Borrowing it
Nothing to install: this file belongs to Vladick-Pick/business-ontology. 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/Vladick-Pick/business-ontology/main/AGENTS.mdgit clone --depth 1 https://github.com/Vladick-Pick/business-ontologyWrote 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/vladick-pick/business-ontology/agents-md)<a href="https://agentmods.dev/instructions/vladick-pick/business-ontology/agents-md"><img src="https://agentmods.dev/badge/instructions/vladick-pick/business-ontology/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/vladick-pick/business-ontology/agents-md"><img src="https://agentmods.dev/badge/instructions/vladick-pick/business-ontology/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 | $0.01288 | $0.01288 |
| Opus 5 | $0.00644 | $0.00644 |
| Sonnet 5 | $0.00258 | $0.00258 |
| Haiku 4.5 | $0.00129 | $0.00129 |
Grade A, and why
business-ontology 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 10d 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 — 166 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Repository instructions
This repository is the Business Ontology Resident agent package. It contains the package router, host adapters, resident analyst skills, model contracts, workspace templates, deterministic validators, reference runtime, and release process for an agent that maintains a source-backed model of business reality.
All repository content is in English, with one scoped exception: plans/
holds implementation-history artifacts written in the repository owner's
working language (Russian) for the owner's executor agents; they are not part
of the installable package.
First read
Before product, architecture, documentation, or agent-workflow work, read:
BOOTSTRAP.mdagent-package.yamlREADME.mdspecs/BUSINESS-ONTOLOGY-RESIDENT.mdagent-os/README.md- the affected adapter, skill, schema, runtime, or deployment file
For ontology-session behavior, read:
skills/business-ontology/SKILL.md
The root SKILL.md is only the package router.
Layout contract
- Root files are package, bootstrap, and repository rules:
BOOTSTRAP.md,agent-package.yaml,README.md,AGENTS.md,CLAUDE.md,SKILL.md. - Resident analyst skills live under
skills/. - Host-specific setup lives under
adapters/. - Workspace templates live under
templates/workspace/. - Model repository templates live under
templates/model-repo/. - Normative product and runtime contracts live under
specs/. - Resident operating-system docs live under
agent-os/. - JSON contracts live under
schemas/. - Deterministic tooling lives under
scripts/. - Local executable reference modules live under
runtime/. plans/is implementation history. Do not publish it as product promise.
Do not recreate agent-skills/, bootstrap/openclaw/, or
templates/openclaw-workspace/. Those paths were retired in favor of the final
package layout above.
Product stance
The product is a resident business analyst loop:
sources -> source events -> model-change packages -> human review
-> accepted model -> agent-readable context
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.
- 10d ago First seen · 166 lines · 1,288 tokens per session scan A 7445a801a5eb
business-ontology AGENTS.md is an instructions file published in the GitHub repository Vladick-Pick/business-ontology (2 stars, last pushed 1mo ago), licensed MIT. It adds 1,288 tokens to every session, about $0.0064 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 2026-08-31.
Other instructions, from other repositories
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langchain AGENTS.md
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