Borrowing it
Nothing to install: this file belongs to kaiqiangh/mini-openclaw-langchain. 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/kaiqiangh/mini-openclaw-langchain/main/AGENTS.mdgit clone --depth 1 https://github.com/kaiqiangh/mini-openclaw-langchainWrote 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/kaiqiangh/mini-openclaw-langchain/agents-md)<a href="https://agentmods.dev/instructions/kaiqiangh/mini-openclaw-langchain/agents-md"><img src="https://agentmods.dev/badge/instructions/kaiqiangh/mini-openclaw-langchain/agents-md.svg" alt="Measured on agentmods" 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 | $0.00940 | $0.00940 |
| Opus 5 | $0.00470 | $0.00470 |
| Sonnet 5 | $0.00188 | $0.00188 |
| Haiku 4.5 | $0.00094 | $0.00094 |
Grade A, and why
mini-openclaw-langchain 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 8d 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 — 120 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Guidance for coding agents that modify this repository.
Project overview
Mini-OpenClaw is a local-first multi-agent workspace with:
- a FastAPI backend in
backend/ - a Next.js frontend in
frontend/ - a repo-local CLI in
./omland./oml.ps1 - per-agent workspaces under
backend/workspaces/<agent_id>/
The backend owns runtime config, tool policy, scheduler behavior, template loading, and persistence. The frontend owns the operator UI and API client behavior.
Repository map
backend/app.py: FastAPI entrypoint, middleware, health/readiness, optional frontend proxybackend/config.py: runtime schema, config parsing, LLM profile/default loadingbackend/config.json: canonical repo-level runtime and provider configbackend/agent_templates/: shipped template presetsbackend/tests/backend/: backend unit and API coveragefrontend/src/app/: Next.js routesfrontend/src/lib/api.ts: typed frontend API wrappersfrontend/src/components/: UI componentsdocker-compose.yml: Docker entrypoint forprodanddevprofilesdocker/nginx/default.conf: public edge routing for the production-like Docker profile
Core commands
Local
./oml start
./oml stop
./oml status
Backend
cd backend
./.venv/bin/pytest -q
Frontend
cd frontend
npm run test:run
npm run build
Docker
cp .env.example .env
docker compose --profile prod up --build -d
docker compose --profile dev up --build -d
# Stop the containers.
# Do NOT add "-v" unless explicitly removing volumes and reset all persisted data by user's prompt.
docker compose --profile prod down
docker compose --profile dev down
Change boundaries
- Do not treat root
AGENTS.mdas a runtime prompt file. It is contributor guidance only. - Do not confuse root docs with generated workspace files under
backend/workspaces/.../workspace/. - Keep
backend/config.jsonas the source of truth for repo-level runtime defaults and provider configuration. - Keep agent templates limited to
runtime_configpatches. Do not place secrets,llm_profiles,llm_defaults, oragent_llm_overridesin template files. - Preserve current
./omllocal workflows when adding Docker or docs changes.
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.
- 8d ago First seen · 120 lines · 940 tokens per session scan A 493817cc5347
mini-openclaw-langchain AGENTS.md is an instructions file published in the GitHub repository kaiqiangh/mini-openclaw-langchain (11 stars, last pushed 1mo ago), licensed MIT. It adds 940 tokens to every session, about $0.0047 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 2026-08-30.
Other instructions, from other repositories
codex AGENTS.md
AGENTS.md instructions for openai/codex, covering rust/codex-rs, the codex-core crate, code review rules, crate api surface and model visible context.
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.
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 oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, applying the notice (cutover) and fallback chain (never fail the build).
spec-kit AGENTS.md
AGENTS.md instructions for github/spec-kit, covering agents.md, about spec kit and specify, quickstart — add a new integration in 5 steps, integration architecture and integrationmanifest — file tracking.