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natural-language linter: ast-grep picks the code, a sentence you write is the rule, and Jev returns the verdict","maintainers":[{"name":"mizchi","email":"miz404@gmail.com"}],"readme":"# jev-lint\n\n[日本語](README-ja.md)\n\nA lint tool that uses [Jev](https://typesafe.ai/) -- a fast classifier that\nanswers a natural-language question with a calibrated probability instead of\nwriting text -- to decide what a parser cannot.\n\nThis function is wrong, and nothing in your toolchain will say so:\n\n```ts\n/** Returns the cart, or null when no cart has this id. */\nexport function getCart(id: string): Cart {\n const cart = carts.get(id);\n if (!cart) throw new Error(`no cart ${id}`);\n return cart;\n}\n```\n\nThe comment promises `null`. The body throws. The return type is `Cart`, not\n`Cart | null`. It type-checks and it lints clean.\n\nA jev-lint rule is one sentence. An [ast-grep](https://ast-grep.github.io)\nmatcher picks which code to look at, and a model is asked that sentence about\neach match -- here, *the comment above this code claims something that is not\ntrue of the code* -- answering with a probability. **The code being judged is\nsent to an API**, which is what the key pays for; nothing runs locally except\nthe matcher.\n\n```bash\nexport TYPESAFE_API_KEY=... # https://typesafe.ai\nnpx -y jev-lint check examples\n```\n\n```\nexamples/cart.ts\n 16 flag The comment above this code claims something that is not true of the code.\n comment-describes-declaration 0.89 cutoff 0.56\n...\n```\n\n0.89 is the model's agreement and 0.56 the cutoff this rule ships with; under\nit, nothing is reported. Six findings over two files, for a tenth of a cent;\n[what a bigger run costs](docs/cost.md) is measured, not extrapolated.\n\n## What it catches\n\nForty-eight questions ship, most of them asked in several languages -- 99\nrules in all. Roughly:\n\n- **A name against the thing it names.** A function, method, binding, type,\n class, trait or module; an npm script against the command it runs; an sqlc\n query name against its SQL. `applyDiscount` that also saves the cart,\n `isAdmin` bound to a string.\n- **A guarantee the name implies.** Whether `safe*` is safe, `pure*` is pure,\n an idempotent-sounding function is idempotent, whether Go's `MustX` panics\n on the failure its name promises.\n- **A comment against the code under it.** The doc comment above a\n declaration, a comment inside a block, and a stated failure contract --\n `@throws`, `# Errors`, `Raises:` -- against the body.\n- **A test against what it claims.** A test that would pass with the\n behaviour its name claims broken; a failure path no test reaches; a\n snapshot standing in for a behaviour claim; a mock that has replaced the\n subject.\n- **A failure that goes quiet.** A `catch` that hides one, an error message\n that does not match its condition, a log level that does not match the\n event.\n- **What a shell script does to the machine** that its reader cannot see:\n run code it downloaded, read secrets it was not given, install\n persistence, delete past its own scope, weaken a defence, open a way in,\n take orders from elsewhere, hide what it runs.\n- **Whether a document is worth reading.** Slop, filler, padding, vagueness;\n a section that opens with an agenda or ends by previewing the next.\n- **Whether `AGENTS.md` is usable.** Each section's instructions must be\n clear enough to follow and consistent with the rest of the file.\n- **A commit message against its diff**, and **a change against the\n instructions the repository wrote for itself** -- `AGENTS.md` in its own\n tree, or `CLAUDE.md` when `AGENTS.md` is absent, read as of that change.\n Only the instructions a diff can be held against: \"never edit the generated file\" is judged,\n \"develop test-first\" is not.\n\n[RULES.md](RULES.md) is all of them, each with its cutoff and its score on\nits own fixtures. What makes them one family is that each holds a claim the\ncode makes about itself against what the code does -- which is visible only\nto a reader who has read both.\n\nIt is **not** for anything a compiler, type checker or ESLint already\ndecides. This kind of model is good at code that contradicts itself and poor\nat defects needing knowledge of a specific API, such as `.sort()` defaulting\nto lexicographic order -- [measured, with the evidence](docs/deepdive.md).\nKeep your existing tools for those.\n\n## Install\n\nNothing to install to try it; Node 24+ and `npx` are enough. For a project:\n\n```bash\nnpm install --save-dev jev-lint\nnpx jev-lint init # writes .jev-lint.yaml\nnpx jev-lint check src --dry-run # what it would ask, and the price. No request.