Borrowing it
Nothing to install: this file belongs to marcoemrich/agentic_coding_lab. 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/marcoemrich/agentic_coding_lab/main/.claude/skills/exact-coding-baseline-export/SKILL.mdgit clone --depth 1 https://github.com/marcoemrich/agentic_coding_labWrote 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/marcoemrich/agentic_coding_lab/exact-coding-baseline-export)<a href="https://agentmods.dev/skills/marcoemrich/agentic_coding_lab/exact-coding-baseline-export"><img src="https://agentmods.dev/badge/skills/marcoemrich/agentic_coding_lab/exact-coding-baseline-export/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/marcoemrich/agentic_coding_lab/exact-coding-baseline-export"><img src="https://agentmods.dev/badge/skills/marcoemrich/agentic_coding_lab/exact-coding-baseline-export.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 | $0.00182 | $0.17597 |
| Opus 5.5 | $0.00073 | $0.07039 |
| Sonnet 5.5 | $0.00036 | $0.03519 |
| Haiku 4.5 | $0.00018 | $0.01760 |
Grade B, and why
exact-coding-baseline-export scanned grade B with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Reads agent configuration directoriesmediumAgent snooping
.claude/, .codex/, .gemini/ hold keys, settings and other credentials a mod has no legitimate need for.
grep -rl '@\.claude/rules/' "$TARGET/.claude" | while read -r p; do How it starts
The opening of the file, as written. The whole thing — 1,405 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Skill: exact-coding-baseline-export
Mint a dated, consumer-ready snapshot of the current best TDD workflow into
research/workflow-dev/export/<YYYY-MM-DD>-exact-coding-baseline/.
This is a true transformation skill — it reads a source workflow
(immutable) and applies three transformations on top of it (see "The three
transformations" below), writing the result as a new snapshot. The skill is
self-contained: the HITL consumable template and the README template live
alongside this file under templates/, and the harness research lives in
HARNESS-MECHANISMS.md.
Scope
- Source repo: writes snapshots only inside
research/workflow-dev/export/and never edits source workflows underexperiments/workflows/. - Distribution sync is explicit: the SOL exporter may additionally create
or update the canonical
mainandharness/*branches inEXACT-Codingwhen--sync-distribution <repo>is passed. It commits locally and never pushes. - One artifact per line and date: Opus writes
<DATE>-exact-coding-baseline/; SOL writes<DATE>-exact-coding-ptdd-v<VERSION>/, where<VERSION>is the source's version (exact-ptdd-v1.2-verification-split-pi→v1.2). Each contains one subtree per exported harness. - Idempotent within a date and line: refuses to overwrite an existing same-date snapshot unless the user explicitly says "overwrite" / "force".
Two promoted EXACT Coding lines
The distribution has two parallel lines. Do not replace one with the other:
| Line | Default source | Native harness | Snapshot name |
|---|---|---|---|
opus |
the correctness-critical Opus/Hybrid recommendation in workflow-construction.md |
Claude Code | <DATE>-exact-coding-baseline |
sol |
the universal PTDD default in model-recommendation-matrix.md |
pi | <DATE>-exact-coding-ptdd-v<VERSION> |
When the requested line is sol, run the checked-in exporter rather than
manually applying the Hybrid-specific steps below:
python3 .claude/skills/exact-coding-baseline-export/export-sol.py \
--date "$DATE" \
--sync-distribution /home/memrich/sync/work/konferenzen_und_talks/exact_coding/exact-coding-exercises \
--note "Driving and verification tests are split in the test list (RQ-ptdd-verification-split)" \
--note "Adds the Rust/Cargo stack profile"
What ships with it
15 files 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.
- export-sol.py 53 KB runs code
- HARNESS-MECHANISMS.md 15 KB
- HUMAN-IN-THE-LOOP.md 9.3 KB
- templates/human-in-the-loop.md 5.7 KB
- templates/measurements.md 5.9 KB
- templates/optional-skills/end-refactor.md 16 KB
- templates/optional-skills/example-mapping-cc.md 13 KB
- templates/optional-skills/example-mapping-neutral.md 13 KB
- templates/phase-skills/green.md 2.1 KB
- templates/phase-skills/red.md 2.4 KB
- templates/phase-skills/refactor-phase.md 2.6 KB
- templates/README.template.md 7.2 KB
- templates/refactor-agent.md 3.0 KB
- templates/SOL-DISTRIBUTION-README-SECTION.template.md 15 KB
- templates/tdd-execution-mode.md 1.7 KB
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 Changed · +3 lines 21aa5c82b169
- 8d ago Changed · +23 lines dd583707eb1a
- 11d ago Changed · +2 lines 33fbac93c47d
- 1mo ago Changed · +8 lines 095852c68914
- 1mo ago Changed · +93 lines 85cfe89b32cc
- 1mo ago Changed · +4 lines 552e1483af4f
- 1mo ago Changed 6399fab142a4
- 1mo ago Changed · +83 lines · +25 tokens per session f2030945fc4c
- 1mo ago Changed · +4 lines 0546c467b639
- 2mo ago First seen · 1,185 lines · 157 tokens per session scan B f4033143e888
exact-coding-baseline-export is a skill published in the GitHub repository marcoemrich/agentic_coding_lab (30 stars, last pushed 5d ago), licensed MIT. It adds 182 tokens to every session and 17,597 once invoked, about $0.0007 per session on Opus 5.5. A static security scan graded it B with 1 finding (reads agent configuration directories). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
exact-coding-baseline-export compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| exact-coding-baseline-exportmarcoemrich/agentic_coding_lab | Skill | 30 | 5d ago | MIT | B | 182 | Claude Code |
| imagegenopenai/codex | Skill | 133k | yesterday | Apache-2.0 | A | 113 | Codex |
| playwright-climicrosoft/playwright | Skill | 99k | yesterday | Apache-2.0 | A | 19 | Claude Code |
| local-ai-agentsmicrosoft/ai-agents-for-beginners | Skill | 79k | 4d ago | MIT | A | 200 | Claude Code, Codex |
| systematic-debuggingobra/superpowers | Skill | 313k | 3d ago | MIT | A | 21 | Claude Code |
| next-cache-components-adoptionvercel/next.js | Skill | 143k | today | MIT | A | 95 | Claude Code |
| next-partial-prefetching-adoptionvercel/next.js | Skill | 143k | today | MIT | A | 103 | Claude Code |