Vercel Composition Patterns
supabase/supabase
React composition patterns that scale. An agent skill from supabase/supabase.
A skill your agent uses when writing a new pi-lens ast-grep rule YAML file — covers schema, drop path, gotchas, and NAPI runner constraints
$ npx skills add apmantza/pi-lens --skill pi-lens-write-ast-grep-rule -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install apmantza/pi-lens pi-lens-write-ast-grep-rule --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/apmantza/pi-lens.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/pi-lens-write-ast-grep-rule .claude/skills/pi-lens-write-ast-grep-rule && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "pi-lens-write-ast-grep-rule" agent skill from https://github.com/apmantza/pi-lens/tree/master/skills/pi-lens-write-ast-grep-rule into .claude/skills/pi-lens-write-ast-grep-rule/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pi-lens-write-ast-grep-rule", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/apmantza/pi-lens/tree/master/skills/pi-lens-write-ast-grep-ruleType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add apmantza/pi-lens --skill pi-lens-write-ast-grep-rule -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install apmantza/pi-lens pi-lens-write-ast-grep-rule --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/apmantza/pi-lens.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/pi-lens-write-ast-grep-rule .agents/skills/pi-lens-write-ast-grep-rule && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "pi-lens-write-ast-grep-rule" agent skill from https://github.com/apmantza/pi-lens/tree/master/skills/pi-lens-write-ast-grep-rule into .agents/skills/pi-lens-write-ast-grep-rule/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pi-lens-write-ast-grep-rule", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add apmantza/pi-lens --skill pi-lens-write-ast-grep-rule -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install apmantza/pi-lens pi-lens-write-ast-grep-rule --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/apmantza/pi-lens.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/pi-lens-write-ast-grep-rule .cursor/skills/pi-lens-write-ast-grep-rule && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "pi-lens-write-ast-grep-rule" agent skill from https://github.com/apmantza/pi-lens/tree/master/skills/pi-lens-write-ast-grep-rule into .cursor/skills/pi-lens-write-ast-grep-rule/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pi-lens-write-ast-grep-rule", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/apmantza/pi-lens.git --path skills/pi-lens-write-ast-grep-rule--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add apmantza/pi-lens --skill pi-lens-write-ast-grep-rule -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install apmantza/pi-lens pi-lens-write-ast-grep-rule --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/apmantza/pi-lens.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/pi-lens-write-ast-grep-rule .gemini/skills/pi-lens-write-ast-grep-rule && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "pi-lens-write-ast-grep-rule" agent skill from https://github.com/apmantza/pi-lens/tree/master/skills/pi-lens-write-ast-grep-rule into .gemini/skills/pi-lens-write-ast-grep-rule/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pi-lens-write-ast-grep-rule", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install apmantza/pi-lens pi-lens-write-ast-grep-ruleInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add apmantza/pi-lens --skill pi-lens-write-ast-grep-rule -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/apmantza/pi-lens.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/pi-lens-write-ast-grep-rule .github/skills/pi-lens-write-ast-grep-rule && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "pi-lens-write-ast-grep-rule" agent skill from https://github.com/apmantza/pi-lens/tree/master/skills/pi-lens-write-ast-grep-rule into .github/skills/pi-lens-write-ast-grep-rule/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pi-lens-write-ast-grep-rule", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add apmantza/pi-lens --skill pi-lens-write-ast-grep-rule -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install apmantza/pi-lens pi-lens-write-ast-grep-rule --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/apmantza/pi-lens.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/pi-lens-write-ast-grep-rule .opencode/skills/pi-lens-write-ast-grep-rule && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "pi-lens-write-ast-grep-rule" agent skill from https://github.com/apmantza/pi-lens/tree/master/skills/pi-lens-write-ast-grep-rule into .opencode/skills/pi-lens-write-ast-grep-rule/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pi-lens-write-ast-grep-rule", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
pi-lens-write-ast-grep-ruleA skill your agent uses when writing a new pi-lens ast-grep rule YAML file — covers schema, drop path, gotchas, and NAPI runner constraints
Pi Lens Write Ast Grep Rule is an agent skill from apmantza/pi-lens. Use when writing a new pi-lens ast-grep rule YAML file — covers schema, drop path, gotchas, and NAPI runner constraints
Its SKILL.md is about 2.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `reference.md`).
