Documentation Reference · 06

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.

Hızlı Başlangıç

Agent'ını 5 dakikadan kısa sürede bağla.

1. Kişisel Erişim Token'ı Al

Siftable'a giriş yap, Ayarlar → API Token'ları bölümüne git ve yeni bir token oluştur. Token'lar kapsamlıdır — hangi alanlara erişebileceğini sen seçersin.

2. MCP istemcini yapılandır

Siftable'ı agent'ının MCP yapılandırmasına ekle. Claude Code, Cursor, Windsurf ve MCP uyumlu tüm istemcilerle çalışır.

claude_code_config.json
{
  "mcpServers": {
    "siftable": {
      "url": "https://siftable.io/api/v1/mcp/sse",
      "headers": {
        "Authorization": "Bearer sift_pat_your_token_here"
      }
    }
  }
}

3. Bağlantıyı doğrula

Agent'ından projelerini veya görevlerini listelemesini iste. Veri dönerse, bağlantı kurulmuştur.

Example agent interaction
# Agent calls:
project_list()
task_list(status: "in_progress")
calendar_list_events(startDate: "2026-02-17", endDate: "2026-02-23")

# Agent now has your full operational context.

CLI Installation

The Siftable CLI gives you the full command surface — 169 commands across every domain — from your terminal. Same API, same data, same permissions, plus an interactive copilot. The binary installs as sift (with siftable and the exf compatibility alias).

1. Install

Terminal
npm install  -g @siftable/cli     # npm · current: @siftable/cli@0.5.29
bun  install -g @siftable/cli     # bun
pnpm add     -g @siftable/cli     # pnpm

# or run without installing
npx @siftable/cli <command>

2. Authenticate

The CLI uses device flow authentication — it opens your browser, you approve, and a token is stored locally.

Terminal
$ 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

Terminal
$ 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.

Kimlik Doğrulama

Siftable iki kimlik doğrulama yöntemini destekler. Etkileşimli CLI oturumları için cihaz akışını, MCP istemcileri ve CI/CD için Kişisel Erişim Belirteçlerini (PAT) kullanın.

Cihaz Akışı (CLI)

exf auth login komutunu çalıştırın. CLI tarayıcınızı açar, Google ile giriş yaparsınız ve cihaz kodunu onaylarsınız. Bir PAT oluşturulur ve otomatik olarak ~/.config/exf/ dizinine kaydedilir. Kopyalayıp yapıştırılacak bir belirteç yoktur.

Kişisel Erişim Belirteci (MCP & API)

MCP istemcileri ve programatik erişim için Ayarlar → API Belirteçleri kısmından bir belirteç oluşturun. Bunu Authorization başlığında iletin:

HTTP Header
Authorization: Bearer sift_pat_your_token_here

Belirteçler belirli alanlarla (yalnızca görevler, yalnızca takvim, tam erişim vb.) sınırlandırılmıştır. CI işlem hatları için EXF_PAT değerini bir ortam değişkeni olarak ayarlayın.

Auth Commands
$ sift auth login
$ sift auth status
$ sift auth logout

Token kapsamları ve kullanılabilir yazma işlemleri, çalışma alanı yapılandırmanıza ve planınıza bağlıdır. Hesabınızdaki mevcut sınırlar için Ayarlar → API Token'ları ve Fiyatlandırma bölümünü kontrol edin.

MCP Bağlantısı

Siftable MCP için Server-Sent Events (SSE) taşıma yöntemini kullanır. Uç nokta:

MCP Endpoint
https://siftable.io/api/v1/mcp/sse

SSE taşıma desteği olan herhangi bir MCP istemcisiyle uyumludur: Claude Code, Claude Desktop, Cursor, Windsurf, Continue ve MCP SDK kullanan özel uygulamalar.

Görevler

Task Domain 6 tools
MCP ToolCLIAccessDescription
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.
CLI Examples
$ 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"}

Takvim

Calendar Domain 4 tools
MCP ToolCLIAccessDescription
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.
CLI Examples
$ 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

Projeler

Project Domain 5 tools
MCP ToolCLIAccessDescription
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.

Bilgi Tabanı

Knowledge Domain 6 tools
MCP ToolCLIAccessDescription
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

Dataset Domain 19 commands

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.

CapabilityCLIAccessDescription
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.
CLI Examples
$ 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"}]'

Kişiler

People Domain 5 tools
MCP ToolCLIAccessDescription
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.

Kod Tabanı

Codebase Domain 12 tools

Semantik kod arama için depolarını indeksle. Siftable kodunu semboller ve embedding'lere ayrıştırarak hızlı erişim sağlar.

MCP ToolCLIAccessDescription
codebase_list sift codebase list READ List all indexed repositories.
codebase_register sift codebase register WRITE Register a repository for indexing. Set root path, name, include/exclude patterns.
codebase_status sift codebase status READ Check indexing status for a repository.
codebase_index sift codebase WRITE Full index: scan and upload all files matching patterns.
codebase_index_incremental sift codebase incremental WRITE Git-aware incremental index. Only processes changed files since last index.
codebase_search sift codebase search READ Semantic code search. Filter by repository, language, symbol type (function, class, interface, type, export, impl).
codebase_snapshot_status sift codebase snapshot READ Get the latest index snapshot for a repository, optionally filtered by branch or materialized for download.
codebase_delete sift codebase delete DELETE Delete a repository and all indexed code data.
code_who_knows sift code who-knows READ Find developers with expertise in a code area. Based on git history and contribution patterns.
code_compute_expertise sift code expertise WRITE Refresh the expertise index for a repository.
code_history sift code history READ Get commit history. Filter by file path.
git_blame_symbol sift code blame READ Git blame for a file or line range. Shows who last modified each line.
Related Code CLI
$ sift code history <repo-id> --path src/auth/service.ts
$ sift code blame src/auth/service.ts --root .
$ sift code expertise <repo-id>
$ sift code who-knows <repo-id> src/auth
$ sift code link <task-id> --repo <repo-id> --file src/auth/service.ts

Kod Hafızası

Code Memory Domain 4 tools

Kod tabanın hakkında bilgileri sakla ve getir. Mimari kararlar, konvansiyonlar, tuzaklar, sahiplik — oturumlar arasında kalıcı bilgi.

MCP ToolCLIAccessDescription
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.

Belgeler

Document Domain 1 command
MCP ToolCLIAccessDescription
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

Vault Domain 5 tools

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 ToolCLIAccessDescription
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.
CLI Examples
$ sift vault create --name "Stripe API Key" --json
# Interactive prompt for sensitive payload values

$ sift vault list

 NAME                TYPE         CATEGORY     CREATED
 Stripe API Key      env_var      payments     2026-02-25
 GitHub PAT          credential   devtools     2026-02-20

$ sift vault read <id>
# Retired: opens no secret. Use the first-party web Vault.

Workflows

Cross-domain recipes that combine multiple tools. These patterns work identically via MCP or CLI.

Link Code to Tasks

Connect implementation work to the task that motivated it. Agents and teammates can trace why code changed.

MCP
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")
CLI
$ 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.

CLI
# 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.

MCP (agent prompt)
# 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.
CLI
$ sift calendar list --start 2026-02-26 --end 2026-02-26
$ sift tasks list --status completed --limit 20 --json | jq '.[] | .title'
$ sift tasks list --status in_progress

Store a Debug Discovery

Found a gotcha? Store it so your future self (or your agent) doesn't rediscover it the hard way.

