Borrowing it
Nothing to install: this file belongs to joshidikshant/loopback. 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/joshidikshant/loopback/main/AGENTS.mdgit clone --depth 1 https://github.com/joshidikshant/loopbackWrote 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/joshidikshant/loopback/agents-md)<a href="https://agentmods.dev/instructions/joshidikshant/loopback/agents-md"><img src="https://agentmods.dev/badge/instructions/joshidikshant/loopback/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/joshidikshant/loopback/agents-md"><img src="https://agentmods.dev/badge/instructions/joshidikshant/loopback/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 | $0.00966 | $0.00966 |
| Opus 5.5 | $0.00386 | $0.00386 |
| Sonnet 5.5 | $0.00193 | $0.00193 |
| Haiku 4.5 | $0.00097 | $0.00097 |
Grade A, and why
loopback AGENTS.md 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 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.
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 — 73 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Agent instructions
Working the Loopback queue
Loopback is the feedback bus for this repo. Real product usage — pinned UI feedback, backend failures with response bodies, UX papercuts, feedback on AI features with their run metadata — lands in one queue. Your job is to close loops: fix what real usage surfaced, and write the outcome back so the reporter sees the pin turn green.
Project slug for this repo: loopback.
The loop
Work one item at a time, most severe first:
loopback_list_feedback(project="loopback", status="open")— see what users actually hit. Checktriagedtoo if the open queue is empty.loopback_claim_feedback(id, agent=<your name>)— claim as your own agent name:claude-code,codex,gemini, or your CLI's name. If the claim is rejected, another agent holds it — pick a different item. Never force-claim (force=true) without first stating why in aloopback_add_comment.loopback_get_feedback(id)— read ALL captured context before touching code. A pin is an anchor, not a scope: a pin on a form button often carries the backend root cause. Specifically read:networkandextra.failed_responses— failing calls with up to 2KB of response body (error codes, hints, stack fragments);consoleandrepro_steps;extra.context—run_id/model/trace_urlwhen the feedback is on an AI or automation feature. Chase the trace, not just the DOM.
- Comment your root-cause diagnosis via
loopback_add_commentbefore fixing — it is the audit trail that makes the queue trustworthy. - Fix it in this repo. Smallest change that addresses what was reported.
loopback_link_change(id, repo, branch, commit, pr_url, diff_summary)— the fix must be traceable from the feedback item.loopback_update_status(id, status="fixed", note=...).- Verify for real, don't assume: UI issues → drive the running app with your browser tool/MCP; backend or logic → run the tests or hit the endpoint; usage/metric issues → check the metric or replay.
- Only after verification:
loopback_resolve_feedback(id, resolution="verified", note=..., agent=<your name>). Passagent— this is the write that turns the reporter's pin full green, and without it the trail records the default"agent"instead of you. Usewontfixwith a reason when intentionally not fixing. Resolving flips the reporter's pin green — do not claim it until it is true.
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 · 73 lines · 966 tokens per session scan A 655df1e92198
loopback AGENTS.md is an instructions file published in the GitHub repository joshidikshant/loopback (0 stars, last pushed 2mo ago), licensed MIT. It adds 966 tokens to every session, about $0.0039 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.
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
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
vscode model-prompts.instructions.md
Model-specific prompt authoring and registry guidelines.