materialization
- Flags
--destination <value>--entry <value>--expected-digest <value>--field <value>--materializer-digest <value>--mode <0400|0600>--nonce <value>--overwrite--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>--purpose <value>--runner-fingerprint <value>--runner-public-key <value>--tracked-exception--workspace-root <value>— Absolute local workspace root containing the destination
sift vault materialize revokeMencabut materialisasi Vault yang tertunda dan terikat tujuan
- Arguments
idrequired — Materialization ID- Flags
--legacy-context— Use the Personal/v0 identity of a request created with the deprecated path-shaped --workspace alias--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>
sift vault materialize runRequest approval, wait, and materialize one Vault field at the exact approved path
- Flags
--approval-timeout <value>--destination <value>— Destination path; relative paths resolve inside --workspace-root before approval--entry <value>--field <value>--mode <0400|0600>--overwrite--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>--purpose <value>--tracked-exception--workspace-root <value>— Absolute local workspace root containing the destination
sift vault materialize statusInspect safe status for a destination-bound Vault materialization
- Arguments
idrequired- Flags
--legacy-context— Use the Personal/v0 identity of a request created with the deprecated path-shaped --workspace alias--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>
sift vault searchCari entri vault
- Arguments
queryrequired — Search query- Flags
--limit <value>— Maximum number of results--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>
sift vault updatePerbarui metadata entri vault
- Arguments
idrequired — Vault entry ID- Flags
--category <value>— Category--description <value>— Description--name <value>— Entry name--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>--tags <value>— Comma-separated tags--url <value>— Associated URL
sift vault use leaseMembuat satu artefak bundel lingkungan yang berumur singkat di luar worktree Git
- Flags
--approval-timeout <value>--checkout-root <value>— Checkout containing .sift/environment.yaml--consumer <value>— Bound consumer identifier; not a command allowlist--consumer-pid <value>— Optional already-running consumer process lifetime--destination <value>— Manifest destination used only to select one exact bundle--endpoint-class <development|production|ci|shared_host>--holder <value>— Bound holder identifier; defaults to the local runner fingerprint--owner <value>— Exact Vault owner: personal or workspace:<tenant-id>--purpose <value>--ttl <value>
Pekerjaan
Antrean pekerjaan agen yang dapat dieksekusi.
25 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 (required for lease-owned transitions)--lease <value>— Lease seconds--memory-decision <value>— Durable code-memory decision JSON (required on agent complete/review): {"decision":"store"|"skip","rationale":"...","fact"?,"category"?,"repositoryId"?,"filePath"?,"paths"?,"evidenceChunkIds"?,"sourceCommit"?,"confidence"?}--owner <value>— Claim owner identity (required for lease-owned transitions)--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 (required for lease-owned transitions)--lease <value>— Lease seconds--memory-decision <value>— Durable code-memory decision JSON (required on agent complete/review): {"decision":"store"|"skip","rationale":"...","fact"?,"category"?,"repositoryId"?,"filePath"?,"paths"?,"evidenceChunkIds"?,"sourceCommit"?,"confidence"?}--owner <value>— Claim owner identity (required for lease-owned transitions)--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 (required for lease-owned transitions)--lease <value>— Lease seconds--memory-decision <value>— Durable code-memory decision JSON (required on agent complete/review): {"decision":"store"|"skip","rationale":"...","fact"?,"category"?,"repositoryId"?,"filePath"?,"paths"?,"evidenceChunkIds"?,"sourceCommit"?,"confidence"?}--owner <value>— Claim owner identity (required for lease-owned transitions)--reason <value>— Block or failure reason--summary <value>— Result summary--verification-results <value>— Verification evidence JSON array: [{"command","exitCode","output"?}]
sift work contract checkMemvalidasi file Work Contract V1 atau item kerja yang diambil secara deterministik
- Arguments
id— Work item ID to fetch and validate- Flags
--file <value>— Path to a Work Contract V1 JSON file
sift work createBuat item pekerjaan agen executable
- Flags