CLI
$ 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

İdempotentlik

Yazma işlemleri (task_create, note_create, calendar_create_event vb.) isteğe bağlı bir idempotencyKey parametresi kabul eder. Aynı anahtarla bir isteği tekrar gönderirsen, Siftable kopya oluşturmak yerine orijinal sonucu döndürür.

Idempotent task creation
task_create(
  title: "Review PR #247",
  priority: "do_now",
  idempotencyKey: "agent-run-42-task-pr247"
)

# Safe to retry. Same key = same result.

İzinler

Token'lar alan bazında kapsamlanır. Sadece takvim yetkili token görevleri veya kişileri okuyamaz. Token'larını agent'ının ihtiyaç duyduğu minimum erişime kapsama.

Mevcut kapsamlar:

  • tasks:read / tasks:write — Task listing, CRUD, and completion
  • calendar:read / calendar:write — Event listing and creation
  • projects:read / projects:write — Project management and context
  • knowledge:read / knowledge:write — Notes, search, document upload
  • people:read / people:write — Contact search and CRM updates
  • work:read / work:write — Agent work queue items
  • org:read — Workspace org metadata
  • mcp:* — All MCP operations (recommended for IDE and agent use)

Kullanılabilir yazma işlemleri, token kapsamınıza ve mevcut çalışma alanı planınıza bağlıdır. Üretim ortamında yazma işlemlerine güvenmeden önce oluşturduğunuz token'ı ve mevcut fiyatlandırma sayfasını kontrol edin.

CLI Komut Referansı

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).

Tüm komutlar şu genel bayrakları da destekler: --json (ham JSON çıktısı), --token / SIFT_TOKEN, --api-url / SIFT_API_URL (varsayılan https://siftable.io), --workspace / SIFT_WORKSPACE_ID ve --no-input (onay istemlerini kapatır). Silme işlemi yapan komutlar --confirm veya -y gerektirir.

Genel

Üst düzey komutlar ve denetim araçları.

6 komut
Shellsift
sift capabilities

Siftable CLI yeteneklerini ve hazırlık durumunu görüntüleyin

Shellsift
sift codebase

Kod tabanını dizine ekleyin (dosyaları tarayıp yükleyin)

Arguments
id — Repository ID
Flags
--exclude <value> — Comma-separated exclude glob patterns
--include <value> — Comma-separated include glob patterns
--incremental — Git-aware incremental index (changed files only)
--path <value> — Absolute path to repository root
Shellsift
sift commands

Agent dostu komut konularını ve iş akışı giriş noktalarını görüntüleyin

Shellsift
sift doctor

Gizli bilgileri açığa çıkarmadan yerel Siftable CLI yapılandırmasını denetleyin

Shellsift
sift interactive

Siftable terminal copilot'unu (sift interactive) başlatın; görevleriniz, işleriniz, takviminiz, projeleriniz ve kişileriniz için süreç içi bir AI asistanı.

Shellsift
sift mermaid

Terminale bir Mermaid diyagramı (akış şeması, dizi, durum, sınıf, ER, C4, mimari, zihin haritası) çizin. .mmd dosyasını veya stdin'i okur.

Arguments
file — Path to a .mmd file (omit to read stdin)
Flags
--ascii — Use ASCII glyphs instead of Unicode box drawing
--color <none|truecolor> default: "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> default: "clip" — 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)

Ajanlar

Ajan takma adları.

6 komut
Shellsift
sift agents create

Ajan takma adı oluştur

Flags
--alias <value> required — 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> default: "custom" — Agent type
Shellsift
sift agents disable

Ajan takma adını devre dışı bırak

Arguments
alias required — Agent alias or ID
Shellsift
sift agents get

Ajan takma adını getir

Arguments
alias required — Agent alias or ID
Shellsift
sift agents list

Ajan takma adlarını listele

Flags
--include-disabled — Include disabled aliases
Shellsift
sift agents update

Ajan takma adını güncelle

Arguments
alias required — 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
Shellsift
sift agents work

Ajan takma adına atanan işleri listele

Arguments
alias required — Agent alias or ID
Flags
--limit <value> — Maximum results
--status <value> — Work item status

Kimlik Doğrulama

Kimlik doğrulama komutları.

3 komut
Shellsift
sift auth login

Siftable ile kimlik doğrulayın

Shellsift
sift auth logout

Kayıtlı kimlik doğrulamasını kaldırın

Shellsift
sift auth status

Kimlik doğrulama durumunu görüntüleyin

Takvim

Takvim etkinlikleri.

4 komut
Shellsift
sift calendar create

Takvim etkinliği oluşturun

Flags
--description <value> — Event description
--end <value> required — End time (ISO 8601)
--location <value> — Event location
--start <value> required — Start time (ISO 8601)
--title <value> required — Event title
Shellsift
sift calendar delete

Takvim etkinliğini silin

Arguments
id required — Event ID
Flags
-y, --yes — Skip confirmation
Shellsift
sift calendar list

Takvim etkinliklerini listeleyin

Flags
--end <value> — End date (ISO 8601)
--limit <value> — Maximum number of results
--start <value> — Start date (ISO 8601)
Shellsift
sift calendar update

Takvim etkinliğini güncelle

Arguments
id required — Event ID
Flags
--description <value> — Event description
--end <value> — End time (ISO 8601)
--location <value> — Event location
--start <value> — Start time (ISO 8601)
--title <value> — Event title

Kod

Kod araçları.

9 komut
Shellsift
sift code blame

Bir dosya için Git blame bilgilerini göster

Arguments
file required — Relative file path
Flags
--root <value> default: "." — Repository root path
Shellsift
sift code expertise

Bir depo için geliştirici uzmanlık dizinini yenile

Arguments
repo required — Repository ID
Shellsift
sift code history

Bir deponun commit geçmişini getir

Arguments
repo required — Repository ID
Flags
--limit <value> — Maximum number of results
--path <value> — Filter by file path
Shellsift
sift code link

Bir görevi koda (dosya, commit veya depo) bağla

Arguments
task-id required — Task ID
Flags
--commit <value> — Commit SHA
--file <value> — File path
--notes <value> — Notes about the link
--repo <value> required — Repository ID
Shellsift
sift code memory delete

Kayıtlı bir kod tabanı bilgisini sil

Arguments
id required — Memory ID
Flags
-y, --yes — Skip confirmation
Shellsift
sift code memory list

Kayıtlı kod tabanı bilgilerini listele

Flags
--limit <value> — Maximum number of results
--repo <value> — Repository ID
Shellsift
sift code memory search

Kayıtlı kod tabanı bilgilerinde ara

Arguments
query required — Search query
Flags
--category <architecture|integration|convention|entrypoint|gotcha|ownership> — Filter by category
--limit <value> — Maximum number of results
--repo <value> — Repository ID
Shellsift
sift code memory store

Bir kod tabanı bilgisi kaydet

Flags
--category <architecture|integration|convention|entrypoint|gotcha|ownership> required — Fact category
--fact <value> required — Fact to store (1-2 sentences)
--file <value> — Related file path
--repo <value> — Repository ID
Shellsift
sift code who-knows

Bir kod alanı için uzmanları bul

Arguments
repo required — Repository ID
area required — Path, glob, or symbol
Flags
--limit <value> — Maximum number of results

Kod Tabanı

Kod dizinleme ve arama.

