Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add apmantza/pi-lens --skill pi-lens-ast-grepgit clone --depth 1 https://github.com/apmantza/pi-lensWrote 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/apmantza/pi-lens/pi-lens-ast-grep)<a href="https://agentmods.dev/skills/apmantza/pi-lens/pi-lens-ast-grep"><img src="https://agentmods.dev/badge/skills/apmantza/pi-lens/pi-lens-ast-grep/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/apmantza/pi-lens/pi-lens-ast-grep"><img src="https://agentmods.dev/badge/skills/apmantza/pi-lens/pi-lens-ast-grep.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00027 | $0.02074 |
| Opus 5 | $0.00014 | $0.01037 |
| Sonnet 5 | $0.00005 | $0.00415 |
| Haiku 4.5 | $0.00003 | $0.00207 |
Grade A, and why
pi-lens-ast-grep scanned grade A with 0 findings 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 today.
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.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 195 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AST-Grep Code Search
Use ast_grep_search and ast_grep_replace for semantic code search/replace. ast-grep understands code structure, not just text.
These tools (plus ast_grep_outline, lsp_navigation) are registered but inactive by default on hosts that support pi's dynamic tooling. If a call to one of them isn't recognized, activate it first: pi_lens_activate_tools tools=["ast_grep_search", "ast_grep_replace"].
On hosts that aggregate pi-lens behind a single lens tool, the ast_grep_* tools and pi_lens_activate_tools may not be registered at all. There, fall back to the ast-grep CLI (alias sg) — patterns, metavariables, and YAML rules are identical:
# search (≈ ast_grep_search)
ast-grep run -p 'fetchMetrics($$$ARGS)' -l ts src/
# rewrite (≈ ast_grep_replace; -U applies all)
ast-grep run -p 'var $X' -r 'let $X' -l js src/ -U
# full YAML rule (≈ the rule: parameter)
ast-grep scan --rule my-rule.yml src/
Structural-intent parameters map to YAML constraints: insideKind → inside: { kind: ..., stopBy: end }, hasKind/hasDescendantKind → has: { kind: ... }, follows → follows: { pattern: ... }, precedes → precedes: { pattern: ... }.
When to Use
- Function calls, imports, class methods (structured code)
- Safe replacements across files
- Use LSP first for: definitions/references/types — then scope ast-grep to files discovered by LSP
- Use grep for: partial string patterns, comments, URLs, or after one simplified ast-grep retry still returns zero matches
Golden Rules
- Be specific —
fetchMetrics($ARGS)notfetchMetrics - Scope it — always specify
pathsto relevant files - Retry once on zero matches — simplify the pattern, same
paths, then fall back to grep - Dry-run first —
apply: falsebeforeapply: true - Valid code only —
function $NAME($$$) { $$$ }notfunction $NAME( - Avoid
selectorunless expert — narrows to AST node kind; does not extract metavariables - Metavariables don't work inside strings —
from "$PATH"matches literal"$PATH", not a wildcard
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.
- today Changed · +15 lines 758263bae44b
- yesterday Changed · +2 lines ce5711d1d341
- 12d ago First seen · 178 lines · 27 tokens per session scan A dd9a4139e817
pi-lens-ast-grep is a skill published in the GitHub repository apmantza/pi-lens (405 stars, last pushed today), licensed MIT. It adds 27 tokens to every session and 2,074 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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