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.

快速开始

托管 MCP 通过 Streamable HTTP 使用 OAuth。请从 Siftable URL 开始;无需复制和粘贴令牌。

1. 添加托管 MCP URL

https://siftable.io/api/v1/mcp 添加为远程 MCP 服务器或连接器。请勿使用已弃用的 /sse 端点。

2. 完成 OAuth

在您的客户端中选择 Connect、Authenticate 或 Login,并在 Siftable 授权页面上批准访问。请勿在此配置中添加 Authorization 标头。

claude_code_config.json
{
  "mcpServers": {
    "siftable": {
      "type": "http",
      "url": "https://siftable.io/api/v1/mcp"
    }
  }
}

3. 验证连接

调用 context_current,然后列出项目或任务。当您需要其他操作时,请使用 find_capability。

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

Siftable CLI 为您提供完整的终端命令界面以及交互式 Copilot。它使用与托管 MCP 相同的记录,并具备 CLI 特定的身份验证和本地功能。二进制文件将安装为 sift(带有 siftableexf 兼容别名)。

1. Install

Terminal
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.

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.

认证

托管 MCP 请使用 OAuth,交互式 CLI 会话请使用设备流,非交互式自动化或本地 MCP 客户端请使用个人访问令牌。

设备流(CLI)

运行 sift auth login。CLI 会打开浏览器,你用 Google 登录并批准设备代码。系统会自动生成 PAT,并存储在 ~/.config/siftable/ 中,无需复制粘贴令牌。

个人访问令牌 (自动化和本地 MCP)

对于非交互式自动化或本地 MCP 客户端,请在 设置 → 集成 → 开发者 / AI 客户端 中创建令牌,并在 Authorization 标头中传递。静态令牌无法使用 OAuth 作用域提升。

HTTP Header
Authorization: Bearer sift_pat_your_token_here

令牌的作用域仅限于特定领域(仅限任务、仅限日历、完全访问等)。对于 CI 流水线,请将 SIFT_TOKEN 设置为环境变量。

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

令牌作用域和可用的写入操作取决于您的工作区配置和订阅计划。请检查设置 → 集成 → 开发者 / AI 客户端以及定价,以了解您账户当前的限制。

MCP 连接

Siftable 托管 MCP 使用支持 OAuth 的 Streamable HTTP。端点为:

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

请将此 URL 用于支持 OAuth 的远程客户端,包括 ChatGPT、Codex、Cursor、Claude、Grok 以及兼容的 MCP SDK 实现。托管 MCP 设置指南中包含特定客户端的具体步骤。

任务

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"}

日历

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

项目

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.

知识库

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"}]'

人脉

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.

代码记忆

Code Memory Domain 4 tools

存储并检索代码库的精选知识点。使用 Git、rg 或你的编辑器在本地检视源码;Siftable 不托管源码索引或搜索。

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.

文档

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 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.

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 '.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.

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

幂等性

写操作(task_create、note_create、calendar_create_event 等)接受可选的 idempotencyKey 参数。如果你使用相同的 key 重试请求,Siftable 返回原始结果而不是创建重复项。

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.

权限

Token 按领域限定范围。仅日历 token 无法读取任务或人脉。将 token 范围限定到你的 agent 所需的最小权限。

可用范围:

  • 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)

可用的写入操作取决于你的令牌作用域和当前工作区计划。在生产环境中依赖写入操作之前,请检查你签发的令牌和当前的定价页面。

CLI 命令参考

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).

所有命令也支持全局标志:--json(原始 JSON 输出)、--token / SIFT_TOKEN--api-url / SIFT_API_URL(默认为 https://siftable.io)、--workspace / SIFT_WORKSPACE_ID 以及 --no-input(禁用提示)。破坏性命令需使用 --confirm-y

通用

顶层命令与诊断。

5 个命令
Shellsift
sift capabilities

显示 Siftable CLI 功能与就绪状态

Shellsift
sift commands

显示适合智能体的命令主题与工作流入口

Shellsift
sift doctor

诊断本地 Siftable CLI 配置,不打印敏感信息

Shellsift
sift interactive

启动 Siftable 终端副驾驶 (sift interactive) —— 进程内 AI 助手,助你管理任务、工作、日历、项目和人脉。

Flags
--connected-models — List eligible connected models and exit
--connection <value> needs model — Select a Model Connection UUID for a gateway invocation
--max-output-tokens <value> needs prompt — Maximum connected-model output tokens (1-32768)
--model <value> — Select an eligible connected model for a gateway invocation
--prompt <value> needs model — Invoke the selected connected model once and exit
--stream needs prompt — Consume selected connected-model output incrementally
Shellsift
sift mermaid

在终端渲染 Mermaid 图表(流程图、时序图、状态图、类图、ER 图、C4、架构图、思维导图)。支持读取 .mmd 文件或 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> 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)

智能体

智能体别名。

6 条命令
Shellsift
sift agents create

创建智能体别名

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

禁用智能体别名

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

获取智能体别名

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

列出智能体别名

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

更新智能体别名

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

列出分配给智能体别名的工作

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

Ai

5 commands
Shellsift
sift ai connect

Show the secure browser flow for adding a non-exportable Model Connection

Flags
--url <value> default: "https://siftable.io/settings/model-connections" — Siftable Model Connections settings URL
Shellsift
sift ai invoke

Invoke an eligible connected model (requires ai:invoke and ai:connections:use)

Flags
--connection <value> required — Model Connection UUID returned by sift ai list
--max-output-tokens <value> — Maximum output tokens (1-32768)
--model <value> required — Eligible model ID returned by sift ai list
--prompt <value> required — Prompt text
--stream — Consume and print incremental connected-model output
Shellsift
sift ai list

List eligible connected models (requires ai:models:read)

Shellsift
sift ai status

Show non-secret Model Connection status (requires ai:connections:use)

Arguments
connection — Optional Model Connection UUID
Shellsift
sift ai usage

Show connected-model usage totals (requires ai:usage:read)

Flags
--from <value> — ISO-8601 period start
--to <value> — ISO-8601 period end

Approvals

2 commands
Shellsift
sift approvals request

Request a governed action approval; this command cannot approve or consume it

Flags
--action <value> required — Governed action identifier
--destination <value> default: "{}" — Destination binding JSON object
--expires-in <value> — Approval lifetime in seconds (30-600)
--operation <value> required — Operation identifier
--purpose <value> required — Human-readable non-secret purpose
--resource-id <value> required — Resource identifier
--resource-type <value> required — Resource type identifier
Shellsift
sift approvals status

Inspect a governed approval requested by this CLI identity

Arguments
id required — Approval ID

身份验证

身份验证命令。

3 条命令
Shellsift
sift auth login

登录 Siftable

Flags
--scope <ai:models:read|ai:invoke|ai:usage:read|ai:connections:use|vault:metadata:read|vault:manage|vault:audit:read> repeatable — Incremental AI invocation or Vault scope to request (repeatable; management AI scopes and plaintext reveal are unavailable)
Shellsift
sift auth logout