7 komut
Shellsift
sift codebase delete

Bir depoyu ve tüm dizinlenmiş verileri sil

Arguments
id required — Repository ID
Flags
-y, --yes — Skip confirmation
Shellsift
sift codebase incremental

Git tabanlı değişen dosyalarla kod tabanını kademeli olarak dizinle

Arguments
id required — Repository ID
Flags
--exclude <value> — Comma-separated exclude glob patterns
--include <value> — Comma-separated include glob patterns
--path <value> required — Absolute path to repository root
Shellsift
sift codebase list

Dizinlenen depoları listele

Shellsift
sift codebase register

Dizinleme için bir kod tabanı kaydet

Flags
--auto-index — Enable automatic indexing
--name <value> required — Repository name
--path <value> required — Absolute path to repository root
--project <value> — Project ID to associate
Shellsift
sift codebase search

Anlamsal kod arama

Arguments
query required — Search query
Flags
--language <value> — Filter by language
--limit <value> — Maximum number of results
--project <value> — Project ID
--repo <value> — Repository ID
--symbol-type <function|class|interface|type|export|impl> — Filter by symbol type
Shellsift
sift codebase snapshot

Deponun en güncel dizin anlık görüntüsünü alın

Arguments
id required — Repository ID
Flags
--branch <value> — Filter by branch
--materialize — Generate a download URL for the snapshot
Shellsift
sift codebase status

Deponun indeksleme durumunu kontrol edin

Arguments
id required — Repository ID

Codex

Codex otomasyon yardımcıları.

1 komut
Shellsift
sift codex daily-review collect

Codex günlük çalışma incelemeleri için salt okunur Siftable ve yerel git bağlamını toplayın

Flags
--calendar-days <value> default: 7 — Calendar lookahead days
--limit <value> default: 20 — Maximum records per source
--skip-git — Skip local git summary

Veri Kümeleri

Yapılandırılmış veri kümeleri.

41 komut
Shellsift
sift datasets add

Veri kümesine kayıt ekleyin

Arguments
id required — Dataset ID
Flags
--record <value> repeatable — Record as JSON object, e.g. '{"name":"Alice","age":"30"}'
--records <value> — Multiple records as JSON array
Shellsift
sift datasets aggregate

Veri kümesi kayıtlarını gruplandırılmış metriklerle (count, avg, sum, min, max, median, stddev, percentile, ratio) özetleyin

Arguments
id required — 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> default: 100 — Max rows
--metrics <value> — JSON array of metrics [{operation, field, as}]
--sorts <value> — JSON array of sorts
Shellsift
sift datasets analyze

Veri kümesi için doğal dilde veriye dayalı içgörüler üretin

Arguments
id required — Dataset ID
Flags
--filters <value> — JSON array of filters
--focus-fields <value> — Comma-separated field names to focus analysis on
--max-insights <value> default: 5 — Max insights to generate
--mode <descriptive|operational> — Analysis mode
--signal-limit <value> — Max decision signals to return
Shellsift
sift datasets apply-diff

Kayıtlı veri kümesi fark planını uygulayın

Arguments
plan required — Path to a local diff plan or persisted diff plan ID
Flags
--yes — Confirm applying the saved diff plan without prompting
Shellsift
sift datasets archive

Fiziksel tabloyu kaldırmadan veri kümesini arşivleyin

Arguments
id required — Dataset ID
Flags
-y, --yes — Confirm dataset archival without prompting
Shellsift
sift datasets bucket

Sayısal veya tarih alanlarını aralıklara bölerek her grup için toplu metrikler hesaplayın

Arguments
id required — Dataset ID
Flags
--boundaries <value> — Comma-separated boundary values (omit for auto-bucketing)
--bucket-count <value> — Number of auto-buckets (default: 5)
--field <value> required — Field to bucket
--filters <value> — JSON array of filters
--metrics <value> — JSON array of metrics
Shellsift
sift datasets cleanup

Yaşam döngüsü etiketli geçici veri kümeleri için temizlik planlayın veya uygulayın

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> default: 100 — 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
Shellsift
sift datasets compare

Kategorik bir alanın segmentleri arasındaki metrikleri yan yana karşılaştırın

Arguments
id required — Dataset ID
Flags
--filters <value> — JSON array of filters
--limit <value> default: 10 — Max segment values to compare
--metrics <value> — JSON array of metrics
--segment-field <value> required — Categorical field to segment by
--segment-values <value> — Comma-separated segment values (auto-discovers if omitted)
Shellsift
sift datasets compute

Veri kümesinden veya önceki sonuçlardan türetilmiş alanlar hesaplayın

Arguments
id — Dataset ID
Flags
--computed-fields <value> required — JSON array of computed fields, e.g. '[{"as":"spread","expression":"right.Close-left.Close"}]'
--filters <value> — JSON array of filters
--limit <value> default: 50 — 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
Shellsift
sift datasets contract

Aracıların okuyabileceği veri kümesi şemasını ve yetenek sözleşmesini gösterin

Arguments
id required — Dataset ID
Flags
--resolve <value> — Comma-separated semantic field references to resolve
--template <value> — Validate contract against a built-in template
Shellsift
sift datasets create

Veri kümesi oluşturun

Flags
--description <value> — Dataset description
--fields <value> — Field definitions as JSON array, e.g. '[{"name":"age","type":"number"}]'
--lifecycle <value> — Lifecycle kind for generated datasets, e.g. scratch, benchmark, research-run
--metadata <value> — Dataset metadata as JSON object
--note-id <value> — Link to an existing note
--run-id <value> — Lifecycle run identifier
--scratch — Shortcut for --lifecycle scratch --tags scratch
--tags <value> — Comma-separated lifecycle tags
--title <value> required — Dataset title
--ttl <value> — Lifecycle TTL duration, e.g. 12h, 7d, 30d
Shellsift
sift datasets dedupe

Veriyi değiştirmeden, anahtara göre yinelenen kayıtları bulun

Arguments
id required — Dataset ID
Flags
--key <value> required — Field name used to group duplicates
--limit <value> default: 500 — Maximum records to scan in one bounded pass
Shellsift
sift datasets delete

Veri kümesini kalıcı olarak silin ve fiziksel tablosunu kaldırın

Arguments
id required — Dataset ID
Flags
-y, --yes — Confirm dataset deletion without prompting
Shellsift
sift datasets delete-record

Veri kümesinden bir kayıt silin

Arguments
id required — Dataset ID
record-id required — Record ID
Flags
-y, --yes — Skip confirmation
Shellsift
sift datasets diff

CSV, JSON veya JSONL dosyasındaki satır değişikliklerini önizleyin

Arguments
id required — Dataset ID
Flags
--batch-size <value> default: 100 — Records per backend batch
--from-file <value> required — 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
Shellsift
sift datasets diff-plans list

Kaydedilen veri kümesi fark planlarını listeleyin

Flags
--dataset-id <value> — Filter by dataset ID
--limit <value> default: 50 — Maximum plans to return
--status <draft|validated|applied|rejected|expired> — Filter by plan status
Shellsift
sift datasets diff-plans show