\n```\n\nThe key is read from the environment only — `TYPESAFE_API_KEY`, or\n`TYPESAFEAI_API_KEY` — and never from the config file, which belongs in\nversion control and a key does not. Everything that does not ask the model\nworks without one: `--dry-run` prices a run, `jev-lint rules` lists what\nwould run, `jev-lint replay` re-scores a recorded run, and CI can lint from\na committed cache with no key at all.\n\n## Using it\n\n| | |\n| --- | --- |\n| `jev-lint check src` | judge whole files |\n| `jev-lint review --base main` | only the lines a diff touched — where findings concentrate, at a fraction of the cost |\n| `jev-lint commits --base main` | each commit's message against its diff, and each change against the `AGENTS.md` the repository wrote for itself |\n| `jev-lint commits --staged` | the staged change against repository instructions; there is no commit message yet |\n| `jev-lint run typescript/fn-name-promises src` | one rule; `--file mine.yml` for one of your own |\n| `jev-lint rules` | every loaded rule: its question, cutoff and file |\n\nThe config picks the rules, as ESLint's does. `init` writes every shipped\nrule turned on, as a catalogue to prune:\n\n```yaml\nfiles: [src, test]\nexclude: [test/fixtures]\nrules:\n typescript/fn-name-promises: on\n rust/fn-name-promises: off\n typescript/comment-describes-block: { threshold: 0.7, severity: error }\n```\n\nAn answer at or above `threshold` becomes a finding. The old `at` spelling\nstill loads with a warning. `hooks.precommit` can inherit this `rules:` map or\nselect its own rules for staged review; see [the hook guide](docs/use-hooks.md).\n\nUse `language/id` for namespaced rules. A bare shipped id still selects every\nlanguage with that id, but jev-lint warns because it can enable a language\nunintentionally. A flat project rule has no namespace and does not warn.\n\nTo silence one finding, or one file, in any comment syntax:\n\n```ts\n// jev-lint-ignore-next-line fn-name-promises\n// jev-lint-ignore-file\n```\n\nA suppressed subject is never sent, so a suppression also saves its tokens.\n\n**In CI and git hooks** — `review --base \"$GITHUB_BASE_REF\" --format github`\nannotates a pull request; `jev-lint init --pre-commit` and `--pre-push` write\nhooks. Neither blocks until you raise a rule to `severity: error`, and no\nshipped rule has it. See [docs/use-hooks.md](docs/use-hooks.md), which also\ncovers the exit code that will stop you committing while offline.\n\n## What ships\n\n101 rules under `rules///`, and the files you point it at decide\nwhich run. Nothing to select.\n\n| point it at | what runs |\n| --- | --- |\n| `.ts` `.tsx` `.js` `.jsx` | `typescript/` — 23 rules, first tier |\n| `.rs` | `rust/` — 9, first tier |\n| `.py` `.go` | `python/` — 14, `go/` — 9 |\n| `.mbt` | `moonbit/` — 20, once [the parser is declared](docs/reference.md#a-language-ast-grep-does-not-have-built-in) |\n| `.vibe` | `vibe/` — 2, with the [vibe-lang parser](docs/reference.md#vibe-lang) |\n| `.sh` `.bash` `.zsh` | `shell/` — 8: what a script does to the machine that its reader cannot see |\n| `.md` `.mdx` | `markdown/` — 11 writing rules |\n| `package.json`, sqlc `.sql` | `json/` — 1, `text/` — 1 |\n| commits | `git/` — 2 |\n\n`typescript` and `rust` are first tier: every rule under them carries\nfixtures, expectations and an accepted baseline. The rest are calibrated to\nthe same bar and not yet promised. [RULES.md](RULES.md) lists all 99 with\ntheir question, cutoff and score on their own fixtures.\n\nYour own rule can target any language ast-grep parses — Java, Kotlin, Swift,\nC, C++, C#, Ruby, PHP, Lua, Dart, Scala, Elixir, Haskell, Solidity, HTML,\nCSS, YAML — and any other grammar you compile.\n\n## It is not deterministic, and not always right\n\nMeasured on this repository, about one finding in five was wrong, and a score\nnear a cutoff can move by a few hundredths between runs. jev-lint is built\naround that rather than pretending otherwise: verdicts are **cached** by the\ncontent of the rule and the code, `--retry 3` decides on the **mean** of\nthree passes and marks what did not reproduce, `--loose` lists the band under\na cutoff for a reader without making it a finding, and **cutoffs are yours to\nfit** — the shipped ones are fitted to this package's corpus, not yours.\n\nRead a finding as a candidate for a human to judge, not a verdict to act on.\n\n## Writing a rule\n\nAn ast-grep matcher decides **which code is looked at**; one sentence decides\n**whether it is a problem**:\n\n```yaml\nid: catch-hides-failure\nlanguages: [TypeScript, Tsx]\nrule: { kind: catch_clause }\nsubject: enclosing # judge the function around the match, not the clause\nask: This catch block swallows a failure the caller needed to know about.