--acceptance-criteria <value>— Acceptance criteria JSON array or semicolon-separated text--agent <value>— Assigned agent alias--allow-deploy— Allow deployment in the authored contract--allow-migrate— Allow migrations in the authored contract--allow-network— Allow network access in the authored contract--allow-vault— Allow audited Vault access in the authored contract--allowed-actions <value>— Allowed actions JSON object--capture-applicability <conversational_capture_required|non_conversational|unclassified>— Prospective capture applicability; this does not determine study eligibility--capture-receipt <value>— Finalized capture receipt UUID to bind atomically; repeat for multi-surface handoffs--context <value>— Input context JSON object--contract <value>— Complete Work Contract V1 JSON--contract-file <value>— Path to a complete Work Contract V1 JSON file--depends-on <value>— Dependency JSON array: [{"workItemId":"<uuid>","requiredGate"?:"done"|"commands_passed"}]--dry-run— Preview the normalized payload and contract without creating work--exclude-scope <value>— Excluded workspace-relative write scope; repeat for multiple paths--profile <coding|read-only|read_only>— Author a complete Work Contract V1 using the coding or read-only profile--project <value>— Linked project ID--prompt <value>— Agent prompt or instructions--rank <value>— Queue rank--scope <value>— Included workspace-relative write scope; repeat for multiple paths--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 dependencies getGet authoritative dependencies and claimability for a work item
- Arguments
idrequired — Work item UUID
sift work dependencies setAtomically replace the authoritative dependencies for a work item
- Arguments
idrequired — Work item UUID- Flags
--depends-on <value>— Dependency JSON array; pass [] to clear dependencies
sift work dependency-policy getGet a project default work-dependency gate
- Flags
--project <value>— Project UUID
sift work dependency-policy setSet a project default work-dependency gate
- Flags
--gate <done|commands_passed>— Default gate for dependencies that omit requiredGate--project <value>— Project UUID
sift work editC2: Revise queued, unclaimed work while preserving its UUID and dependency edges. Do not use after claim or execution; wait for a queued unclaimed state or create follow-up work. Example: raise queue rank or refine acceptance criteria while the item is queued and unclaimed. Counterexample: do not change status, dependencies, or an active worker lease with this capability. Execution-contract edits supersede the active verification plan and reset verification evidence; queue-rank-only edits do not. The same Idempotency-Key and payload replays the original receipt; a different payload with that key is rejected.
- Arguments
idrequired — Work item ID- Flags
--acceptance-criteria <value>— Replacement acceptance criteria JSON array--allowed-actions <value>— Replacement allowed actions JSON object--context <value>— Replacement input context JSON object--contract <value>— Replacement Work Contract V1 JSON--contract-file <value>— Path to replacement Work Contract V1 JSON--dry-run— Show normalized diff and proof consequences without mutating--expected-revision <value>— Observed work item revision--idempotency-key <value>— Stable retry key for this exact edit--patch <value>— Editable fields as one JSON object--patch-file <value>— Path to an editable-fields JSON object--prompt <value>— Replacement prompt; use --patch for null--rank <value>— Replacement queue rank--reason <value>— Auditable reason for the revision--title <value>— Replacement title--verify <value>— Replacement verification commands as JSON array or semicolon-separated text--write-scope <value>— Replacement 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 (required for lease-owned transitions)--lease <value>— Lease seconds--memory-decision <value>— Durable code-memory decision JSON (required on agent complete/review): {"decision":"store"|"skip","rationale":"...","fact"?,"category"?,"repositoryId"?,"filePath"?,"paths"?,"evidenceChunkIds"?,"sourceCommit"?,"confidence"?}--owner <value>— Claim owner identity (required for lease-owned transitions)--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 (required for lease-owned transitions)--lease <value>— Lease seconds--memory-decision <value>— Durable code-memory decision JSON (required on agent complete/review): {"decision":"store"|"skip","rationale":"...","fact"?,"category"?,"repositoryId"?,"filePath"?,"paths"?,"evidenceChunkIds"?,"sourceCommit"?,"confidence"?}--owner <value>— Claim owner identity (required for lease-owned transitions)--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 (required for lease-owned transitions)--lease <value>— Lease seconds--memory-decision <value>— Durable code-memory decision JSON (required on agent complete/review): {"decision":"store"|"skip","rationale":"...","fact"?,"category"?,"repositoryId"?,"filePath"?,"paths"?,"evidenceChunkIds"?,"sourceCommit"?,"confidence"?}--owner <value>— Claim owner identity (required for lease-owned transitions)--reason <value>— Block or failure reason--summary <value>— Result summary--verification-results <value>— Verification evidence JSON array: [{"command","exitCode","output"?}]
