Borrowing it
Nothing to install: this file belongs to r3dz4r/datapulse-my. 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/r3dz4r/datapulse-my/main/AGENTS.mdgit clone --depth 1 https://github.com/r3dz4r/datapulse-myWrote 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/r3dz4r/datapulse-my/agents-md)<a href="https://agentmods.dev/instructions/r3dz4r/datapulse-my/agents-md"><img src="https://agentmods.dev/badge/instructions/r3dz4r/datapulse-my/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/r3dz4r/datapulse-my/agents-md"><img src="https://agentmods.dev/badge/instructions/r3dz4r/datapulse-my/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 | $0.03280 | $0.03280 |
| Opus 5.5 | $0.01312 | $0.01312 |
| Sonnet 5.5 | $0.00656 | $0.00656 |
| Haiku 4.5 | $0.00328 | $0.00328 |
Grade A, and why
datapulse-my 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 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 — 167 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md — r3dz4r/datapulse-my
Working agreement for AI agents (Hermes, Codex, Claude Code) operating inside this repository. Read once, then follow on every change.
What this repo is
r3dz4r/datapulse-my — open-source trust layer for Malaysian public data. 440 official datasets from data.gov.my, BNM, DOSM, DOE, KKM, KPDN, MET Malaysia continuously probed and classified into a 10-status taxonomy (fresh | aging | stale | discontinued | degraded | browser_dependent | unreachable | unknown | unknown_freshness | reference). Live MCP server with 19 read-only tools (canonical count: jq '.tools | length' mcp.json — do NOT hardcode this number in prose). Hosted on https://www.data-pulse.my and https://mcp.data-pulse.my.
One-line constraint: every change here is publicly visible. The dashboard auto-deploys on push to main (modulo [skip deploy] trailers). Bad data leaks fast.
Hard rules
- Do not write/edit/refactor code. Dispatch
codex-run(with a tight brief). You may edit.gitignore, commit messages, and markdown files underdocs/— those are operator-owned. A dispatched worker is the exception and must write the scoped code itself: this rule addresses the Hermes orchestrator, not the worker, and it does not authorise a worker to dispatch another agent. A worker that stops because it read this rule as applying to itself has misread it — report any other conflict, but not this one. - No
--yolo, no bypassing preflight gates. The deterministic-safety-net job in.github/workflows/ci.ymlmust stay green. If it fails, fix the gate (or the brief that fed into it) — don't silence the failure. - Push requires explicit "push". "Proceed" / "go" / "dispatch codex" authorises only the immediately preceding, clearly scoped action. "Push" must be literal.
- Exception — the health-automation publish lane merges itself (operator decision 2026-10-23).
.github/workflows/health-automation-merge.ymlmergeshealth-automationintomainon green, using thedatapulse-releaseApp, withautoMerge=true. Measured on PR #2629: merged 2026-10-23T13:29:37Z byapp/datapulse-releasebefore any operator word was given. The gate on that path is the required checks —deterministic-safety-netand the isolated preview — not a human message, so no agent should ask for "push" to release a health-automation publish; asking after the fact is how a completed merge gets reported as pending. The literal word still governs every other push: operator commits, source changes, release-please, attestation appends, and anything merged by hand.
- Exception — the health-automation publish lane merges itself (operator decision 2026-10-23).
- Never silently rotate credentials, edit firewall rules, or stop
systemdservices on the public-facing VPS (https://data-pulse.my). These are always-ask. - No upstream mutations. Datapulse MY is read-only by design. New code must NOT write to
data.gov.my,BNM,DOSM, or any other upstream. If a use case requires writes, that's a different product — not this repo. - The 10-status taxonomy is stable. Adding a status requires changing
gen_health_methodology.py,embed_dashboard_data.py,gen_changelog.py, the dashboard hero,mcp/server.py, AND the public-facing methodology page. If you think you need an 11th status, surface it to the operator first. - All 4 MCP tool annotations are mandatory on every tool — see
mcp/AGENTS.mdfor the canonical list. OpenAI's directory and M8ven both reject tools missing hints. - Tests live next to code.
mcp/tests/for the server,scripts/tests/for the generators. New code needs new tests; coverage floor is enforced by the deterministic-safety-net gate. - Every committed artifact is a generator output — nothing here is maintained by hand. A change to any artifact is a change to the generator that emits it, or to the canonical source that generator reads, followed by regeneration; a hand-edit is not a path, and hand-edits get overwritten on the next timer tick. Artifacts (generated, never hand-edited):
datapulse.json,health/,record-evidence/,.attestations/,data/,docs/index.html,changelog.json,mcp.json,catalog-snapshot.json. Sources (authored, then consumed by generators or validators): thescripts/themselves,config/,templates/, and the two schema files. A source is not an artifact: it is read, never regenerated in place. Two gaps against this rule are open and recorded rather than hidden —datapulse.schema.jsonandhealth.schema.jsonhave no generator, and the manifest's dataset rows come from no generator either. Do not describe either as hand-authored; describe them as gaps. - Deploy posture is read-only + fail-closed. If a probe fails, mark the dataset
staleorunreachable— do not silently retry until it works.
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 abb7e68aed2a
- 2d ago Changed · +1 lines · +197 tokens per session fd0ca394dcf9
- 4d ago Changed · +227 tokens per session f34711394647
- 7d ago Changed · +68 tokens per session 60501f3e7d7c
- 12d ago Changed · -5 tokens per session e401c2df1a54
- 18d ago Changed d59411edcf0d
- 19d ago Changed · +3 lines · +69 tokens per session c77bf14fde42
- 20d ago Changed c60ca3b4f8d8
- 1mo ago Changed · +70 tokens per session 08d9e99229b7
- 1mo ago First seen · 163 lines · 2,654 tokens per session scan A 6bf9a76355ba
datapulse-my AGENTS.md is an instructions file published in the GitHub repository r3dz4r/datapulse-my (3 stars, last pushed today), licensed MIT. It adds 3,280 tokens to every session, about $0.0131 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
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AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
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