It sits in Development. The repository describes itself as: Real-time code feedback for pi — LSP, linters, formatters, structural analysis. The licence is MIT.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit db92612. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
npmFrom the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
ast-grep.github.ioFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Pi Lens Write Ast Grep Rule loads about 2.1k tokens when it runs. Until then it costs about 37 tokens; SKILL.md has 809 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from apmantza/pi-lens at commit db92612, republished under its MIT licence (© apmantza). 809 words, ~2,148 tokens.
.claude/skills/pi-lens-write-ast-grep-rule/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Drop path: rules/ast-grep-rules/rules/<id>.yml
Same id as a built-in overrides it. Multiple rules per file: separate with ---.
id: no-foo-bar
language: TypeScript # PascalCase — see languages below
severity: warning # error | warning | hint | info — pick by evidence, see below
message: "Avoid foo.bar() — use baz() instead"
note: |
Longer explanation / fix guidance here.
rule:
pattern: foo.bar($ARG)Pick the severity by the evidence behind the rule, not by feel:
error — only with a documented zero-false-positive audit in the note.
Only error maps to semantic blocking and stops a turn.warning — a real finding with a known, bounded false-positive rate.hint / info — style opinions. They render as advisory text, never
block, and lose the report budget to warnings when a report is capped.Full policy and the error-promotion procedure: AGENTS.md's "Severity policy
(#1777)" section. Read it before shipping anything above warning.
Three things must all be true, and the rule's note must record them:
clients//tests/ plus at least one real external
codebase of the kind the rule targets, classify every hit, and put the
table in the note.inside/has/follows, scoped path
globs), not with prose telling readers to ignore the hit. Narrow first —
don't reach for a lower tier as the easy way out. no-non-null-assertion
was demoted to hint (0124608a), then reverted back to warning once
the same false positives were closed with a structural exclusion instead
(b3e1fd79).metadata.category: pi-lens-self-scan
so npm run astgrep:self-scan holds this tree at zero in CI. An error
rule that never runs against pi-lens's own source is an unaudited claim.If the post-narrowing residual is still tens of legitimate hits, stop and
report the numbers instead of shipping at error.
TypeScript JavaScript Python Go Rust Java C Cpp CSharp Kotlin Ruby Php
rule:
pattern: foo($X) # ast-grep pattern — $X single, $$$ARGS multi
kind: call_expression # AST node kind (alternative to pattern)
regex: "secret|token" # regex on node text
has: # descendant must match
pattern: await $$$
not:
kind: comment
any:
- pattern: foo($X)
- pattern: bar($X)
all:
- pattern: $OBJ.send($$$)
- not: { kind: await_expression }The runner matches every rule through napi's native engine (root.findAll({rule, constraints})), fed by a faithful js-yaml parse. The full ast-grep grammar works —
nest freely; nothing is silently skipped:
rule:
kind: call_expression
inside: # ancestor must match
kind: function_declaration
stopBy: end # ↑ search ALL ancestors (default is direct parent)
has: # descendant must match (default: DIRECT child)
field: arguments # field constraints work
follows: # immediately-preceding sibling
pattern: const $X = $V
constraints: # metavariable regex constraints work
X:
regex: "Error$"⚠ has/inside default to the immediate child/parent (stopBy: neighbor). For a
recursive descendant/ancestor search add stopBy: end. This is the #1 migration
gotcha — see the has note in reference.md.
⚠ stopBy: end alone is not a boundary. It's a search-depth control — how far
the walk searches — not a stop condition; the any: kind list only decides what
CAN satisfy the match, not where the walk halts. To scope a relation to the
nearest enclosing function (or any other boundary), give stopBy its own rule.
See "Scoping to the nearest enclosing X" in reference.md (#1794 F1 — this bug
shipped twice in one window).