移除已存储的身份验证信息

Shellsift
sift auth status

查看身份验证状态

Billing

4 commands
Shellsift
sift billing fallback decide

Allow, deny, or always allow personal funding for a quoted workspace operation

Flags
--decision <allow|deny|always_allow> required
--monthly-cap-micros <value> — Monthly micro-USD cap for always_allow
--quote <value> required — Server-issued operation quote ID
Shellsift
sift billing fallback policy

Read or update the workspace personal-fallback policy

Flags
--disabled — Disable and revoke personal fallback
--enabled — Enable personal fallback
Shellsift
sift billing fallback revoke

Revoke one of your active personal-fallback consents

Arguments
consentId required
Shellsift
sift billing fallback status

Show your active personal-fallback decisions for a workspace

日历

日历事件。

4 条命令
Shellsift
sift calendar create

创建日历事件

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

删除日历事件

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

列出日历事件

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

更新日历日程

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

Capabilities

5 commands
Shellsift
sift capabilities create

Create a reviewed server-brokered Vault capability

Flags
--adapter <value> required — Reviewed static adapter ID
--expires-in <value> — Lifetime in seconds (300-2592000)
--field <value> default: "value" — Credential payload field
--operation <value> required — Comma-separated allowlisted operations
--provider <value> required — Provider ID
--purpose <value> required — Non-secret human-readable purpose
--vault-entry <value> required — Vault entry UUID
Shellsift
sift capabilities describe

Describe safe metadata for one Vault capability

Arguments
id required — Capability metadata ID
Shellsift
sift capabilities execute

Execute one typed operation through a Vault capability handle

Flags
--approval <value> — Governed approval UUID when required
--handle <value> required — Opaque vcap_ capability handle
--idempotency-key <value> — Stable 8-128 character key for safe retries
--input <value> default: "{}" — Typed operation input JSON object
--operation <value> required — Allowlisted operation
Shellsift
sift capabilities list

List safe metadata for Vault capability handles

Shellsift
sift capabilities revoke

Revoke a Vault capability

Arguments
id required — Capability metadata ID

代码

代码工具。

13 条命令
Shellsift
sift code blame

Git blame 文件

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

确认代码记忆候选并附上可审计原因

Arguments
id required — Memory ID
Flags
--reason <value> required — Audit reason
Shellsift
sift code memory delete

删除存储的代码库记忆

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

检测可能已过时的代码记忆,并将其标记为 needs_review (从不删除)

Flags
--limit <value> — Maximum memories to scan
--repo <value> — Repository ID
Shellsift
sift code memory edit

原位编辑代码记忆;先前内容保留在审计日志中

Arguments
id required — Memory ID
Flags
--confidence <value> — Confidence 0-1
--fact <value> required — Updated fact
--reason <value> required — Audit reason
Shellsift
sift code memory events

列出代码记忆的谱系事件 (仅追加)

Arguments
id required — Memory ID
Flags
--limit <value> — Maximum number of events
Shellsift
sift code memory get

显示一条代码记忆的来源、证据和生命周期

Arguments
id required — Memory ID
Shellsift
sift code memory list

列出存储的代码库记忆

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
Shellsift
sift code memory needs-review

因可能过时或存在矛盾,将代码记忆标记为 needs_review (从不删除)

Arguments
id required — Memory ID
Flags
--reason <value> required — Audit reason
--signal <value> repeatable — Staleness signal (repeatable)
Shellsift
sift code memory reject

拒绝一条代码记忆并提供可审计的原因 (软拒绝,从不删除)

Arguments
id required — Memory ID
Flags
--reason <value> required — Audit reason
Shellsift
sift code memory search

搜索已存储的代码库信息

Arguments
query required — 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
Shellsift
sift code memory store

存储代码库信息

Flags
--agent <value> — Authoring agent (marks memory as agent-authored)
--category <architecture|integration|convention|entrypoint|gotcha|ownership> required — Fact category
--commit <value> — Source commit SHA
--confidence <value> — Confidence 0-1
--evidence-chunk <value> repeatable — Historical indexed chunk ID supporting the fact
--fact <value> required — Fact to store (1-2 sentences)
--file <value> — Related file path
--path <value> repeatable — Additional related path (repeatable)
--reason <value> — Capture reason (required with --agent)
--repo <value> — Repository ID
--work-item <value> — Related agent work item ID
Shellsift
sift code memory supersede

用新事实取代一条代码记忆;旧记忆作为谱系保留

Arguments
id required — 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> repeatable — Evidence chunk ID (repeatable)
--fact <value> required — Replacement fact
--file <value> — Related file path
--path <value> repeatable — Additional related path (repeatable)
--reason <value> required — Audit reason

Codex

Codex 自动化助手。

1 条命令
Shellsift
sift codex daily-review collect

收集只读 Siftable 与本地 git 上下文,用于 Codex 每日工作回顾

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

上下文

1 个命令
Shellsift
sift context current

说明当前的主体、所有者、项目和本地检出上下文

Flags
--workspace-root <value> — Absolute local checkout root to describe (never sent as a workspace tenant ID)

Crm

6 个命令
Shellsift
sift crm import apply

仅应用现有 CRM 导入计划中已批准的操作;可安全重放

Arguments
planId required — Durable CRM import plan UUID
Flags
--yes — Confirm canonical CRM writes without prompting
Shellsift
sift crm import approve

批准现有 CRM 导入计划中的全部或部分待处理操作

Arguments
planId required — Durable CRM import plan UUID
Flags
--operation-id <value> repeatable — Stable operation ID to approve; repeat to approve a subset
--reason <value> required — Human approval reason recorded on the plan
--yes — Confirm the approval without prompting
Shellsift
sift crm import get

根据稳定的计划 ID 恢复并检查持久化 CRM 导入计划

Arguments
planId required — Durable CRM import plan UUID
Shellsift
sift crm import plan

从 CSV、TSV、XLS 或 XLSX 文件创建或复用持久化 CRM 导入计划,此过程不写入正式 CRM 记录

Arguments
file required — Local CSV, TSV, XLS, or XLSX source (8 MiB maximum)
Flags
--mapping-mode <manual|workspace_auto> default: "manual" — Manual mapping or approved workspace mapping profile
--provider <generic|salesforce> default: "generic" — Source provider mapping
Shellsift
sift crm organizations convert

说明 CRM 组织与工作空间之间的管控边界

Arguments
id required — CRM organization ID
Shellsift
sift crm organizations list

仅列出 CRM 组织;不包括协作工作空间

Flags
--limit <value> default: 100 — Maximum number of CRM results
--search <value> — Optional fuzzy search query

数据集

结构化数据集

43 个命令
Shellsift
sift datasets add

向数据集添加记录

Arguments
id required — Dataset ID
Flags
--idempotency-key <value> required — Caller-owned stable key for replaying this exact dataset mutation
--record <value> repeatable — Record as JSON object, e.g. '{"name":"Alice","age":"30"}'
--records <value> — Multiple records as JSON array
Shellsift
sift datasets aggregate