Kaydedilen bir veri kümesi fark planını görüntüleyin

Arguments
id required — Diff plan ID
Shellsift
sift datasets export

Veri kümesi kayıtlarını CSV, JSON, JSONL veya Markdown formatında dışa aktarın

Arguments
id required — Dataset ID
Flags
--filters <value> — JSON array of filters
--format <csv|json|jsonl|markdown> default: "csv" — Export format
--limit <value> default: 500 — Max rows to export
-o, --output <value> — Output file path (writes to stdout if omitted)
--sorts <value> — JSON array of sorts
Shellsift
sift datasets facets

Veri kümesi alanları için sınırlı faset özetlerini görüntüleyin

Arguments
id required — Dataset ID
Flags
--fields <value> — Comma-separated field names to facet
--limit <value> default: 20 — Maximum values per facet
Shellsift
sift datasets formula-plan

Formül alanlarını hesaplayın ve incelenebilir güncellemeleri önizleyin

Arguments
id required — Dataset ID
Flags
--computed-fields <value> required — JSON array of computed fields, e.g. '[{"as":"score","expression":"confidence * reliability"}]'
--filters <value> — JSON array of filters for compute source
--limit <value> default: 100 — 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> required — Field used to match rows for update
Shellsift
sift datasets get

Veri kümesi detaylarını ve şemasını alın

Arguments
id required — Dataset ID
Shellsift
sift datasets impact

Veri kümesi formülü, grafiği, görünümü, kalitesi ve materyalizasyon etkisini açıklayın

Arguments
id required — Dataset ID
Flags
--from-plan <value> — Persisted diff plan ID to inspect
--operation <value> — Committed dataset operation ID to inspect
Shellsift
sift datasets import

CSV, JSON veya JSONL satırlarını yeni veya mevcut bir veri kümesine aktarın

Arguments
file required — Path to CSV, JSON, or JSONL file
Flags
--batch-size <value> default: 100 — 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
Shellsift
sift datasets join

left.Close ve right.Close gibi takma ad kapsamlı alanları kullanarak bir veri kümesini kendisiyle birleştirin

Arguments
id required — Dataset ID
Flags
--join-keys <value> required — JSON array of join keys, e.g. '[{"leftField":"Date","rightField":"Date"}]'
--join-type <inner|left|right> default: "inner" — Join type
--left-alias <value> default: "left" — Left alias
--left-filters <value> — JSON array of left-side filters
--limit <value> default: 50 — Maximum joined rows
--right-alias <value> default: "right" — 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
Shellsift
sift datasets list

Veri kümelerini listeleyin

Flags
--limit <value> default: 50 — Maximum number of results
Shellsift
sift datasets lookup

Tam anahtar/değer eşleşmesiyle veri kümesi kayıtlarını arayın

Arguments
id required — Dataset ID
Flags
--key <value> required — Field name to match
--limit <value> default: 25 — Maximum matching records
--value <value> required — Exact value to match
Shellsift
sift datasets materialize

Türetilmiş bir sonucu yeni bir geçici veri kümesine materyalize edin

Flags
--description <value> — Dataset description
--source-result <value> — Inline JSON for a derived result
--source-result-file <value> — Path to a JSON file containing a derived result
--title <value> required — Title of the new dataset
Shellsift
sift datasets pivot

Gruplandırılmış veri kümesi metriklerinden pivot tarzı bir özet oluşturun

Arguments
id required — Dataset ID
Flags
--cols <value> required — Column field
--filters <value> — JSON array of filters
--limit <value> default: 500 — Maximum grouped cells to request
--metrics <value> — JSON metrics array; defaults to count
--rows <value> required — Row field
Shellsift
sift datasets plot

Türetilmiş bir sonuçtan gelen hafif bir grafik veri yükünü doğrulayın ve normalleştirin

Flags
--chart-type <line|bar|scatter> required — 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> required — X-axis field
--y-fields <value> required — Comma-separated Y-axis fields
Shellsift
sift datasets profile

Bir veri kümesi için sınırlı profil bilgilerini gösterin

Arguments
id required — Dataset ID
Flags
--sample-limit <value> default: 10 — Number of sample rows to include
Shellsift
sift datasets query

Veri kümesindeki kayıtları sorgulayın

Arguments
id required — 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> default: 25 — Maximum number of records
--sorts <value> — Sort spec as JSON array, e.g. '[{"field":"name","direction":"asc"}]'
Shellsift
sift datasets rank

Veri kümesi kayıtlarını sıralama ölçütlerine veya ağırlıklı sayısal formüllere göre derecelendirin

Arguments
id required — Dataset ID
Flags
--filters <value> — JSON array of filters
--formula <value> — JSON formula object {weights: [{field, weight}]}
--limit <value> default: 25 — Max rows
--sorts <value> — JSON array of sorts
Shellsift
sift datasets reconcile

İki veri kümesini, verileri değiştirmeden anahtar üzerinden karşılaştırın

Arguments
left required — Left dataset ID
right required — Right dataset ID
Flags
--left-key <value> required — Left dataset key field
--limit <value> default: 500 — Maximum rows to scan from each dataset
--right-key <value> — Right dataset key field; defaults to --left-key
Shellsift
sift datasets schema

Veri kümesi şemasını düzenleyin (alan ekleme, güncelleme veya silme)

Arguments
id required — Dataset ID
Flags
--field <value> — Field definition as JSON, e.g. '{"name":"email","type":"text"}'
--field-id <value> — Field ID (required for update/delete)
--operation <add_field|update_field|delete_field> required — Schema operation
Shellsift
sift datasets search

Seçili metin alanlarında veri kümesi kayıtlarını arayın

Arguments
id required — Dataset ID
query required — 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> default: 25 — Maximum merged records
--per-field-limit <value> default: 25 — Maximum records to request per searched field
Shellsift
sift datasets summarize

Veri kümesinin özetini görüntüleyin (satır sayısı, alanlar, örnek satırlar)

Arguments
id required — Dataset ID
Shellsift
sift datasets templates list

Hazır veri kümesi şablonlarını listeleyin

Shellsift
sift datasets templates show

Hazır bir veri kümesi şablonunun şemasını görüntüleyin

Arguments
template required — Template name
Shellsift
sift datasets timeseries

Veri kümesi zaman serilerini lag, pct_change, rolling windows, drawdown, volatility ve correlation ile analiz edin

Arguments
id required — Dataset ID
Flags
--date-field <value> required — Date field name
--filters <value> — JSON array of filters
--limit <value> default: 100 — Maximum output rows
--metrics <value> — JSON array of metric definitions
--order-direction <asc|desc> default: "asc" — 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
Shellsift
sift datasets update-record

Veri kümesindeki bir kaydı güncelleyin

Arguments
id required — Dataset ID
record-id required — Record ID
Flags
--fields <value> required — Field updates as JSON object, e.g. '{"status":"done"}'
Shellsift
sift datasets validate

Veri kümesini yerleşik bir şablonla doğrulayın

Arguments
id required — 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> required — Built-in template name

Dokümanlar

Doküman yükleme.

1 komut
Shellsift
sift documents upload

Bir dokümanı (PDF, Markdown veya metin) not olarak yükleyin

Arguments
file required — Path to file
Flags
--project <value> — Project ID
--title <value> — Note title (defaults to filename)
--type <note|concept|meeting|reference|daily|dataset> — Note type

Olaylar

Zaman çizelgesi verileriyle desteklenen araştırma etkinlikleri.

