Borrowing it
Nothing to install: this file belongs to edwnh/dqmc. 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/edwnh/dqmc/master/.claude/skills/dqmc-dev/SKILL.mdgit clone --depth 1 https://github.com/edwnh/dqmcWrote 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/edwnh/dqmc/dqmc-dev)<a href="https://agentmods.dev/skills/edwnh/dqmc/dqmc-dev"><img src="https://agentmods.dev/badge/skills/edwnh/dqmc/dqmc-dev/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/edwnh/dqmc/dqmc-dev"><img src="https://agentmods.dev/badge/skills/edwnh/dqmc/dqmc-dev.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 | $0.00039 | $0.00522 |
| Opus 5.5 | $0.00016 | $0.00209 |
| Sonnet 5.5 | $0.00008 | $0.00104 |
| Haiku 4.5 | $0.00004 | $0.00052 |
Grade B, and why
dqmc-dev scanned grade B with 1 finding 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 2mo 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.
Strips warnings and disclaimersmediumAnti-refusal
Omitting safety caveats hides risk from the user and is a common jailbreak preamble.
- [ ] `make` succeeds without warnings What it actually says
Code Development
Build & Test
# Build
make # -> build/dqmc
make clean # remove build/
# Test
cd test && make && ./test_greens
Smoke Test
After any code change:
dqmc-util gen Nx=4 Ny=4 U=4 dt=0.1 L=20 n_sweep_warm=50 n_sweep_meas=100
build/dqmc sim_0.h5
dqmc-util summary sim_0.h5
Adding New Measurements
-
Add to X-macro list in
src/rc/sim_types.h:// Add to MEAS_EQLT_LIST (or MEAS_UNEQLT_LIST for unequal-time) #define MEAS_EQLT_LIST \ /* ... */ \ X(my_meas, num_ij) // pick an appropriate size expression -
Implement measurement kernel in
src/rc/meas.c -
Add analysis function in
dqmc_util/analyze_hub.py(and update reshaping/symmetrization if needed):@observable( description="my new observable", requires=("meas_eqlt/n_sample", "meas_eqlt/sign", "meas_eqlt/my_meas"), ) def _my_meas(ctx): return core.jackknife_noniid( ctx.data["meas_eqlt/n_sample"], ctx.data["meas_eqlt/sign"], ctx.data["meas_eqlt/my_meas"], )
Key Code Patterns
Dual compilation: Files in src/rc/ compile twice. Use RC(name) macro for real/complex dispatch.
Memory: Use my_calloc() for 64-byte aligned allocations.
Profiling: Wrap with profile_begin(name) / profile_end(name).
Definition of Done
-
makesucceeds without warnings -
cd test && make && ./test_greenspasses - Smoke run completes
- If touching measurements: verify via
dqmc-util summary
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.
- 2mo ago First seen · 68 lines · 39 tokens per session scan B 0a091eb61f3b
dqmc-dev is a skill published in the GitHub repository edwnh/dqmc (19 stars, last pushed 7mo ago), licensed MIT. It adds 39 tokens to every session and 522 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it B with 1 finding (strips warnings and disclaimers). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-01.
dqmc-dev compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| dqmc-devedwnh/dqmc | Skill | 19 | 7mo ago | MIT | B | 39 | Claude Code |
| instrument-data-to-allotropeanthropics/knowledge-work-plugins | Skill | 35k | 2d ago | Apache-2.0 | A | 123 | Claude Code |
| exploratory-data-analysisK-Dense-AI/scientific-agent-skills | Skill | 56k | 4d ago | MIT | A | 83 | Claude Code |
| matlabK-Dense-AI/scientific-agent-skills | Skill | 56k | 4d ago | MIT | A | 44 | Claude Code |
| phylogeneticsK-Dense-AI/scientific-agent-skills | Skill | 56k | 4d ago | MIT | A | 71 | Claude Code, Codex |
| research-engineerdavila7/claude-code-templates | Skill | 33k | yesterday | MIT | A | 43 | Claude Code, Codex |
| mapping-to-snomedmaziyarpanahi/openmed | Skill | 5.8k | yesterday | Apache-2.0 | A | 205 | Claude Code |