使用分组指标聚合数据集记录(计数、平均值、总和、最小值、最大值、中位数、标准差、百分位数、比例)

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

生成基于事实的数据集自然语言洞察

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

应用已保存的数据集差异计划

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

归档数据集,保留物理表

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

对数值或日期字段分桶并计算聚合指标

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

规划或执行临时数据集清理

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

横向对比分类字段各分段的指标

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

计算数据集或先前结果的派生字段

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

显示智能体可读的数据集模式与能力契约

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

创建数据集

Flags
--description <value> — Dataset description
--fields <value> — Field definitions as JSON array, e.g. '[{"name":"age","type":"number"}]'
--idempotency-key <value> required — 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> required — Dataset title
--ttl <value> — Lifecycle TTL duration, e.g. 12h, 7d, 30d
Shellsift
sift datasets dedupe

按键值查找重复记录,不修改数据

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

永久删除数据集及其物理表

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

删除数据集中的记录

Arguments
id required — Dataset ID
record-id required — Record ID
Flags
--idempotency-key <value> required — Caller-owned stable key for replaying this exact dataset mutation
-y, --yes — Skip confirmation
Shellsift
sift datasets diff

预览 CSV、JSON 或 JSONL 文件中的数据集行更改

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

列出已保存的数据集差异计划

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

查看已保存的数据集差异计划

Arguments
id required — Diff plan ID
Shellsift
sift datasets export

导出数据集记录为 CSV、JSON、JSONL 或 Markdown

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

显示数据集字段的分面摘要

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

计算公式字段并预览数据集更新

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

获取数据集详情和结构

Arguments
id required — Dataset ID
Shellsift
sift datasets impact

解释数据集公式、图表、视图、质量及物化影响

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

将 CSV、JSON 或 JSONL 数据行导入新数据集或现有数据集

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 inspect-file

检查本地 CSV、TSV、XLS 或 XLSX 文件的结构,此操作不会创建或更改数据集

Arguments
file required — 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
Shellsift
sift datasets join

使用 left.Close 和 right.Close 等别名作用域字段自连接数据集

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

列出数据集

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

通过键/值精确匹配查找数据集记录

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

将派生结果物化到新的临时数据集中

Flags
--description <value> — Dataset description
--idempotency-key <value> required — 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> required — Title of the new dataset
Shellsift
sift datasets pivot

从分组数据集指标创建透视摘要

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

验证并规范化来自派生结果的轻量级绘图负载

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

显示数据集的有界概况信息

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

通过结构化的缺失值指标和重复值观察,检查数据集质量

Arguments
id required — Dataset ID
Flags
--fields <value> — Comma-separated field names to check
--repeat-threshold <value> default: 3 — Minimum occurrences for a repeated value to be reported
Shellsift
sift datasets query

查询数据集记录

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

按排序规则或加权数值公式对数据集记录排名

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

按键值对比两个数据集,不修改原始数据

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

修改数据集模式(添加、更新或删除字段)

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)
--idempotency-key <value> required — Caller-owned stable key for replaying this exact dataset mutation
--operation <add_field|update_field|delete_field> required — Schema operation
Shellsift
sift datasets search

在选定的文本字段中搜索数据集记录

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

获取数据集摘要(行数、字段、示例行)

Arguments
id required — Dataset ID
Shellsift
sift datasets templates list

列出内置数据集模板

Shellsift
sift datasets templates show

查看内置数据集模板模式

Arguments
template required — Template name
Shellsift
sift datasets timeseries

分析数据集时间序列(支持滞后、涨跌幅、滚动窗口、回撤、波动率及相关性)

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

更新数据集记录

Arguments
id required — Dataset ID
record-id required — Record ID
Flags
--fields <value> required — Field updates as JSON object, e.g. '{"status":"done"}'
--idempotency-key <value> required — Caller-owned stable key for replaying this exact dataset mutation
Shellsift
sift datasets validate

使用内置模板验证数据集

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

文档

文档上传。

1 条命令
Shellsift
sift documents upload

将文档 (PDF、Markdown 或文本) 上传为笔记

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

环境

声明式环境合约与受管控的 Vault 配置包物化。

11 个命令
Shellsift
sift env check

验证环境合约,供本地或 CI 使用

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
Shellsift
sift env diff

显示不含具体值的环境合约偏差

Flags
--checkout-root <value> — Exact Git checkout root containing .sift/environment.yaml
Shellsift
sift env endpoint enroll

注册公共端点身份,但不授予 Vault 访问权限

Flags
--dedicated — Endpoint is a dedicated runner
--endpoint-class <interactive_desktop|remote_vm|noninteractive_runner|shared_host|ci_runner|production_host|multi_tenant> required — Explicit endpoint policy class
--kill-switch — Runner has an enforced kill switch
--owner <value> default: "personal" — personal or workspace:<uuid>
--storage-tier <hardware_host_bound|systemd_managed|convenience_keyring|none> required — Actual endpoint key storage tier; convenience_keyring is not hardware-backed
Shellsift
sift env example

生成一个确定性的、仅包含名称和占位符的示例

Flags
--checkout-root <value> — Exact Git checkout root containing .sift/environment.yaml
--write — Write the deterministic output to .env.example instead of displaying it
Shellsift
sift env import apply

原子化应用一份确切的已审查 dotenv 导入计划

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> required — Reviewed value-free plan artifact
--source <value> required — Same explicit dotenv source used to create the plan
Shellsift
sift env import plan

为单个明确指定的 dotenv 源创建一份不含值、所有者范围的计划

Flags
--checkout-root <value> — Checkout used only to reject Sift-managed source files
--decision <value> repeatable — Explicit per-index decision: INDEX:keep-existing|overwrite|skip|rename=NAME
--owner <value> — Exact Vault owner: personal or workspace:<tenant-id>
--plan-file <value> required — New local value-free plan artifact to create
--project <value> — Exact owner-scoped project UUID
--source <value> required — Explicit dotenv source file
Shellsift
sift env pull

将一份确切的、受管控的 Vault 配置包拉取到由 Sift 管理的开发环境文件中

Flags
--approval-timeout <value> default: 600
--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> required — Explicit endpoint policy class; managed pulls accept development only
--owner <value> — Exact Vault owner: personal or workspace:<tenant-id>
--purpose <value> required
--replace — Replace a changed Sift-managed file using its exact observed precondition
Shellsift
sift env push apply

原子化应用一份确切的已审查 dotenv 导入计划

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> required — Reviewed value-free plan artifact
--source <value> required — Same explicit dotenv source used to create the plan
Shellsift
sift env push plan

为单个明确指定的 dotenv 源创建一份不含值、所有者范围的计划

Flags
--checkout-root <value> — Checkout used only to reject Sift-managed source files
--decision <value> repeatable — Explicit per-index decision: INDEX:keep-existing|overwrite|skip|rename=NAME
--owner <value> — Exact Vault owner: personal or workspace:<tenant-id>
--plan-file <value> required — New local value-free plan artifact to create
--project <value> — Exact owner-scoped project UUID
--source <value> required — Explicit dotenv source file
Shellsift
sift env rm