3 komut
Shellsift
sift events attach-person

Mevcut bir araştırma etkinliğine katılımcı ekleyin

Arguments
event required — Existing temporal fact ID
person required — Person UUID to attach
Flags
--role <value> default: "subject" — Participant role
--yes — Confirm participant attachment without prompting
Shellsift
sift events create

Katılımcıların yer aldığı bir araştırma etkinliği zaman çizelgesi verisi oluşturun

Flags
--body <value> — Event notes/body
--confidence <low|medium|high> — Confidence level
--entity <value> repeatable — Participant/entity as type:uuid or type:uuid:role; repeatable
--org <value> repeatable — Organization UUID participant; repeatable
--person <value> repeatable — Person UUID participant; repeatable
--precision <millisecond|minute|hour|day|month|year|decade|century|millennium|mega_year|era> default: "year" — Temporal precision
--source <value> repeatable — 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> required — Event title
--visibility <org_public|private|restricted> — Timeline visibility
--year <value> — Historical year CE
--year-end <value> — Historical end year CE
Shellsift
sift events list

Araştırma olay akışındaki olguları listeleyin

Flags
--cursor <value> — Pagination cursor
--end <value> — End boundary
--entity <value> — Filter by entity ref type:uuid
--limit <value> default: 50 — Maximum events
--order <asc|desc> default: "asc" — Sort order
--person <value> — Filter by person UUID
--q <value> — Text search query
--start <value> — Start boundary

Evidence

Evidence Graph kurulumu ve kanıt iş akışı yönetimi.

11 komut
Shellsift
sift evidence diff apply

İncelenmiş bir Evidence Graph fark planını uygulayın

Arguments
id required — Persisted diff plan ID
Flags
--yes — Confirm applying the reviewed diff plan without prompting
Shellsift
sift evidence diff impact

Kaydedilen bir fark planının Evidence Graph üzerindeki etkilerini açıklayın

Arguments
id required — Persisted diff plan ID, or local when using --from-file
Flags
--from-file <value> — Local diff plan JSON file to explain without API access
Shellsift
sift evidence diff list

Kaydedilen Evidence Graph fark planlarını listeleyin

Flags
--dataset-id <value> — Filter by evidence dataset ID
--limit <value> default: 50 — 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
Shellsift
sift evidence diff show

Bir Evidence Graph fark planını alana özgü özetle görüntüleyin

Arguments
id required — Persisted diff plan ID
Shellsift
sift evidence extract

Evidence Graph aday çıkarımı için (değişiklik uygulamayan) ajan görevi oluşturun

Flags
--agent <value> default: "researcher" — 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> default: "company-origin" — Evidence workflow pack
--project <value> — Project ID
--source-dataset <value> required — Evidence sources dataset ID
--targets <value> — Comma-separated extraction targets
--yes — Confirm work item creation without prompting
Shellsift
sift evidence init

Bir Evidence Graph projesi ve veri kümesi tabanlı çalışma tabloları oluşturun

Arguments
name required — 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> default: "company-origin" — Evidence workflow pack
--yes — Confirm creation without prompting
Shellsift
sift evidence plan

Güvenilir durumu kaydetmeden önce bir Evidence Graph iş akışı planlayın

Arguments
goal required — Evidence Graph goal
Flags
--pack <company-origin|family-history|investigation|compliance-evidence|account-history|codebase-history> default: "company-origin" — Evidence workflow pack
--project <value> — Existing project ID
--source-dataset <value> — Existing evidence sources dataset ID
Shellsift
sift evidence project

Evidence Graph zaman çizelgesi ve ilişki projeksiyonunu simüle edin

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> default: "company-origin" — Evidence workflow pack
--project <value> — Evidence Graph project ID
Shellsift
sift evidence proof report

Veri kümesi tabanlı bir kanıt paketinden Evidence Graph kanıt raporu oluşturun

Flags
--format <json|markdown> default: "markdown" — Report format
--from-file <value> required — Evidence packet JSON file to report on
--project <value> — Evidence Graph project ID for report metadata
Shellsift
sift evidence sources import

Evidence Graph kaynak defteri satırlarını veri kümesi tabanlı bir kaynak tablosuna aktarın

Arguments
file required — Path to CSV, JSON, or JSONL source ledger rows
Flags
--batch-size <value> default: 100 — Records per backend batch
--dataset-id <value> — Evidence sources dataset ID
--dry-run — Validate and plan source import without writing
--upsert-by <value> default: "source_id" — Field name used to update matching source rows
--yes — Confirm mutating imports without prompting
Shellsift
sift evidence verify

Evidence Graph kaynak, inceleme, projeksiyon ve atıf sabitlerini doğrulayın

Flags
--from-file <value> required — Evidence packet JSON file to verify
--project <value> — Evidence Graph project ID for report metadata

Grafik

Varlık graf araması ve komşuluklar.

5 komut
Shellsift
sift graph between

İki varlık arasındaki sınırlı graf yolunu açıklayın

Arguments
source required — Source entity reference as type:uuid
target required — Target entity reference as type:uuid
Flags
--depth <value> default: 4 — Maximum path depth, backend clamps to 1-5
--frontier-limit <value> default: 500 — Maximum links to inspect per path expansion, backend clamps to 1-1000
Shellsift
sift graph explain

İki varlık arasındaki sınırlı graf yolunu açıklayın

Arguments
source required — Source entity reference as type:uuid
target required — Target entity reference as type:uuid
Flags
--depth <value> default: 4 — Maximum path depth, backend clamps to 1-5
--frontier-limit <value> default: 500 — Maximum links to inspect per path expansion, backend clamps to 1-1000
Shellsift
sift graph neighbors

Bir varlığın yerel graf komşularını gösterin

Arguments
entity required — Entity reference as type:uuid
Flags
--depth <value> default: 1 — Graph depth, backend clamps to 1-3
--limit <value> default: 80 — Maximum graph items, backend clamps to 1-200
Shellsift
sift graph preview

Bir grafik öğesini önizleyin

Arguments
entity required — Entity reference as type:uuid
Shellsift
sift graph search

Grafik çalışmaları için bağlanabilir öğeleri arayın

Arguments
query required — Search query
Flags
--limit <value> default: 20 — Maximum results
--types <value> — Comma-separated entity types

Notlar

Bilgi notları.

7 komut
Shellsift
sift notes bulk-delete

Notları önizleyin veya toplu silin

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>
Shellsift
sift notes create

Not oluşturun

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> required — Note title
--type <note|concept|meeting|reference|daily|dataset> — Note type
Shellsift
sift notes delete

Notu silin

Arguments
id required — Note ID
Flags
-y, --yes — Skip confirmation
Shellsift
sift notes get

Notu tüm içeriğiyle getirin

Arguments
id required — Note ID
Shellsift
sift notes list

Notları listeleyin

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
Shellsift
sift notes search

Notlarda ara

Arguments
query required — Search query
Flags
--limit <value> — Maximum number of results
--project <value> — Filter by project ID
Shellsift
sift notes update

Notu güncelle

Arguments
id required — 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

Organizasyonlar

Organizasyonlar ve şirketler.

