APA
h0ffmann. (2026). skills [Computer software]. https://github.com/h0ffmann/skills
BibTeX
@software{h0ffmann_skills_2026,
author = {h0ffmann},
title = {skills},
year = {2026},
url = {https://github.com/h0ffmann/skills},
license = {MPL-2.0},
note = {ORCID 0009-0009-1056-7661}
}
Source: CITATION.cff
Write or revise an Improvement Proposal (MIP), a numbered design document for a non-trivial feature, integration or architecture change, written before the code. Use when the user says "MIP", "improvement proposal", "propose a feature" or "write up a design for".
← Back to all skills · SKILL.md on GitHub
# mip A MIP designs a non-trivial change before anyone builds it. It says what, why, how it fits the existing patterns, what was checked, and how we will know that it works. ## When to write one - A new external data source or API. - A new pluggable integration or a new module. - A change to a score, to a safety output or to what a user sees. - Any autonomous or proactive behaviour. Not for a bug fix, a doc fix, a refactor with no change in behaviour, or a one-file change. ## Steps 1. **Find the folder and the template.** Use the repository's `docs/MIPs/` (or `docs/mips/`) and its `TEMPLATE.md`. The repository template wins over the shape below. 2. **Select the number.** Take the highest number in the index and in each open PR that adds a MIP. Add one. Pad it to four digits: `MIP-0042-<kebab-slug>.md`. 3. **Read first.** Read `AGENTS.md`, the architecture docs, the phase plan, the existing MIPs and the source files that the change touches. 4. **Check each external claim.** For a data source, a library or an API, fetch its page. Record its format, update rate, licence and key. A source that you could not check goes in "Open questions", not in "Design". 5. **Write the MIP.** Keep each section. Write "None" for an empty one. About 250 lines or fewer. Put long research in an appendix. 6. **Add it to the index**: number, title, status, date, effort, gain, verdict. 7. **Do not build it in the same change.** The MIP merges as `Draft` or `Accepted`. The implementation is a later PR that sets the status to `Implemented` and names the PR. 8. **After the merge**, make sure that the status names the PR that really merged (`git log origin/main --grep="MIP-NNNN"`). ## House rules - **Local first, cloud as an option.** Each new data path has a free, local default. A paid service needs its cost stated and the owner's approval. - **Safety logic stays deterministic** and outside the LLM, with unit tests. - **No unsourced fact reaches a user.** - **Phase discipline.** State the phase and each missing earlier step. - **Honest status words**: "checked live", "written, not run", "not checked". ## Shape ```markdown # MIP-NNNN: <Title> | Status | Draft / Accepted / Implemented / Rejected / Superseded by MIP-NNNN | | Author | <name, with agent and model> | | Created | YYYY-MM-DD | | Phase | <n> | | Effort | S / M / L / XL, with one clause why | | Gain | user value / infra and dev loop / cost and ops, one clause each | | Verdict | do next / do when X lands / cheap win / expensive, defer / park | | Depends on | prose for humans | | Blocked by | MIP numbers only, or none | | Risk | the one thing most likely to make it not worth it | ## 1. Summary two to four sentences ## 2. Motivation the real gap, with real output ## 3. User-visible change before and after, the real output shape ## 4. Sources and dependencies reviewed format, rate, licence, key, checked or not ## 5. Design modules, files, types, the local default and the option ## 6. Safety impact exact thresholds, or None ## 7. Verification plan named tests, live checks, what "done" is ## 8. Risks and limits ## 9. Alternatives including "do nothing" ## 11. Open questions each with a default, and each follow-up MIP ## Appendix: Checked live (URL, date, what it returned) and Not checked ``` Section 10 does not exist, so section 11 is always "Open questions". ## Effort S is one file and no new dependency. M is a few files or one small type. L is a new module, a store or a CI workflow. XL is more than one of these, or a new surface for users.