删除一个指定的、由 Sift 管理的本地环境文件

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 required — Confirm removal of the exact recognized managed file
Shellsift
sift env status

报告不含具体值的本地环境状态

Flags
--checkout-root <value> — Exact Git checkout root containing .sift/environment.yaml

事件

基于时间轴事实的研究事件。

3 条命令
Shellsift
sift events attach-person

为现有研究事件关联人脉参与者

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

创建包含参与者的研究事件时间轴事实

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

列出研究事件时间线事实

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

证据

证据图谱配置与证明工作流编排。

11 个命令
Shellsift
sift evidence diff apply

应用已审核的证据图谱差异计划

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

解释已持久化差异计划对证据图谱的影响

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

列出已持久化的证据图谱差异计划

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

显示证据图谱差异计划(含领域感知摘要)

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

创建证据图谱候选提取的智能体任务(不执行应用)

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

创建证据图谱项目及基于数据集的工作表

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

写入可信状态前规划 Evidence Graph 工作流

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

试运行 Evidence Graph 时间线与关系投影

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

根据数据集证据包生成 Evidence Graph 证明报告

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

将 Evidence Graph 源账本行导入数据集源表

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

验证 Evidence Graph 溯源、审核、投影及引用不变性

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

Grants

4 commands
Shellsift
sift grants adapters

List reviewed local execution adapters and honest containment tiers

Shellsift
sift grants request

Request a human-approved grant for a pre-registered trusted local runner

Flags
--adapter <value> required
--audience <value> required
--credential-field <value> required
--cwd <value>
--executable <value> required — Resolved reviewed executable path
--executable-digest <value> required
--issuer <value> required
--operation <value> required
--purpose <value> required
--runner-fingerprint <value> required
--runner-public-key <value> required — PEM public-key file from the trusted local runner
--scope <value> required — Provider scope JSON with string values
--vault-entry <value> required
Shellsift
sift grants run

Request approval, redeem in memory, and run exactly one reviewed child process

Flags
--adapter <github_gh|github_publish_pr|terraform_apply> required
--approval-timeout <value> default: 600
--audience <value> required
--body-file <value> — PR body file for github_publish_pr
--credential-field <value> required
--cwd <value>
--issuer <value> required
--operation <value> required
--purpose <value> required
--scope <value> required
--vault-entry <value> required
Shellsift
sift grants status

Inspect safe status for an ephemeral local execution grant

Arguments
id required

图谱

实体图搜索与邻域。

5 个命令
Shellsift
sift graph between

解释两个实体间的有界图路径

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

解释两个实体间的有界图路径

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

显示实体的本地图邻居

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

预览单个图谱实体

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

搜索可链接的实体用于图谱操作

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

笔记

知识库笔记。

7 个命令
Shellsift
sift notes bulk-delete

预览或批量删除笔记

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

创建笔记

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

删除笔记

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

获取笔记完整内容

Arguments
id required — Note ID
Shellsift
sift notes list

列出笔记

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

搜索笔记

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

更新笔记

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

组织

组织与公司。

5 个命令
Shellsift
sift organizations bulk-delete

预览或批量删除组织

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

创建组织

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

删除组织

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

搜索组织

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

更新组织

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

人脉

人脉与联系人。

15 条命令
Shellsift
sift people bulk-delete

预览或批量删除人脉

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 context add

添加一条与所有者相关的个人或工作人脉关系

Arguments
personId required — Person ID
Flags
--basis <value> — Why this relationship is recorded
--confidence <value> — Evidence confidence from 0 to 1
--context <personal|work> required — Relationship context
--primary — Make this the primary relationship in its context
--relationship <value> required — Relationship type, e.g. friend, client, mentor
Shellsift
sift people context list

列出当前所有者与某人的人脉关系背景

Arguments
personId required — Person ID
Shellsift
sift people context remove

删除一条与所有者相关的人脉关系背景

Arguments
personId required — Person ID
relationshipId required — Context relationship ID
Flags
--dry-run — Show what would be removed without writing
-y, --yes — Remove without prompting
Shellsift
sift people create

创建人脉

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> repeatable — 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> 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

删除人脉

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

以可安全重放的执行方式,搜集关于某人的公开信息

Arguments
id required — Person ID
Flags
--dataset <value> — Optional dataset ID for a reviewable reconciliation plan
--dataset-upsert-by <value> — Preferred dataset identity field
--idempotency-key <value> required — Stable 8-128 character key for exact retries
--mode <standard|ultra> default: "standard" — Research depth
Shellsift
sift people get

获取包含特征和关系的个人档案

Arguments
id required — Person ID
Shellsift
sift people graph

显示以人为中心的关系图谱

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

说明两人之间的亲缘或关系距离

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

列出人脉

Flags
--category <family|romantic|professional|social> — Relationship category
--contains <value> — Name substring filter
--context <all|personal|work> default: "all" — 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
Shellsift
sift people relate

建立或更新两人之间的关联

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

搜索人脉

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

列出与该人脉相关的时间轴记录

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

更新人脉

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

项目

项目管理。

7 个命令
Shellsift
sift projects archive

归档项目

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

获取项目上下文(任务、笔记、信号)

Arguments
id required — Project ID
Shellsift
sift projects create

创建项目

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

列出项目

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

获取项目的规范 CSN 规划快照

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

重新计算项目的规范 CSN 规划快照

Arguments
id required — Project ID
Shellsift
sift projects update

更新项目

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

方案

内置研究工作流方案。

2 条命令
Shellsift
sift recipes list

列出内置研究工作流方案

Shellsift
sift recipes show

查看内置研究工作流方案

Arguments
id required — Recipe ID

Relationships

79 commands
Shellsift
sift relationships actions dry-run

Preview a relationship action on the server without committing it

Arguments
id required — Relationship action ID
entity — Relationship entity as opportunity:<uuid> or prospect:<uuid>
Flags
--entity <value> — Target as prospect:uuid or opportunity:uuid
--idempotency-key <value> required — Stable 8-128 character key for reproducible server-side previews
--input <value> — Action input JSON object
--input-file <value> — Path to action input JSON
Shellsift
sift relationships actions list

List 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
Shellsift
sift relationships actions run

Run any canonical relationship action with replay-safe caller identity

Arguments
id required — Canonical action ID from relationships actions list
entity — 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> required — 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
Shellsift
sift relationships actions show

Show one registered relationship action

Arguments
id required — Relationship action ID
Shellsift
sift relationships brief

Compose an exact, evidence-grounded relationship brief

Arguments
subject required — Subject as prospect:uuid or opportunity:uuid
Flags
--lens <value> default: "relationship" — Relationship lens identifier
Shellsift
sift relationships composer approver-edit

