Borrowing it
Nothing to install: this file belongs to randomm/pi-ensemble. 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/randomm/pi-ensemble/main/AGENTS.mdgit clone --depth 1 https://github.com/randomm/pi-ensembleWrote 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/randomm/pi-ensemble/agents-md)<a href="https://agentmods.dev/instructions/randomm/pi-ensemble/agents-md"><img src="https://agentmods.dev/badge/instructions/randomm/pi-ensemble/agents-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80ร15 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/randomm/pi-ensemble/agents-md"><img src="https://agentmods.dev/badge/instructions/randomm/pi-ensemble/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 | $0.21771 | $0.21771 |
| Opus 5.5 | $0.08708 | $0.08708 |
| Sonnet 5.5 | $0.04354 | $0.04354 |
| Haiku 4.5 | $0.02177 | $0.02177 |
Grade A, and why
pi-ensemble AGENTS.md scanned grade A with 0 findings against 26 rules in 11 categories โ prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency โ measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing โ 633 lines โ stays where its author put it; the contents beside it link to each section on GitHub.
Agent Guidelines for pi-ensemble
This document is auto-loaded by Pi when any agent works inside this repo. It establishes the rules, conventions, and project-specific constraints all development work follows. Read once; apply throughout.
โน๏ธ Recursive context. pi-ensemble both uses Pi (when you, the agent, run inside it) and configures Pi (its actual purpose โ building role prompts and an orchestrator extension). When this file says "the agent", it means you, the one reading this. When it says "subagents" / "role prompts" / "specialists", it means pi-ensemble's product surface.
1. ๐จ Pre-Push Quality Gates (BLOCKING)
CI is for VERIFICATION, not DISCOVERY. All gates pass locally before git push. Never push to "see if CI catches anything."
# 1. Build prompts (repo root) โ generates dist/prompts/standard/*.md
bun run build
# 2. Type-check, lint, and smoke-test (extension/)
cd extension && bunx tsc --noEmit && bun run check && \
for t in smoke-tests/test-*.ts; do \
case "$t" in *-live.ts) continue;; esac; \
bun run "$t" || exit 1; \
done
If any check fails: fix the issue, re-run, only then push. Do NOT:
- โ Use
--no-verify,--no-gpg-sign, or skip hooks - โ Add
// biome-ignoreor// @ts-ignoreto bypass โ fix the code - โ Push and hope CI catches it
- โ Run only the smoke test that exercises your change โ they're all fast offline
Live smoke tests are NOT in the pre-push set
Files matching extension/smoke-tests/test-*-live.ts spawn real Pi children and cost real tokens (a few cents per run on Cerebras GLM-4.7). Run them only when:
- You changed
spawn.ts(changes to child process behaviour) - You bumped the Pi version pin in
extension/package.json - You're investigating a production-only failure mode
CI runs the offline tests only. Live tests are dev-machine only.
Six-pass review findings are blocking at MEDIUM severity and above. The fix loop continues until all MEDIUM, HIGH, and CRITICAL findings are resolved. Only LOW findings may be deferred or overridden with user confirmation.
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.
- 2mo ago Changed ยท +2 lines ยท +113 tokens per session c5dc14446b4e
- 2mo ago First seen ยท 631 lines ยท 21,658 tokens per session scan A f456ddbfa3ed
pi-ensemble AGENTS.md is an instructions file published in the GitHub repository randomm/pi-ensemble (5 stars, last pushed 2mo ago), licensed Apache-2.0. It adds 21,771 tokens to every session, about $0.0871 per session on Opus 5.5. 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 2026-08-31.
pi-ensemble AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| pi-ensemble AGENTS.mdrandomm/pi-ensemble | Instructions file | 5 | 2mo ago | Apache-2.0 | A | 21,771 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | MIT | A | 7,461 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,649 | GitHub Copilot |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | today | MIT | A | 4,680 | Codex, OpenCode |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 3,093 | GitHub Copilot |
| vscode ai-customization.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 1,907 | GitHub Copilot |