5 komut
Shellsift
sift organizations bulk-delete

Organizasyonları önizle veya toplu sil

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
Shellsift
sift organizations create

Organizasyon oluştur

Flags
--domain <value> — Domain (e.g. acme.com)
--industry <value> — Industry
--linkedin-url <value> — LinkedIn page URL
--location <value> — Location
--name <value> required — 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
Shellsift
sift organizations delete

Organizasyonu sil

Arguments
id required — Organization ID
Flags
-y, --yes — Skip confirmation
Shellsift
sift organizations search

Organizasyonlarda ara

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
Shellsift
sift organizations update

Organizasyonu güncelleyin

Arguments
id required — 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

Kişiler

Kişiler ve bağlantılar.

11 komut
Shellsift
sift people bulk-delete

Kişileri önizleyin veya toplu olarak silin

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
Shellsift
sift people create

Kişi oluşturun

Flags
--birth-year <value> — Birth year
--birthday <value> — Birthday (YYYY-MM-DD)
--company <value> — Company name (auto-links to organization if exists)
--email <value> — Email address
--estimated-age <value> — Estimated age
--job-title <value> — Job title
--linkedin-url <value> — LinkedIn profile URL
--location <value> — Location
--mbti <value> — MBTI type (e.g. INTJ, ENFP)
--name <value> required — 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
Shellsift
sift people delete

Kişiyi silin

Arguments
id required — Person ID
Flags
-y, --yes — Skip confirmation
Shellsift
sift people get

Kişi profilini özellik ve ilişkileriyle birlikte getirin

Arguments
id required — Person ID
Shellsift
sift people graph

Kişi odaklı ilişki grafiğini görüntüleyin

Arguments
id required — Person ID
Flags
--depth <value> default: 2 — Relationship graph depth
--include-inactive — Include inactive relationship edges
Shellsift
sift people kinship

İki kişi arasındaki akrabalık bağını veya yakınlık derecesini açıklayın

Arguments
egoPersonId required — Ego/source person ID
targetPersonId required — Target person ID
Flags
--max-depth <value> default: 6 — Maximum relationship depth
Shellsift
sift people list

Kişileri listeleyin

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
Shellsift
sift people relate

İki kişi arasında ilişki oluşturun veya güncelleyin

Arguments
personAId required — First person ID
personBId required — Second person ID
Flags
--dry-run — Preview the relationship payload without writing
--notes <value> — Relationship notes
--type <value> required — Relationship type, e.g. colleague, sibling, spouse, collaborator
-y, --yes — Apply without prompting
Shellsift
sift people search

Kişileri arayın

Arguments
query required — 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
Shellsift
sift people timeline

Bir kişiyle bağlantılı zaman tüneli bilgilerini listeleyin

Arguments
id required — Person ID
Flags
--limit <value> default: 50 — Maximum facts to return
--order <asc|desc> default: "asc" — Sort order
--role <value> — Filter by entity role, comma-separated
Shellsift
sift people update

Bir kişiyi güncelleyin

Arguments
id required — 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

Projeler

Proje yönetimi.

7 komut
Shellsift
sift projects archive

Bir projeyi arşivleyin

Arguments
id required — Project ID
Flags
-y, --yes — Skip confirmation
Shellsift
sift projects context

Proje bağlamını (görevler, notlar, sinyaller) alın

Arguments
id required — Project ID
Shellsift
sift projects create

Bir proje oluşturun

Flags
--emoji <value> — Single emoji
--name <value> required — Project name
--status <planning|active|on_hold|blocked|completed> — Project status
--summary <value> — Project summary
Shellsift
sift projects list

Projeleri listeleyin

Flags
--include-archived — Include archived projects
--status <planning|active|on_hold|blocked|completed> — Filter by status
Shellsift
sift projects planning

Bir projenin temel CSN planlama anlık görüntüsünü alın

Arguments
id required — Project ID
Shellsift
sift projects planning-recompute

Bir projenin temel CSN planlama anlık görüntüsünü yeniden hesaplayın

Arguments
id required — Project ID
Shellsift
sift projects update

Bir projeyi güncelleyin

Arguments
id required — Project ID
Flags
--emoji <value> — Single emoji
--name <value> — Project name
--status <planning|active|on_hold|blocked|completed> — Project status
--summary <value> — Project summary

Tarifler

Yerleşik araştırma iş akışı tarifleri.

2 komut
Shellsift
sift recipes list

Yerleşik araştırma iş akışı tariflerini listeleyin

Shellsift
sift recipes show

Yerleşik bir araştırma iş akışı tarifini görüntüleyin

Arguments
id required — Recipe ID

Araştırma

Araştırma iş akışı planlama ve orkestrasyonu.

4 komut
Shellsift
sift research init

Bir araştırma projesi ve standart veri kümeleri oluşturun

Arguments
name required — Research project name
Flags
--dry-run — Preview project/dataset creation without writing
--template <historical-research> default: "historical-research" — Research template
--yes — Confirm creation without prompting
Shellsift
sift research plan

Veri yazmadan önce deterministik bir araştırma iş akışı planlayın

Arguments
goal required — Research goal
Flags
--project <value> — Existing project ID
--source-dataset <value> — Existing sources dataset ID
Shellsift
sift research run

Bir araştırma tarifi için deterministik ajan çalışması oluşturun

Arguments
recipe required — Research run recipe
Flags
--agent <value> default: "researcher" — 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
Shellsift
sift research status

Araştırma projesi bağlamını ve CLI hazırlık durumunu denetleyin

Arguments
project — Project ID

Yetenekler

Yüklenebilir Siftable skillpack'leri.

2 komut
Shellsift
sift skills install

Bir Siftable skillpack'ini yerel skills dizinine yükleyin

Arguments
id required — Skillpack ID
Flags
--force — Replace an existing installed skill
--target <value> default: "skills" — Installed skills directory
-y, --yes — Confirm replacing an existing skill
Shellsift
sift skills list

Yüklenebilir Siftable skillpack'lerini listeleyin

Görevler

İnsan planlama görevleri.

11 komut
Shellsift
sift tasks bulk-delete

Görevleri önizleyin veya toplu olarak silin

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>
Shellsift
sift tasks complete

Bir görevi tamamlandı olarak işaretleyin

Arguments
id required — Task ID
Shellsift
sift tasks coupling-create

Aynı projedeki görevler arasında bir CSN coupling edge oluşturun

Arguments
id required — Source task ID
target required — Target task ID
Flags
--note <value> — Optional note
--strength <value> — Coupling strength (0-1)
--type <info|resource> required — Coupling type
Shellsift
sift tasks coupling-delete

Bir görevden CSN coupling edge silin

Arguments
id required — Task ID
edgeId required — Coupling edge ID
Flags
-y, --yes — Skip confirmation
Shellsift
sift tasks coupling-list

Bir görevin CSN bağlantı uçlarını listeleyin

Arguments
id required — Task ID
Shellsift
sift tasks create

İnsan planlama görevi oluşturun

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> required — Task title
Shellsift
sift tasks delete

Bir görevi silin

Arguments
id required — Task ID
Flags
-y, --yes — Skip confirmation
Shellsift
sift tasks get

İnsan planlama görevi detaylarını getirin

Arguments
id required — Task ID
Shellsift
sift tasks list

İnsan planlama görevlerini listeleyin

Flags
--effort <trivial|small|medium|large|epic|unknown> — Filter by effort
--limit <value> — Maximum number of results
--phase <draft|open|in_flight|review|blocked|done|cancelled> — Filter by phase
--project <value> — Filter by project ID
--status <inbox|next_action|in_progress|waiting_for|completed|archived> — Filter by status
--title-contains <value> — Title substring filter
--title-equals <value> — Exact title filter
--title-starts-with <value> — Title prefix filter
Shellsift
sift tasks planning-update

Bir görevin CSN planlama alanlarını güncelleyin

Arguments
id required — 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)
Shellsift
sift tasks update

İnsan planlama görevini güncelleyin

Arguments
id required — 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

Zaman Çizelgesi

Zaman çizelgesi kayıtları ve anlatılar.