The parser is a real YAML parser, so unquoted special chars throw and the rule is silently dropped:
❌ message: !!value to coerce boolean # `!!` is a YAML tag → js-yaml THROWS, rule dropped
✅ message: "!!value to coerce boolean"
❌ message: foo: bar baz # bare `:` → parsed as a nested mapping
✅ message: "foo: bar baz"
Quote any scalar starting with ! & * ? | > % @ ` or containing : #
Quote keyword-like kinds: kind: "true" (bare `true` becomes a boolean → invalid kind)❌ Overly broad patterns — filtered out automatically
$VAR $NAME $_ $X $EXPR (single bare metavar)
❌ PascalCase language is required
language: typescript → language: TypeScript
❌ $VAR inside strings — matches literal "$VAR", not a metavar
"from $PATH" → use tree-sitter or grep instead
✅ Test in playground: https://ast-grep.github.io/playground.html
✅ Schema + autocomplete: rules/ast-grep-rules/rule-schema.json
✅ Docs: docs/custom-rules.mdreference.md (same directory) covers: ReDoS-safe regex authoring, node-text
string-escape quirks, has/inside stopBy defaults (and when to override
them), scoping a relation to the nearest enclosing node with a stopBy
boundary rule, the -js twin dedup behavior (#657), boolean-parameter
matching across the TS/JS grammars, and precision-over-recall heuristics for
denylist-shaped rules. Read it when a rule isn't matching (or over-matching)
the way you expect, or before shipping a regex/has-heavy rule.
Every relational suppression (a has/inside/not exclusion for a
legitimate idiom) needs two fixtures per bound metavariable, not one:
rules/ast-grep-rules/rule-tests/no-non-null-assertion-test.yml is the model: alongside the
get-after-has/pop-after-length valid cases, it fixtures a different-key
guard, a different-map guard, and an outer-function guard that must NOT
suppress an inner closure — each one red if the corresponding binding check
is deleted.
Corpus silence is not evidence. A valve with zero corpus hits needs
adversarial fixtures MORE, not less — redundant-unsafe-function targets
Rust, so it has no pi-lens corpus to census against, and its # Safety
valve still shipped an unbounded backward scan that over-suppressed real
detections, caught only by adversarial fixtures in review (00284bcc). A
documented blind spot (an idiom the rule knowingly can't distinguish from a
bug) becomes an invalid-direction fixture with a comment naming the gap,
never silence.
Regenerate the catalog doc with npm run docs:rule-catalogs after adding or
changing a rule — never hand-edit the generated catalog.
Live-binary discipline (AGENTS.md shape 16) applies here too: verify parsing
and match behavior against a real ast-grep run before you write it into a
rule note or a test fixture — a hand-written fixture pins a guess, not a fact.
# inspect how a PATTERN parses → find the node kind you actually need
ast-grep run -p 'x = false' --lang ts --debug-query=cst file.ts
# match by kind (──kind and ──pattern are mutually exclusive in `run`)
ast-grep run --kind required_parameter --lang ts file.ts
# run ONE rule from an sgconfig against a sample
ast-grep scan -c <sgconfig.yml> --filter '^<id>$' sample.ts
# run the fixture harness for one rule
ast-grep test -c rules/ast-grep-rules/.sgconfig.yml --skip-snapshot-tests --filter '<id>'
© apmantza, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file in skills/pi-lens-write-ast-grep-rule of apmantza/pi-lens.
Open the folder on GitHubat commit db92612
Pi Lens Write Ast Grep Rule next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Pi Lens Write Ast Grep Rule this skillapmantza/pi-lens | 466 | — | ~2.1k | Automated safety check: Pass | MIT | |
| Vercel Composition Patternssupabase/supabase | 111k | 58 repos | ~726 | Automated safety check: Pass | MIT | |
| Finishing a Development Branchobra/superpowers | 297k | 5 repos | ~1.9k | Automated safety check: Pass | MIT | |
| Typescript Advanced Typesrolling-scopes/rsschool-app | 10k | 25 repos | ~4.2k | Automated safety check: Pass | MPL-2.0 | |
| PR Babysitteropeninterpreter/openinterpreter | 69k | 3 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Code Review ChecklistshareAI-lab/learn-claude-code | 78k | 4 repos | ~1.1k | Automated safety check: Pass | MIT |
supabase/supabase
React composition patterns that scale. An agent skill from supabase/supabase.
