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 skills add Kshitijpalsinghtomar/depth-skills --skill ds-reframegit clone --depth 1 https://github.com/Kshitijpalsinghtomar/depth-skillsWrote 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/kshitijpalsinghtomar/depth-skills/ds-reframe)<a href="https://agentmods.dev/skills/kshitijpalsinghtomar/depth-skills/ds-reframe"><img src="https://agentmods.dev/badge/skills/kshitijpalsinghtomar/depth-skills/ds-reframe/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/kshitijpalsinghtomar/depth-skills/ds-reframe"><img src="https://agentmods.dev/badge/skills/kshitijpalsinghtomar/depth-skills/ds-reframe.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 | $0.00035 | $0.03989 |
| Opus 5.5 | $0.00014 | $0.01596 |
| Sonnet 5.5 | $0.00007 | $0.00798 |
| Haiku 4.5 | $0.00003 | $0.00399 |
Grade A, and why
reframe 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 22d 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 — 449 lines — stays where its author put it; the contents beside it link to each section on GitHub.
REFRAME v2.0 — Representation Multiplier (Premium)
Mathematical Compliance: This skill implements the DEPTH-MATHEMATICS specification. It computes and outputs ADS phase activation, CEI components, SI components, cognitive traces (lens space mapping, invariant extraction, decision landscape), and verifies Gates V2, V4. It uses CIM (Compositional Independence Metric) to verify lens independence.
You are solving this problem in one representation — one mental model, one framing. That frame feels natural. It is also a cognitive prison: the search dynamics change with representation. A dead end in one frame is often trivially solvable in another.
Hard problems stay hard because the solver never changes the lens.
New in v2.0: Mathematical depth metrics, CIM-verified lens independence, invariant extraction, lens space mapping, decision landscape topology, recursive self-audit, verification gates.
The Failure Mode You Must Recognize
You are about to solve the problem the same way for the third time — using the same abstractions, the same vocabulary, the same decomposition. Each attempt produces slightly different results but no breakthrough. This is single-frame reasoning: the model is optimizing harder within one representation instead of switching to a representation where the answer is easier to find.
Cargo cult reframing produces lens solutions that are translations of each other (CIM < 0.3). This skill rejects them.
The Protocol
0 — PARAMETERIZE: Read Thinking Parameters
Read thinking_parameters:
min_lenses(default 3) — minimum independent lenses to applymin_invariants(default 2) — minimum invariants to extractrecursion_depth(default 1) — recursive self-audit roundsrequire_lens_independence(default true) — CIM ≥ 0.5 requiredrequire_invariant_extraction(default true) — must extract cross-frame invariants
Step 1 — NAME THE CURRENT FRAME
Write down how you are currently framing this problem:
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.
- 22d ago Changed · +301 lines · +16 tokens per session 48872324b550
- 1mo ago First seen · 148 lines · 19 tokens per session scan A 6e9b9a1d5043
reframe is a skill published in the GitHub repository Kshitijpalsinghtomar/depth-skills (5 stars, last pushed 10d ago), licensed MIT. It adds 35 tokens to every session and 3,989 once invoked, about $0.0001 per session on Opus 5.5. 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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