4 komut
Shellsift
sift timeline create

Kullanıcı tanımlı bir zaman çizelgesi kaydı oluşturun

Flags
--body <value> — Fact body or notes
--confidence <low|medium|high> — Confidence level
--entity <value> repeatable — Participant/entity as type:uuid or type:uuid:role; repeatable
--fact-type <value> default: "event" — Fact type
--precision <millisecond|minute|hour|day|month|year|decade|century|millennium|mega_year|era> default: "year" — 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> required — Fact title
--visibility <org_public|private|restricted> — Timeline visibility
--year <value> — Historical year CE
--year-end <value> — Historical end year CE
Shellsift
sift timeline delete

Bir zaman çizelgesi kaydını geri çekin

Arguments
id required — Timeline fact ID
Flags
--yes — Confirm retraction without prompting
Shellsift
sift timeline list

Zaman çizelgesi kayıtlarını belirli filtrelerle listeleyin

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> default: 50 — Maximum items to return
--order <asc|desc> default: "asc" — Sort order
--q <value> — Text search query
--source-types <value> — Comma-separated source types
--start <value> — Start boundary, ISO timestamp or supported historical boundary
Shellsift
sift timeline narrative

Zaman çizelgesi kayıtları için özet veya açıklama oluşturun

Flags
--action <summarize|changed_since|led_to|what_next|cross_object> default: "summarize" — Narrative action
--entity <value> — Entity scope as type:uuid
--entity-roles <value> — Comma-separated entity roles
--fact-type <value> — Fact type filter
--limit <value> default: 60 — 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

Gizli bilgiler kasası.

5 komut
Shellsift
sift vault create

Yeni bir şifreli gizli bilgi kaydedin

Flags
--category <value> — Category
--description <value> — Description
--name <value> required — Secret name
--payload <value> required — 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
Shellsift
sift vault list

Kasa kayıtlarını listeleyin (yalnızca meta veriler)

Flags
--category <value> — Filter by category
--limit <value> — Maximum number of results
--type <env_var|credential|oauth_token|ssh_key|certificate|note> — Filter by entry type
Shellsift
sift vault read

Retired: Vault plaintext reveal is unavailable from the CLI

Arguments
id required — Vault entry ID
Shellsift
sift vault search

Vault kayıtlarını arayın

Arguments
query required — Search query
Flags
--limit <value> — Maximum number of results
Shellsift
sift vault update

Vault kaydı meta verilerini güncelleyin

Arguments
id required — Vault entry ID
Flags
--category <value> — Category
--description <value> — Description
--name <value> — Entry name
--tags <value> — Comma-separated tags
--url <value> — Associated URL

İş

Yürütülebilir ajan iş kuyruğu.

12 komut
Shellsift
sift work block

İş öğesini engellendi olarak işaretleyin

Arguments
id required — Work item ID
Flags
--artifacts <value> — Artifact refs JSON array
--claim-token <value> — Claim token returned by work claim
--lease <value> — Lease seconds
--owner <value> — Claim owner identity
--reason <value> — Block or failure reason
--summary <value> — Result summary
--verification-results <value> — Verification evidence JSON array: [{"command","exitCode","output"?}]
Shellsift
sift work cancel

İş öğesini iptal edin

Arguments
id required — Work item ID
Flags
--artifacts <value> — Artifact refs JSON array
--claim-token <value> — Claim token returned by work claim
--lease <value> — Lease seconds
--owner <value> — Claim owner identity
--reason <value> — Block or failure reason
--summary <value> — Result summary
--verification-results <value> — Verification evidence JSON array: [{"command","exitCode","output"?}]
Shellsift
sift work claim

Sıradaki uygun yürütülebilir ajan iş öğesini üstlenin

Arguments
id — Optional specific work item ID
Flags
--agent <value> — Agent alias to claim for
--lease <value> default: 1800 — Lease seconds
--owner <value> required — Claim owner identity
Shellsift
sift work complete

Yürütülebilir ajan iş öğesini onaylayın ve tamamlayın

Arguments
id required — Work item ID
Flags
--artifacts <value> — Artifact refs JSON array
--claim-token <value> — Claim token returned by work claim
--lease <value> — Lease seconds
--owner <value> — Claim owner identity
--reason <value> — Block or failure reason
--summary <value> — Result summary
--verification-results <value> — Verification evidence JSON array: [{"command","exitCode","output"?}]
Shellsift
sift work create

Yürütülebilir ajan iş öğesi oluşturun

Flags
--acceptance-criteria <value> — Acceptance criteria JSON array or semicolon-separated text
--agent <value> — Assigned agent alias
--allowed-actions <value> — Allowed actions JSON object
--context <value> — Input context JSON object
--project <value> — Linked project ID
--prompt <value> — Agent prompt or instructions
--rank <value> default: 0 — Queue rank
--task <value> — Parent human planning task ID
--title <value> required — Executable work item title
--verify <value> — Verification commands separated by semicolons
--write-scope <value> — Write scope JSON object
Shellsift
sift work fail

İş öğesini başarısız olarak işaretleyin

Arguments
id required — Work item ID
Flags
--artifacts <value> — Artifact refs JSON array
--claim-token <value> — Claim token returned by work claim
--lease <value> — Lease seconds
--owner <value> — Claim owner identity
--reason <value> — Block or failure reason
--summary <value> — Result summary
--verification-results <value> — Verification evidence JSON array: [{"command","exitCode","output"?}]
Shellsift
sift work get

Yürütülebilir ajan iş öğesi detaylarını alın

Arguments
id required — Work item ID
Shellsift
sift work heartbeat

İş öğesi kiralama süresini uzatın

Arguments
id required — Work item ID
Flags
--artifacts <value> — Artifact refs JSON array
--claim-token <value> — Claim token returned by work claim
--lease <value> — Lease seconds
--owner <value> — Claim owner identity
--reason <value> — Block or failure reason
--summary <value> — Result summary
--verification-results <value> — Verification evidence JSON array: [{"command","exitCode","output"?}]
Shellsift
sift work list

Yürütülebilir ajan iş öğelerini listeleyin

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
Shellsift
sift work release

Sahiplenilen iş öğesini kuyruğa geri bırakın

Arguments
id required — Work item ID
Flags
--artifacts <value> — Artifact refs JSON array
--claim-token <value> — Claim token returned by work claim
--lease <value> — Lease seconds
--owner <value> — Claim owner identity
--reason <value> — Block or failure reason
--summary <value> — Result summary
--verification-results <value> — Verification evidence JSON array: [{"command","exitCode","output"?}]
Shellsift
sift work review

Yürütülebilir ajan işini insan incelemesi gerektiriyor olarak işaretleyin

Arguments
id required — Work item ID
Flags
--artifacts <value> — Artifact refs JSON array
--claim-token <value> — Claim token returned by work claim
--lease <value> — Lease seconds
--owner <value> — Claim owner identity
--reason <value> — Block or failure reason
--summary <value> — Result summary
--verification-results <value> — Verification evidence JSON array: [{"command","exitCode","output"?}]
Shellsift
sift work start

İş öğesini çalışıyor olarak işaretleyin

Arguments
id required — Work item ID
Flags
--artifacts <value> — Artifact refs JSON array
--claim-token <value> — Claim token returned by work claim
--lease <value> — Lease seconds
--owner <value> — Claim owner identity
--reason <value> — Block or failure reason
--summary <value> — Result summary
--verification-results <value> — Verification evidence JSON array: [{"command","exitCode","output"?}]
Shellsift
sift work verify

Run the LLM verifier against a work item's acceptance criteria and record a verifier run. Promotion to verified requires passing verification-command evidence plus a verified verdict.