创建署名审批人修订,并重新开启辅导审查

Arguments
id required — Composer session UUID
Flags
--body <value> required
--expected-version <value> required
--reason <value> required
--subject <value> required
--yes — Confirm the attributed edit
Shellsift
sift relationships composer bind-sender

将一个指定的、已激活的连接邮箱账户绑定到一份持久化草稿

Arguments
id required — Composer session UUID
Flags
--expected-version <value> required — Current optimistic session version
--sender <value> required — Connected email account UUID
Shellsift
sift relationships composer confirm

确认已绑定的纲要,并创建其第一个持久化草稿修订版

Arguments
id required — Composer session UUID
Flags
--expected-version <value> required — Current optimistic session version
--yes — Confirm brief and create draft
Shellsift
sift relationships composer create

创建或恢复一个持久化的“关系纲要到草稿”会话

Arguments
subject required — Subject as prospect:uuid or opportunity:uuid
Flags
--file <value> required — JSON file with source, recommendation, brief, and ranked evidence
Shellsift
sift relationships composer dispatch

保留精确审批结果,立即发送或定时发送一条受管控的关系消息

Arguments
id required — Composer session UUID
Flags
--at <value> — ISO-8601 time required for send_later
--choice <approve_only|send_now|send_later> required — Dispatch outcome
--expected-version <value> required — Current optimistic session version
--idempotency-key <value> required — Stable retry key for this exact choice and time
--yes — Confirm this governed dispatch choice
Shellsift
sift relationships composer evaluate

评估当前持久化草稿,并附加锚定到短语的辅导建议

Arguments
id required — Composer session UUID
Flags
--expected-version <value> required — Current optimistic session version
Shellsift
sift relationships composer finding-action

解释、预览、接受、拒绝或撤销一条可追溯的辅导建议

Arguments
id required — Composer session UUID
finding required — Coaching finding UUID
Flags
--action <explain|preview|accept|reject|undo> required
--expected-version <value> required — Current optimistic session version
--yes — Confirm a mutating coaching decision
Shellsift
sift relationships composer history

按记录顺序显示仅可追加的指导和草稿决策历史

Arguments
id required — Composer session UUID
Shellsift
sift relationships composer request-approval

为精确的编辑器审核请求或恢复审批;审批仅限浏览器内操作

Arguments
id required — Composer session UUID
Flags
--expected-version <value> required — Current optimistic session version
--idempotency-key <value> required — Stable approval-request retry key
--yes — Confirm the approval request
Shellsift
sift relationships composer request-changes

将精确的审核返回给作者,不修改消息内容

Arguments
id required — Composer session UUID
Flags
--expected-version <value> required
--reason <value> required
--yes — Confirm the review interruption
Shellsift
sift relationships composer resolve-identity

为一条已审核消息解决或路由内联的潜在重复项门控

Arguments
id required — Composer session UUID
Flags
--candidate <value> required — Candidate person UUID
--decision <same_person|different_people|route_to_owner> required
--expected-version <value> required
--yes — Confirm the identity decision
Shellsift
sift relationships composer review

将通过指导的持久草稿继续至受控审查

Arguments
id required — Composer session UUID
Flags
--approver-user-id <value> — Optional active internal workspace member who will approve the exact message
--expected-version <value> required — Current optimistic session version
--yes — Confirm the transition to review
Shellsift
sift relationships composer save-draft

保存关系草稿的新持久修订版

Arguments
id required — Composer session UUID
Flags
--file <value> required — JSON file with expectedVersion, subject, and bodyText
Shellsift
sift relationships composer show

显示一个持久的关系编辑器会话

Arguments
id required — Composer session UUID
Shellsift
sift relationships composer update

在创建草稿前,更新绑定的意图和排序后的证据

Arguments
id required — Composer session UUID
Flags
--file <value> required — JSON file with expectedVersion, brief, and evidence
Shellsift
sift relationships contact-plan inspect

检查一个规范的个人联系方案,不修改其源生命周期

Arguments
person required — Canonical person UUID
Flags
--from <value> — Inclusive ISO-8601 inspection window start
--limit <value> default: 100 — Maximum projected items
--timezone <value> — IANA display timezone
--to <value> — Inclusive ISO-8601 inspection window end
Shellsift
sift relationships diagnoses create

创建一个不可变的、基于证据的关系诊断快照

Flags
--file <value> required — Diagnosis JSON file
--yes — Confirm immutable diagnosis creation
Shellsift
sift relationships diagnoses list

列出不可变的关系诊断快照

Flags
--limit <value>
--subject-id <value>
--subject-type <prospect|opportunity>
Shellsift
sift relationships email-accounts list

列出可用于关系草稿和受控发送的发件人账户

Shellsift
sift relationships generated-assets draft

从已批准的外联资产创建私人沟通提案;此操作不会发送

Arguments
id required — Generated outreach/follow-up asset UUID
Flags
--file <value> required — Exact senderAccountId, destination, optional edits, and idempotency JSON file
--yes — Confirm proposal creation
Shellsift
sift relationships generated-assets generate

从已批准的精确行动手册和源资产版本生成一个有依据的资产

Flags
--file <value> required — Generation request JSON file
--yes — Confirm immutable asset generation
Shellsift
sift relationships generated-assets list

列出生成的关系资产及其清单和最新工件审查

Flags
--limit <value>
--subject-id <value>
--subject-type <prospect|opportunity>
Shellsift
sift relationships generated-assets review

向生成的工件追加人工审批决策

Arguments
id required — Generated asset UUID
Flags
--decision <approved|rejected|needs_changes> required
--reason <value> required
--yes — Confirm append-only review
Shellsift
sift relationships generated-assets review-history

列出一个生成资产的仅可追加审查历史

Arguments
id required — Generated asset UUID
Shellsift
sift relationships generated-assets show

显示一个生成的资产、其精确清单和最新工件审批

Arguments
id required — Generated asset UUID
Shellsift
sift relationships generated-assets usage-list

列出一个生成资产的仅可追加使用记录和成果链接

Arguments
id required — Generated asset UUID
Shellsift
sift relationships generated-assets usage-record

向生成的资产追加导出、内部分享或成果链接记录

Arguments
id required — Generated asset UUID
Flags
--idempotency-key <value> required — Stable 8-128 character retry key
--kind <exported|shared_internally|outcome_linked> required
--outcome <value> — Stable outcome reference; required for outcome_linked
--yes — Confirm append-only usage record
Shellsift
sift relationships handoffs list

List immutable relationship outcome receipts in the onboarding queue

Flags
--limit <value> default: 100 — Maximum receipts
Shellsift
sift relationships handoffs show

Show one immutable relationship outcome handoff receipt

Arguments
id required — Outcome handoff receipt UUID
Shellsift
sift relationships meetings brief create

根据已批准的人脉证据,撰写一份引证完备的会议简报

Flags
--input <value> — Exact meeting brief input JSON
--input-file <value> — Path to exact meeting brief input JSON
Shellsift
sift relationships meetings brief show

