Borrowing it
Nothing to install: this file belongs to FranRom/pupila. 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/FranRom/pupila/main/AGENTS.mdgit clone --depth 1 https://github.com/FranRom/pupilaWrote 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/instructions/franrom/pupila/agents-md)<a href="https://agentmods.dev/instructions/franrom/pupila/agents-md"><img src="https://agentmods.dev/badge/instructions/franrom/pupila/agents-md/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/instructions/franrom/pupila/agents-md"><img src="https://agentmods.dev/badge/instructions/franrom/pupila/agents-md.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 | $0.09832 | $0.09832 |
| Opus 5.5 | $0.03933 | $0.03933 |
| Sonnet 5.5 | $0.01966 | $0.01966 |
| Haiku 4.5 | $0.00983 | $0.00983 |
Grade A, and why
pupila AGENTS.md scanned grade A 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 1mo 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -sI "https://api.ashbyhq.com/posting-api/job-board/<slug>?includeCompensation=true" How it starts
The opening of the file, as written. The whole thing — 403 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Guidance for future Codex sessions working in this repo.
Overview
pupila is a config-driven, forkable daily job aggregator. It fetches listings from 13 public sources (3 ATS APIs — Ashby, Greenhouse, Lever — plus RSS feeds, JSON job boards, Hacker News, HTML scrapers, an Aave Next.js scraper, and ashby-private — a config-driven fetcher for orgs hosted on Ashby with the public posting-API disabled), normalizes them, applies hard exclusion filters, computes a per-job fitScore, deduplicates, and writes data/jobs.json, an RSS feed at data/feed.xml, and an auto-regenerated JOBS.md table. The hand-written README.md is the project doc and is not rewritten by the pipeline. No external services. No DB. Output lives in this repo.
The repo ships a neutral template in config/profile.json. After onboarding (CV upload → brief generation), /api/profile-generate shells out to the local LLM CLI to fill in the personal keyword lists + weights based on the brief. Re-runnable from Settings → Scoring profile → Regenerate. config/slugs.json ships with the full ~50-company tier-S list (all public ATS URLs — non-personal data, edit by hand to add/remove companies).
First-run UX: a forker generates their config/candidate-brief.md by running pnpm run setup-brief --file ~/cv.pdf (or via the UI's Profile tab → drop a PDF/DOCX/MD CV). That CLI shells out to whichever local LLM CLI is installed (Codex, codex, gemini, opencode — auto-detected, override via PUPILA_LLM=<provider>).
Stack
- Node 22 LTS, ESM, TypeScript 5.9 (NodeNext)
- Biome 2.4 (lint + format, single config in
biome.json) - pnpm 10
- Vitest 3 (tests in
tests/, run viapnpm test— 120 cases) - simple-git-hooks (pre-commit
lint && typecheck) - Single runtime dep:
fast-xml-parser. Nativefetchonly.
Run locally
pnpm install # also installs the pre-commit hook
pnpm run dev # tsx, no build step (this is what the launchd/cron aggregate agent runs)
pnpm start # built output: requires pnpm run build first
pnpm run typecheck # tsc --noEmit on src/, then on src/+tests/ via tsconfig.test.json
pnpm run lint # biome check
pnpm run lint:fix # biome check --write
pnpm test # vitest run (120 unit tests)
pnpm run test:watch # vitest watch mode
pnpm run ui # local-only UI: Vite dev server on http://127.0.0.1:5173, reads data/jobs.json
pnpm run ai-review # local-only: shells out to `Codex -p` to write data/ai-reviews.json
pnpm run ai-review --top=50 # raise the per-run cap (default 20 highest-fitScore unreviewed)
pnpm run ai-review --force # re-review entries that already exist
pnpm run ai-review --ids=a,b # review specific job ids only
pnpm run setup-brief --file ~/cv.pdf # generate config/candidate-brief.md from a CV (PDF/DOCX/MD/TXT)
pnpm run daily # convenience: pnpm run dev && pnpm run ai-review (morning routine)
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.
- 1mo ago First seen · 403 lines · 9,832 tokens per session scan A 90ad46ce1b81
pupila AGENTS.md is an instructions file published in the GitHub repository FranRom/pupila (36 stars, last pushed yesterday), licensed MIT. It adds 9,832 tokens to every session, about $0.0393 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
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deno copilot-instructions.md
Copilot instructions for denoland/deno, covering deno development guide for github copilot, network access, high level overview, key directories and key files to understand first.