Arguments
id required — Work item ID
Flags
--history — List prior verifier runs instead of running a new one
--model <value> — Verifier model override
--reps <value> — Repeated evaluations per criterion (1-8, default 3)

Worker

Yerel iş yürütücüler.

1 komut
Shellsift
sift worker run

Yürütülebilir işleri alın, yerel bir worker komutu çalıştırın ve inceleme gerektiren çıktıları bildirin.

Flags
--agent <value> required — Agent alias to claim work for
--command <value> required — Local command to run for the claimed work item
--cwd <value> — Fallback working directory for the local command
--lease <value> default: 1800 — Lease seconds
--owner <value> required — Worker owner fingerprint

Etkileşimli Copilot

sift interactive komutu; sohbet eden, araçları çalıştıran, kod düzenleyen, paralel ajan dalları oluşturan, iş planlayan ve diyagramlar çizen bir terminal yardımcısı başlatır. Tüm bunlar terminalde, dosya sisteminiz ve Siftable çalışma grafiği üzerinde gerçekleşir.

Terminal
$ sift interactive

Gereksinimler & başlatma

  • Bun gereklidir. sift interactive komutu Bun'ı yeniden çalıştırır; yüklü değilse curl -fsSL https://bun.sh/install | bash komutunu ekrana basar.
  • Kimlik doğrulaması gereklidir--token, SIFT_TOKEN veya sift auth login üzerinden yapılabilir.
  • Zihin süreç içinde (in-process) çalışır — başlatılması gereken ayrı bir arka plan hizmeti yoktur.
  • Yazma işlemleri çalışma alanı köküyle sınırlıdır — başlatma dizininizin .git içeren en yakın üst dizini. /status bu sınırı raporlar ve yerel yazma yolu bu sınırı zorunlu kılar.

Arayüz

The composer is a full readline-capable text area. Enter submits; Shift+Enter / Ctrl+J insert a newline; submitting while the agent is busy queues your message. !command runs via bash -lc into the transcript (a bare !cd <path> changes the session directory; output clipped to ~4000 chars). Large or structured pastes become a collapsed chip; pasted images are validated, normalized, and attached. ? on an empty composer shows hotkeys.

Slash komutları

Komut menüsünü açmak için / yazın. Gizli komutlar yazılabilir ancak menüde görünmez.

CommandGroupDescription
/help, /hotkeys, /statusSessionCommand list, keyboard shortcuts, and current model/scope/queue status
/cwd [path]SessionShow or change the working directory (recomputes the workspace root)
/copy [last|all|explorer]SessionCopy the latest reply, whole transcript, or latest explorer report to the clipboard
/clear, /quitSessionReset the transcript; exit
/threads [clear], /compactSessionManage the persisted thread; force a context compaction (requires context compaction enabled)
/model [id] [effort]ModelOpen the model picker or select a model and reasoning effort directly
/codex [login|on|use|off|logout|status]ModelControl the Codex (ChatGPT) engine; default subcommand is status
/key <provider> <key>, /key vault <provider>ModelStore a provider API key, or hydrate it from Siftable Vault
/loginModelSiftable device-code login from inside the TUI
/explorerModelConfigure the repo Explorer (context-gathering backend)
/skills [name]SkillsList discovered skills, or print one skill's body
/branchesBranchesOpen the parallel-agent branches hub
/spawn <title> [--rw <globs>|--rw-any|--ro]BranchesStart a child agent branch in its own git worktree with an access mode
/merge, /rebase, /sendback, /rejectBranchesLand, replay, resume, or reject a child branch
/workWorkOpen the work-queue hub (board of agents and items by status)
/plan [objective | work [--apply] [--after SRC:DST] [--limit N] | view]WorkPlan from an objective, or compute a precedence DAG over the agent work queue as a Mermaid graph
/handoff <title> [--agent ..] [--files ..] [--acceptance ..] [--verify ..]WorkCreate a Siftable work item from the current context
/proof <claim>, /remember <fact> --category <..>WorkGather code/test evidence; store durable code memory
/crew [list|show|new|run], /collabCrewsManage and run multi-agent crews; show in-process collaboration sessions
/mermaid [request|file.mmd|source], /viewDiagramsRender Mermaid (NL request, file, or source) in the terminal; open the pannable viewer
/theme, /sounds [on|off]AppearanceOpen the appearance picker; toggle UI sounds

Modeller ve motorlar

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.

Yetenekler

SKILL.md yetenekleri (proje > kullanıcı > yerleşik) <root>/{.sift,.claude,.codex,.agents}/skills, ~/.claude|.codex|.agents/skills, ~/.config/sift/skills dizinlerinden ve paketle gelenlerden taranır. Agent bir yeteneği araç üzerinden çağırabilir; sistem isteminde yaklaşık 50 taneye kadar yetenek sunulur.

Klavye kısayolları

Katmanlar klavyeyi öncelikli olarak yakaladığı için tuş atamaları moda özeldir.

  • 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

Yerel hızlandırma

Performans açısından kritik yollar (bağlam sıkıştırma, uzun iş parçacığı belleği, dosya sistemi tarama, birleştirme orkestrasyonu, görsel işleme), Bun FFI aracılığıyla yüklenen yerel Zig modülleri üzerinden çalışır ve her birinin TypeScript tabanlı bir yedeği bulunur. Paket, macOS (Apple Silicon) ve Linux (x64) için önceden derlenmiş kütüphanelerle birlikte gelir; diğer platformlar yedek mekanizmasını kullanır. Yedekleri zorunlu kılmak için SIFT_NO_NATIVE=1, canlı bağlam-token sayacını ve iş parçacığı sürekliliğini etkinleştirmek için SIFT_CONTEXT_COMPACTION=1 ayarını kullanın.

Görünüm & ses

/theme komutu 10 farklı tema sunar (varsayılan "sieve" — antrasit üzerine sıcak kehribar); ayarlar ~/.siftable/appearance.json dosyasına kaydedilir. /sounds arayüz seslerini açıp kapatır (varsayılan olarak kapalıdır); tercihler ~/.siftable/sounds.json dosyasına kaydedilir ve SIFT_SOUNDS ile değiştirilebilir.

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.

Tüm komutları, tuş atamalarını, ortam değişkenlerini ve yapılandırma dosyalarını içeren tam referans: GitHub'daki docs/interactive.md.

Give your agent a workspace.