通过重构其确切输入来读取当前的引证会议简报

Flags
--input <value> — Exact owner, subject, approved asset, and optional meeting JSON
--input-file <value> — Path to exact meeting brief input JSON
Shellsift
sift relationships meetings evidence capture

捕获经同意的会议记录证据或主动录入的手动笔记

Flags
--idempotency-key <value> required — 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
Shellsift
sift relationships meetings evidence show

检查一项权威会议证据及其来源标识

Arguments
id required — Relationship meeting evidence event UUID
Shellsift
sift relationships meetings proposals apply

完成最新的前提条件检查后,原子化应用一项已批准的会议提案

Arguments
id required — Approved meeting proposal UUID
Flags
--expected-proposal-digest <value> required — Exact reviewed proposal digest
--yes — Confirm the persistent internal relationship-state change
Shellsift
sift relationships meetings proposals create

为一项已注册的人脉操作,创建一个不可变的、引用证据的提案

Flags
--idempotency-key <value> required — 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
Shellsift
sift relationships meetings proposals list

列出源自会议的人脉提案及其审查周期

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
Shellsift
sift relationships meetings proposals review

为一项未经更改的会议提案,追加一次可追溯的批准或拒绝记录

Arguments
id required — 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
Shellsift
sift relationships meetings proposals show

检查一项源自会议的人脉提案、相关证据、变更差异和恢复计划

Arguments
id required — Meeting proposal UUID
Shellsift
sift relationships outcomes describe

描述运行时的人脉成果合约及安全边界

Shellsift
sift relationships outcomes inspect

在 Answer/C0 模式下检查已声明的人脉成果,不进行持久化

Flags
--input <value> — Exact InspectRelationshipOutcomeInput JSON
--input-file <value> — Path to exact inspection input JSON
Shellsift
sift relationships outcomes interventions

显示快照中唯一的、有界且可审查的干预批次

Arguments
snapshotId required — Relationship-outcome snapshot ID
Shellsift
sift relationships outcomes list

使用有界游标分页,列出人脉成果快照

Flags
--cursor <value> — Opaque cursor from the previous page
--limit <value> default: 50 — 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
Shellsift
sift relationships outcomes records

使用有界游标分页,列出精确的快照记录

Arguments
snapshotId required — Relationship-outcome snapshot ID
Flags
--cursor <value> — Opaque cursor from the previous page
--limit <value> default: 50 — Maximum records to return
--posture <value> — Filter by the declared record posture
--risk <value> — Filter by low, moderate, high, or unknown operational risk
Shellsift
sift relationships outcomes review

记录一次幂等的快照审查,不执行任何提议的已注册操作

Arguments
snapshotId required — Relationship-outcome snapshot ID
Flags
--dry-run — Validate authority and selected interventions without recording a review
--idempotency-key <value> required — 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
Shellsift
sift relationships outcomes run

创建或模拟运行一个 C2 人脉成果快照;绝不执行提议的操作

Flags
--dry-run — Validate and project without persisting a snapshot
--idempotency-key <value> required — 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
Shellsift
sift relationships outcomes show

显示一项不可变的人脉成果快照

Arguments
snapshotId required — Relationship-outcome snapshot ID
Shellsift
sift relationships playbook-recommendations create

记录一项包含至少三个可行步骤的重要建议

Flags
--file <value> required — Recommendation JSON file
--yes — Confirm immutable recommendation creation
Shellsift
sift relationships playbook-recommendations list

列出已记录的人脉行动手册建议及其备选步骤

Flags
--limit <value>
--subject-id <value>
--subject-type <prospect|opportunity>
Shellsift
sift relationships playbooks create

从 runtime-contract JSON 创建一个不可变的、未经批准的人脉行动手册版本

Flags
--file <value> required — Playbook version JSON file
--yes — Confirm immutable version creation
Shellsift
sift relationships playbooks list

列出不可变关系剧本的版本及最新审批决定

Flags
--limit <value> — Maximum versions
--stable-key <value> — Filter by stable playbook key
Shellsift
sift relationships playbooks review

为剧本版本追加一条人工审批决定

Arguments
id required — Playbook version UUID
Flags
--decision <approved|rejected|needs_changes> required
--reason <value> required — Attributable review reason
--yes — Confirm append-only review
Shellsift
sift relationships playbooks show

显示单个不可变关系剧本版本及其最新审批信息

Arguments
id required — Playbook version UUID
Shellsift
sift relationships proposals get

Inspect one relationship action proposal and its evidence

Arguments
id required — Proposal ID
Shellsift
sift relationships proposals list

List 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
Shellsift
sift relationships proposals request-approval

Request short-lived human approval for a proposal; cannot approve or consume it

Arguments
id required — Proposal ID
Flags
--idempotency-key <value> required — Stable 8-128 character key for safe retries
--purpose <value> — Non-secret reason shown to the human approver
Shellsift
sift relationships queues list

List relationship team queues in the active workspace

Shellsift
sift relationships recommendations execute

Execute an accepted, current recommendation through the canonical action runtime

Arguments
id required — Recommendation UUID
Flags
--yes — Confirm canonical action execution
Shellsift
sift relationships recommendations list

List immutable relationship recommendation snapshots

Flags
--lens <value> — Relationship lens identifier
--limit <value> default: 50 — Maximum recommendations
--subject <value> — Filter by prospect:uuid or opportunity:uuid
Shellsift
sift relationships recommendations review

Append an ordinary review decision to a relationship recommendation

Arguments
id required — Recommendation UUID
Flags
--decision <accepted|dismissed|snoozed|needs_information> required — Review decision
--reason <value> — Review reason
--snoozed-until <value> — Offset-aware ISO date-time, required for snoozed
--yes — Confirm the append-only review
Shellsift
sift relationships recommendations show

Show a relationship recommendation with its exact citations and gates

Arguments
id required — Recommendation UUID
Shellsift
sift relationships sequences create

Create 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> required — Stable 8-128 character key for safe retries
Shellsift
sift relationships sequences dry-run

Preview a supervised sequence on the server without committing it

Arguments
id required — Sequence ID
Flags
--idempotency-key <value> required — 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
Shellsift
sift relationships sequences enroll

Enroll a relationship target in a supervised sequence

Arguments
id required — Sequence ID
Flags
--idempotency-key <value> required — Stable 8-128 character key for safe retries
--input <value> — Enrollment input JSON object
--input-file <value> — Path to enrollment input JSON
Shellsift
sift relationships sequences get

Show one supervised relationship sequence

Arguments
id required — Sequence ID
Shellsift
sift relationships sequences list

List supervised relationship sequences

Flags
--limit <value> — Maximum results
--status <value> — Filter by sequence status
Shellsift
sift relationships sequences pause

Pause a supervised relationship sequence

Arguments
id required — Sequence ID
Flags
--idempotency-key <value> required — Stable 8-128 character key for safe retries
--reason <value> — Non-secret pause reason
Shellsift
sift relationships sequences resume

