Borrowing it
Nothing to install: this file belongs to sponge-b0b/Polaris. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/sponge-b0b/Polaris/main/.agents/skills/to-specs/SKILL.mdgit clone --depth 1 https://github.com/sponge-b0b/PolarisWrote 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/sponge-b0b/polaris/to-specs)<a href="https://agentmods.dev/skills/sponge-b0b/polaris/to-specs"><img src="https://agentmods.dev/badge/skills/sponge-b0b/polaris/to-specs/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/sponge-b0b/polaris/to-specs"><img src="https://agentmods.dev/badge/skills/sponge-b0b/polaris/to-specs.svg" alt="Reviewed on agentmods" width="80" 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 5.1 | $0.00031 | $0.04584 |
| Opus 5 | $0.00015 | $0.02292 |
| Sonnet 5 | $0.00006 | $0.00917 |
| Haiku 4.5 | $0.00003 | $0.00458 |
Grade A, and why
to-specs 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 yesterday.
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 — 365 lines — stays where its author put it; the contents beside it link to each section on GitHub.
This skill takes an explicit planning source and current codebase understanding and produces a spec or specs depending on complexity and scope. Do NOT interview the user — recover and synthesize the required context from the invocation, repository, and durable tracker artifacts.
The issue tracker and triage label vocabulary should have been provided to you — run $setup-matt-pocock-skills if not.
Session Independence
Assume no prior conversational or agent-session state.
Recover every correctness-critical input from the explicit invocation, repository, and durable tracker artifacts before acting. Prior-session summaries or remembered conclusions are routing context only and must not substitute for required durable evidence.
If required durable state cannot be recovered, report the missing artifact rather than infer or recreate it from memory.
Process
-
Gather context. Work from the provided source and explore the repo as needed to understand the current codebase. Use the project's domain glossary vocabulary throughout the spec.
When the source is a Wayfinder map, treat that map and its resolved decision tickets as the planning source.
Before any tracker/repository mutation for a Wayfinder-managed source, invoke
$project-delivery-managementreconcile, thenguard <Wayfinder>. RequirePROJECT DELIVERY GUARD: ALLOWEDbefore reconciling handoff metadata, amending Specs, or publishing new Specs.If the source Wayfinder is directly blocked, report its blockers and stop. If it is eligible but unfocused, stop and surface the explicit
$project-delivery-managementfocus/switch/parallel choice.$to-specsmust not establish or change focus itself.Read-only context recovery and architecture inspection may happen before the guard. An intentionally non-Wayfinder planning source remains outside Wayfinder focus management; do not invent a governing Wayfinder merely to enroll it.
-
Resolve spec mode. When the source is a Wayfinder map, resolve the complete set of existing Spec handoffs before choosing fresh or remediation mode.
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- yesterday Changed · +5 lines b220eab66c49
- 2d ago Changed · +58 lines 9e7a4311cf39
- 10d ago First seen · 302 lines · 31 tokens per session scan A 094d5ce40f81
to-specs is a skill published in the GitHub repository sponge-b0b/Polaris (4 stars, last pushed today), licensed Apache-2.0. It adds 31 tokens to every session and 4,584 once invoked, about $0.0002 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 2026-08-31.
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