sift work requeueReturn blocked work to the queue for a fresh claim
- Arguments
idrequired — Work item ID- Flags
--artifacts <value>— Artifact refs JSON array--claim-token <value>— Claim token returned by work claim (required for lease-owned transitions)--lease <value>— Lease seconds--memory-decision <value>— Durable code-memory decision JSON (required on agent complete/review): {"decision":"store"|"skip","rationale":"...","fact"?,"category"?,"repositoryId"?,"filePath"?,"paths"?,"evidenceChunkIds"?,"sourceCommit"?,"confidence"?}--owner <value>— Claim owner identity (required for lease-owned transitions)--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 (required for lease-owned transitions)--lease <value>— Lease seconds--memory-decision <value>— Durable code-memory decision JSON (required on agent complete/review): {"decision":"store"|"skip","rationale":"...","fact"?,"category"?,"repositoryId"?,"filePath"?,"paths"?,"evidenceChunkIds"?,"sourceCommit"?,"confidence"?}--owner <value>— Claim owner identity (required for lease-owned transitions)--reason <value>— Block or failure reason--summary <value>— Result summary--verification-results <value>— Verification evidence JSON array: [{"command","exitCode","output"?}]
sift work revisionsList immutable, attributable work-item revision receipts and field diffs
- Arguments
idrequired — Work item ID- Flags
--limit <value>— Maximum revisions to return
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 (required for lease-owned transitions)--lease <value>— Lease seconds--memory-decision <value>— Durable code-memory decision JSON (required on agent complete/review): {"decision":"store"|"skip","rationale":"...","fact"?,"category"?,"repositoryId"?,"filePath"?,"paths"?,"evidenceChunkIds"?,"sourceCommit"?,"confidence"?}--owner <value>— Claim owner identity (required for lease-owned transitions)--reason <value>— Block or failure reason--summary <value>— Result summary--verification-results <value>— Verification evidence JSON array: [{"command","exitCode","output"?}]
sift work verification evidenceSubmit externally executed evidence for an exact plan version and step ID
- Arguments
idrequired — Work item ID- Flags
--artifacts <value>— Artifact reference JSON array for larger logs--attempt <value>— Caller-stable attempt identity--claim-owner <value>— Active lease owner for workspace-service evidence--claim-token <value>— Opaque active lease token for workspace-service evidence--environment <value>— Execution environment label--exit-code <value>— Process exit code when applicable--outcome <passed|failed|error>— Attempt outcome--output <value>— Bounded output excerpt; secrets are redacted by the API--plan-version <value>— Active verification plan version--provenance <value>— Evidence provenance JSON object--ran-at <value>— RFC3339 execution timestamp--step <value>— Stable verification step UUID
sift work verification historyList immutable verification-plan history and coverage
- Arguments
idrequired — Work item ID
sift work verification planShow the active versioned verification plan and coverage
- Arguments
idrequired — Work item ID
sift work verification reviseCreate an audited active verification-plan revision
- Arguments
idrequired — Work item ID- Flags
--expected-version <value>— Observed active plan version--provenance <value>— Revision provenance JSON object--reason <value>— Audited revision reason--steps <value>— Verification step JSON array--steps-file <value>— Path to a verification step JSON array--yes— Confirm activation without prompting
sift work verifyDeprecated compatibility command. Hosted LLM verification is retired; use verification-command evidence.
- Arguments
idrequired — Work item ID- Flags
--history— List historical verifier runs recorded before retirement--model <value>— Deprecated; ignored because hosted verification is retired--reps <value>— Deprecated; ignored because hosted verification is retired
Worker
Runner tugas lokal.
2 perintah
sift worker dispatchBuat rencana netral-permukaan tanpa biaya untuk tepat dua pekerja agen AWS
- Flags
--max-runtime-minutes <value>— Per-worker runtime ceiling--source-sha <value>— Reviewed 40-character source Git SHA; defaults to a clean current HEAD--surface <cli|t3|codex|claude-code|mcp>— Calling control surface; does not change dispatch identity--work-item <value>— Queued Sift work-item UUID; repeat exactly twice
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
Ruang Kerja
3 perintah
sift workspaces currentMenampilkan pilihan ruang kerja Personal atau kolaboratif saat ini
sift workspaces listMendaftar ruang kerja kolaboratif yang tersedia untuk pengguna terotentikasi
sift workspaces usePilih ruang kerja kolaboratif untuk penemuan, atau Personal untuk menghapusnya
- Arguments
idrequired — Workspace ID, or "personal"
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.