obra/superpowers
Walks the last step of a branch: confirm tests pass, detect the git environment, ask how to integrate, carry out your choice and clean up the worktree.
rolling-scopes/rsschool-app
Master TypeScript's advanced type system including generics, conditional types, mapped types, template literals, and utility types for building type-safe applications.
openinterpreter/openinterpreter
Watches an open GitHub pull request until it merges, handling review comments, diagnosing CI failures and retrying flaky checks along the way.
shareAI-lab/learn-claude-code
Reviews code against a five-part checklist covering security, correctness, performance, maintainability and testing, and reports findings in a fixed format.
onyx-dot-app/onyx
Iteratively improves a PR (GitHub), MR (GitLab), or shelved changelist (Perforce) until Greptile gives it a 5/5 confidence score with zero unresolved comments.
apmantza/pi-lens
A skill your agent uses when searching or replacing code patterns - use ast-grep instead of text search for semantic accuracy
apmantza/pi-lens
A skill your agent uses when writing a new pi-lens tree-sitter query rule YAML file — covers schema, S-expression syntax, capture names, predicates, and gotchas
apmantza/pi-lens
Navigate code with IDE features and run proactive LSP diagnostics on files/folders/batches.
apmantza/pi-lens
Run the pi-lens release-readiness QA pass — witness the feature × modality matrix against a real pi, count coverage, and issue a ship / ship-with-caveats / don't-ship / blocked line.
apmantza/pi-lens
Run the pi-lens retrospective — turn a session, an incident, or a merged bug fix into environment changes (checks, hooks, contract lines, deletions), classified mechanical-vs-judgement, each with…
Categories
A skill your agent uses when writing a new pi-lens ast-grep rule YAML file — covers schema, drop path, gotchas, and NAPI runner constraints. Pi Lens Write Ast Grep Rule is an agent skill from apmantza/pi-lens.
Pi Lens Write Ast Grep Rule fits situations like: writing a new pi-lens ast-grep rule YAML file — covers schema; NAPI runner constraints.
Run `npx skills add apmantza/pi-lens --skill pi-lens-write-ast-grep-rule -a claude-code`. Or copy the skill folder (skills/pi-lens-write-ast-grep-rule in apmantza/pi-lens) into .claude/skills/pi-lens-write-ast-grep-rule in your project. Claude Code loads it when a task matches its description.
Run `npx skills add apmantza/pi-lens --skill pi-lens-write-ast-grep-rule -a codex`. Or copy the skill folder (skills/pi-lens-write-ast-grep-rule in apmantza/pi-lens) into .agents/skills/pi-lens-write-ast-grep-rule in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add apmantza/pi-lens --skill pi-lens-write-ast-grep-rule -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pi-lens-write-ast-grep-rule, .gemini/skills/pi-lens-write-ast-grep-rule, .github/skills/pi-lens-write-ast-grep-rule and .opencode/skills/pi-lens-write-ast-grep-rule in your project.
Going by SKILL.md and its folder, Pi Lens Write Ast Grep Rule needs the command-line tools its instructions call (npm).
SKILL.md names 1 domain. In commands or code: ast-grep.github.io; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Pi Lens Write Ast Grep Rule is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.1k tokens (SKILL.md is roughly 8.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Pi Lens Write Ast Grep Rule: Vercel Composition Patterns (supabase/supabase, 111k stars), Finishing a Development Branch (obra/superpowers, 297k stars), Typescript Advanced Types (rolling-scopes/rsschool-app, 10k stars) and PR Babysitter (openinterpreter/openinterpreter, 69k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
apmantza (a GitHub user) maintains it in apmantza/pi-lens, which has 466 GitHub stars. The repository holds 6 skills in this directory. The repository was last updated on October 11, 2026.
Source: apmantza/pi-lens on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.