\n```\n\n[docs/writing-rules.md](docs/writing-rules.md) is the walkthrough, including\nthe fixtures and the fitted cutoff a rule ships with.\n\n## For a coding agent\n\nThe repository ships a skill — how to run jev-lint and use its packs, plus a\nseparate guide to writing rules in your own repository for code, custom\ngrammars, text files, and Git changes:\n\n[Project rule authoring guide](skills/jev-lint/references/writing-project-rules.md)\n\n```bash\nnpx skills add mizchi/jev-lint --skill jev-lint\n```\n\n`--skill jev-lint` matters: the repository also carries `jev-lint-repo`, the\nmaintainer's skill for changing jev-lint itself. As a Claude Code plugin,\nwhich also installs `/jev-lint:review`, `/jev-lint:commits`,\n`/jev-lint:prose` and `/jev-lint:new-rule`:\n\n```\n/plugin marketplace add mizchi/jev-lint\n/plugin install jev-lint@jev-lint\n```\n\n`skills/jev-lint/` is the single source for the user-facing skill.\n`.claude/skills/jev-lint` is a tracked symlink to it; edits appear in both\nplaces immediately. `.claude/skills/jev-lint-repo` is a separate maintainer\nskill. Run `just skills-check` to verify the link or `just skills-sync` to\nrestore it. CI checks the link so a copied skill cannot drift silently.\n\n## Documentation\n\n| | |\n| --- | --- |\n| [RULES.md](RULES.md) | every shipped rule, its cutoff and its fit |\n| [docs/reference.md](docs/reference.md) | every flag and field, calibration, batching, limits |\n| [docs/use-hooks.md](docs/use-hooks.md) | git hooks and CI |\n| [docs/writing-rules.md](docs/writing-rules.md) | writing a rule, and the evals it ships with |\n| [docs/cost.md](docs/cost.md) | what a full run costs, measured |\n| [docs/deepdive.md](docs/deepdive.md) | everything measured that is still true, and the evidence |\n| [docs/internal/architecture.md](docs/internal/architecture.md) | how the code works, for changing it |\n| [docs/internal/findings.md](docs/internal/findings.md) | the notebook, in the order it happened, wrong turns included |\n| [CHANGELOG.md](CHANGELOG.md) | every release |\n\n## Prior art\n\nThe idea of asking a model a lint question comes from\n[mizchi/jev-playground](https://github.com/mizchi/jev-playground)'s\n`eslint-plugin-jev`. What is different here: relational multi-language\nmatchers instead of single-node ESLint selectors, a custom runner instead of\nESLint's synchronous per-file callback, diff-scoped review mode, the state\narm as a measured axis rather than a fixed choice, and record/replay so a\nthreshold is auditable.\n\nTwo sibling projects on the same model shaped parts of this one, and are\nworth reading beside it:\n\n- [devagrawal09/jev-review](https://github.com/devagrawal09/jev-review) — a\n review workflow that screens whole patches and follows the strongest\n signals through `choice` and `score` questions. Its structured criteria,\n its screen-then-classify shape (`--explain`, `--loose`), its test-gap\n screen (the `paired` arm and `tests-cover-failure-paths`) and its diff\n subjects (`jev-lint commits`) were taken from it and measured here;\n `docs/internal/findings.md` §14 says what each measured as.\n- [TKY-27/JevSlop](https://github.com/TKY-27/JevSlop) (MIT) — an AI Slop\n Score for note.com articles: eight writing-quality signals and one\n whole-article judgment, each a five-level rubric. The nine rules under\n `rules/markdown/` are those rubrics, verbatim or reversed so that a high\n score always means the defect the rule names, applied to a Markdown file\n as a whole; two rubrics that named amounts rather than defects had to be\n reworded before they separated, and the rule files say how. As JevSlop\n says of itself: a writing characteristic, not an authorship probability.\n- [k16shikano's cognitive-rhythm writing norm](https://gist.github.com/k16shikano/eb2929f13ed19c97188393d297be8432)\n — a Japanese norm for explanatory prose whose post-writing checks ask the\n question this tool asks of code: does a sentence update the subject, or\n only the document? Three rules under `rules/markdown/` are those checks\n (`section-ends-with-a-preview`, `section-opens-with-an-agenda`,\n `document-abandons-a-question`), two more are candidates with the reason\n they are not shipped, and `/jev-lint:prose` runs them beside the norm's\n mechanical leakage test. They read the norm's genre — articles and\n chapters — and will flag a reference or a findings log for doing what a\n reference does.\n\nMIT.\n","readmeFilename":"README.md"}