Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/stoneforge-ai/stoneforge/sift-backlognpx skills add stoneforge-ai/stoneforge --skill sift-backloggit clone --depth 1 https://github.com/stoneforge-ai/stoneforgeWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/stoneforge-ai/stoneforge/sift-backlog)<a href="https://agentmods.dev/skills/stoneforge-ai/stoneforge/sift-backlog"><img src="https://agentmods.dev/badge/skills/stoneforge-ai/stoneforge/sift-backlog.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00073 | $0.01297 |
| Opus 5 | $0.00036 | $0.00648 |
| Sonnet 5 | $0.00015 | $0.00259 |
| Haiku 4.5 | $0.00007 | $0.00130 |
Grade A, and why
sift-backlog scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 196 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Sift Backlog
Triage backlog tasks: prioritize, group into plans, set dependencies, and activate.
Overview
- List backlog tasks (
sf task backlog) - Clarify and enrich each task (titles, descriptions)
- Identify groupings and create draft plans
- Add tasks to plans and set dependencies
- Activate plans
- Set task status to open
Workflow
Step 1: List Backlog Tasks
sf task backlog
Step 2: Clarify and Enrich Tasks
Backlog tasks often have only a brief title with no description. Before organizing, ensure each task is well-defined.
For each task, evaluate:
- Is the title clear and actionable?
- Is there a description? Check with
sf task describe <task-id> --show - Is the scope unambiguous?
If the title is unclear, update it:
sf update <task-id> --title "Clear, actionable title"
Add a description with context, scope, and acceptance criteria:
sf task describe <task-id> --content "Description with:
- What needs to be done
- Why it matters
- Acceptance criteria
- Any relevant context"
Use your best judgment to interpret tasks and make reasonable decisions about scope, grouping, and priority. You have context about the codebase, project patterns, and typical development practices—leverage this knowledge rather than deferring to the user for routine decisions.
Only ask the user for clarity when absolutely necessary:
- The task is fundamentally ambiguous (multiple mutually exclusive interpretations)
- Critical business logic or user-facing behavior that could go wrong in meaningful ways
- External dependencies or integrations you cannot verify
Do NOT ask about:
- Implementation details you can reasonably infer
- Priority or grouping decisions—use your judgment
- Standard development practices (testing, code style, etc.)
- Tasks where a reasonable interpretation exists
Step 3: Create Draft Plans
Group related tasks into plans using your best judgment. Plans start as drafts (tasks won't be dispatched until activated).
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 4d ago First seen · 196 lines · 73 tokens per session scan A cb70f2f5fb10
sift-backlog is a skill published in the GitHub repository stoneforge-ai/stoneforge (177 stars, last pushed 4mo ago), licensed Apache-2.0. It adds 73 tokens to every session and 1,297 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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任务链可视化
将 docs/tasks/ 下的任务文件和 .project/ 下的项目文档汇总为单个自包含 HTML,供人类审阅任务链全貌、依赖关系和 AC 追溯覆盖。在方案规划完成后、交付用户审阅前使用。.
tasks
Task decomposition — break features into subtasks, assign workers, track progress.