Resume a supervised relationship sequence

Arguments
id required — Sequence ID
Flags
--idempotency-key <value> required — Stable 8-128 character key for safe retries
Shellsift
sift relationships sequences runs

List execution evidence for a supervised relationship sequence

Arguments
id required — Sequence ID
Flags
--limit <value> — Maximum results
--status <value> — Filter by run status
Shellsift
sift relationships sequences update

Update a supervised relationship sequence from a JSON definition

Arguments
id required — Sequence ID
Flags
--definition <value> — Sequence update JSON object
--definition-file <value> — Path to sequence update JSON
--idempotency-key <value> required — Stable 8-128 character key for safe retries
Shellsift
sift relationships show

Show the current relationship collaboration snapshot

Arguments
entity required — Relationship entity as opportunity:<uuid> or prospect:<uuid>
Shellsift
sift relationships source-assets create

创建未经审批的不可变溯源资产版本

Flags
--file <value> required — Source-asset version JSON file
--yes — Confirm immutable version creation
Shellsift
sift relationships source-assets list

列出不可变溯源资产版本及最新审批决定

Flags
--limit <value> — Maximum versions
--stable-key <value> — Filter by stable source-asset key
Shellsift
sift relationships source-assets review

为源资产版本追加一条人工审批决定

Arguments
id required — Source-asset version UUID
Flags
--decision <approved|rejected|needs_changes> required
--reason <value> required
--yes — Confirm append-only review
Shellsift
sift relationships source-assets show

显示单个精确的不可变源资产版本及其最新评审信息

Arguments
id required — Source-asset version UUID

研究

研究工作流规划与编排。

4 个命令
Shellsift
sift research init

创建研究项目和标准数据集

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

在写入数据前规划确定性的研究工作流

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

为研究方案创建确定性的智能体任务

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

查看研究项目上下文和 CLI 就绪状态

Arguments
project — Project ID

技能

可安装的 Siftable 技能包。

2 条命令
Shellsift
sift skills install

将 Siftable 技能包安装至本地技能目录

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

列出可安装的 Siftable 技能包

任务

人工规划任务。

11 条命令
Shellsift
sift tasks bulk-delete

预览或批量删除任务

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

标记任务为已完成

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

在同一项目的任务间创建 CSN 耦合边

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

删除任务的 CSN 耦合边

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

列出任务的 CSN 耦合边

Arguments
id required — Task ID
Shellsift
sift tasks create

创建人工规划任务

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

删除任务

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

获取人工规划任务详情

Arguments
id required — Task ID
Shellsift
sift tasks list

列出人工规划任务

Flags
--cursor <value> — Continuation cursor from a previous page
--effort <trivial|small|medium|large|epic|unknown> — Filter by effort
--limit <value> default: 25 — 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

更新任务的 CSN 规划字段

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

更新人工规划任务

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

时间轴

时间轴事实与叙述。

4 条命令
Shellsift
sift timeline create

创建用户编写的时间轴事实

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

撤回时间轴事实

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

使用限定过滤条件列出时间轴事实

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

生成时间轴事实的叙述性摘要或解释

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

保险库

机密保险库。

15 条命令
Shellsift
sift vault audit

List Vault audit events (requires vault:audit:read)

Flags
--limit <value> — Maximum number of results
--owner <value> — Exact Vault owner: personal or workspace:<tenant-id>
Shellsift
sift vault create

存储新的加密机密

Flags
--category <value> — Category
--description <value> — Description
--name <value> required — Secret name
--owner <value> — Exact Vault owner: personal or workspace:<tenant-id>
--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 leases clean

清理单个本地租约构件,并证实其状态为已确认、失败或未知

Arguments
id required
Flags
--checkout-root <value> — Git checkout used to prove runtime separation
--owner <value> — Exact Vault owner: personal or workspace:<tenant-id>
Shellsift
sift vault leases list

列出无值环境租约及其清理元数据

Flags
--owner <value> — Exact Vault owner: personal or workspace:<tenant-id>
Shellsift
sift vault leases revoke

撤销租约,移除存在的本地构件,并证实清理操作

Arguments
id required
Flags
--checkout-root <value> — Git checkout used to prove runtime separation
--owner <value> — Exact Vault owner: personal or workspace:<tenant-id>
Shellsift
sift vault leases status

检查单个无值环境租约的生命周期

Arguments
id required
Flags
--owner <value> — Exact Vault owner: personal or workspace:<tenant-id>
Shellsift
sift vault list

列出保险库条目(仅元数据)

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
Shellsift
sift vault materialize environment

将指定的受管控 Vault 数据包拉取到 Sift 管理的开发环境文件中

Flags
--approval-timeout <value> default: 600
--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> required — Explicit endpoint policy class; managed pulls accept development only
--owner <value> — Exact Vault owner: personal or workspace:<tenant-id>
--purpose <value> required
--replace — Replace a changed Sift-managed file using its exact observed precondition
Shellsift
sift vault materialize request

Request human approval for one destination-bound Vault materialization

Flags
--destination <value> required
--entry <value> required
--expected-digest <value>
--field <value> required
--materializer-digest <value> required
--mode <0400|0600> default: "0600"
--nonce <value> required
--overwrite
--owner <value> — Exact Vault owner: personal or workspace:<tenant-id>
--purpose <value> required
--runner-fingerprint <value> required
--runner-public-key <value> required
--tracked-exception
--workspace-root <value> — Absolute local workspace root containing the destination
Shellsift
sift vault materialize revoke

撤销一个发往目标的待处理 Vault 实体化

Arguments
id required — 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>
Shellsift
sift vault materialize run

Request approval, wait, and materialize one Vault field at the exact approved path

Flags
--approval-timeout <value> default: 600
--destination <value> required — Destination path; relative paths resolve inside --workspace-root before approval
--entry <value> required
--field <value> required
--mode <0400|0600> default: "0600"
--overwrite
--owner <value> — Exact Vault owner: personal or workspace:<tenant-id>
--purpose <value> required
--tracked-exception
--workspace-root <value> — Absolute local workspace root containing the destination
Shellsift
sift vault materialize status

Inspect safe status for a destination-bound Vault materialization

Arguments
id required
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>
Shellsift
sift vault search

搜索保险库条目

Arguments
query required — Search query
Flags
--limit <value> — Maximum number of results
--owner <value> — Exact Vault owner: personal or workspace:<tenant-id>
Shellsift
sift vault update

更新保险库条目元数据

Arguments
id required — 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
Shellsift
sift vault use lease

在 Git 工作树外创建一个指定的、短暂的环境包构件

Flags
--approval-timeout <value> default: 600
--checkout-root <value> — Checkout containing .sift/environment.yaml
--consumer <value> required — 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> required
--holder <value> — Bound holder identifier; defaults to the local runner fingerprint
--owner <value> — Exact Vault owner: personal or workspace:<tenant-id>
--purpose <value> required
--ttl <value> default: 300

工作

可执行代理工作队列。

25 条命令
Shellsift
sift work block

将工作项标记为已阻塞

Arguments
id required — 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"?}]
Shellsift
sift work cancel

取消工作项

Arguments
id required — 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"?}]
Shellsift
sift work claim

认领下一个可用的可执行智能体工作项

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

批准并完成可执行智能体工作项

Arguments
id required — 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"?}]
Shellsift
sift work contract check

确定性地验证工作合约 V1 文件或已获取的工作项

Arguments
id — Work item ID to fetch and validate
Flags
--file <value> — Path to a Work Contract V1 JSON file
Shellsift
sift work create

创建可执行智能体工作项

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> repeatable — 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> repeatable — 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> default: 0 — Queue rank
--scope <value> repeatable — Included workspace-relative write scope; repeat for multiple paths
--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 dependencies get

Get authoritative dependencies and claimability for a work item

Arguments
id required — Work item UUID
Shellsift
sift work dependencies set

Atomically replace the authoritative dependencies for a work item

Arguments
id required — Work item UUID
Flags
--depends-on <value> required — Dependency JSON array; pass [] to clear dependencies
Shellsift
sift work dependency-policy get

Get a project default work-dependency gate

Flags
--project <value> required — Project UUID
Shellsift
sift work dependency-policy set

Set a project default work-dependency gate

Flags
--gate <done|commands_passed> required — Default gate for dependencies that omit requiredGate
--project <value> required — Project UUID
Shellsift
sift work edit

C2: 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
id required — 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> required — Observed work item revision
--idempotency-key <value> required — 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> required — 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
Shellsift
sift work fail

将工作项标记为失败

Arguments
id required — 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"?}]
Shellsift
sift work get

获取可执行代理的工作项详情

Arguments
id required — Work item ID
Shellsift
sift work heartbeat

延长工作项租约

Arguments
id required — 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"?}]
Shellsift
sift work list

列出可执行代理的工作项

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

将已认领的工作项释放回队列

Arguments
id required — 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"?}]
Shellsift
sift work requeue

Return blocked work to the queue for a fresh claim

Arguments
id required — 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"?}]
Shellsift
sift work review

将可执行代理工作标记为待人工审核

Arguments
id required — 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"?}]
Shellsift
sift work revisions

List immutable, attributable work-item revision receipts and field diffs

Arguments
id required — Work item ID
Flags
--limit <value> default: 50 — Maximum revisions to return
Shellsift
sift work start

将工作项标记为运行中

Arguments
id required — 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"?}]
Shellsift
sift work verification evidence

Submit externally executed evidence for an exact plan version and step ID

Arguments
id required — Work item ID
Flags
--artifacts <value> — Artifact reference JSON array for larger logs
--attempt <value> required — 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> required — Execution environment label
--exit-code <value> — Process exit code when applicable
--outcome <passed|failed|error> required — Attempt outcome
--output <value> — Bounded output excerpt; secrets are redacted by the API
--plan-version <value> required — Active verification plan version
--provenance <value> — Evidence provenance JSON object
--ran-at <value> — RFC3339 execution timestamp
--step <value> required — Stable verification step UUID
Shellsift
sift work verification history

List immutable verification-plan history and coverage

Arguments
id required — Work item ID
Shellsift
sift work verification plan

Show the active versioned verification plan and coverage

Arguments
id required — Work item ID
Shellsift
sift work verification revise

Create an audited active verification-plan revision

Arguments
id required — Work item ID
Flags
--expected-version <value> required — Observed active plan version
--provenance <value> — Revision provenance JSON object
--reason <value> required — Audited revision reason
--steps <value> — Verification step JSON array
--steps-file <value> — Path to a verification step JSON array
--yes — Confirm activation without prompting
Shellsift
sift work verify

Deprecated compatibility command. Hosted LLM verification is retired; use verification-command evidence.

Arguments
id required — 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

本地可执行任务运行器。

2 个命令
Shellsift
sift worker dispatch

为两个 AWS agent worker 构建一个零支出、接口无关的执行计划

Flags
--max-runtime-minutes <value> default: 120 — 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> default: "cli" — Calling control surface; does not change dispatch identity
--work-item <value> required; repeatable — Queued Sift work-item UUID; repeat exactly twice
Shellsift
sift worker run

认领可执行任务,运行本地 Worker 命令,并报告待审核产物

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

工作区

3 个命令
Shellsift
sift workspaces current

显示当前选择的个人或协作工作区

Shellsift
sift workspaces list

列出认证用户可用的协作工作区

Shellsift
sift workspaces use

选择一个协作工作区用于浏览,或选择“个人”以清除设置

Arguments
id required — Workspace ID, or "personal"

交互式 Copilot

sift interactive 命令可启动终端助手,支持对话、运行工具、编辑代码、开启并行智能体分支、规划工作及渲染图表 — 全在终端内完成,直接操作你的文件系统和 Siftable 工作图谱。

Terminal
$ sift interactive

运行要求与启动

  • 需要安装 Bun。 sift interactive 会重新调用 Bun;若未安装,将输出 curl -fsSL https://bun.sh/install | bash
  • 需要身份验证 — 支持 --tokenSIFT_TOKENsift auth login
  • 大脑在进程内运行 — 无需启动独立的守护进程。
  • 写入范围限定在工作区根目录 — 即启动目录向上包含 .git 的最近父目录。这是 /status 报告的边界,也是原生写入路径强制执行的范围。

界面

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.

斜杠命令

输入 / 开启命令菜单。隐藏命令仍可输入使用,但不会在菜单中显示。

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

模型与引擎

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.

技能

系统按优先级(项目 > 用户 > 内置)从 <root>/{.sift,.claude,.codex,.agents}/skills~/.claude|.codex|.agents/skills~/.config/sift/skills 及内置包中检索 SKILL.md 技能。智能体可通过工具调用技能,系统提示词中最多展示约 50 个。

快捷键

覆盖层会优先捕获键盘输入,因此按键绑定与模式相关。

  • 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

原生加速

性能关键路径(上下文压缩、长线程记忆、文件系统扫描、合并编排、图像处理)通过 Bun FFI 加载的原生 Zig 模块运行,且均配有同步的 TypeScript 回退方案。本软件包内置 macOS (Apple Silicon)Linux (x64) 的预构建库;其他平台将使用回退方案。设置 SIFT_NO_NATIVE=1 可强制使用回退方案,设置 SIFT_CONTEXT_COMPACTION=1 可启用实时上下文 Token 计数器以及线程持久化与恢复。

外观与声音

/theme 提供 10 种配色方案(默认为 "sieve" — 炭黑底色上的暖琥珀色),保存于 ~/.siftable/appearance.json/sounds 用于切换 UI 音效(默认关闭),保存于 ~/.siftable/sounds.json,并可通过 SIFT_SOUNDS 覆盖。

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.

完整参考,包含所有斜杠命令、快捷键绑定、环境变量和配置文件:GitHub 上的 docs/interactive.md

Give your agent a workspace.