Borrowing it
Nothing to install: this file belongs to lee-to/aif-handoff. 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/lee-to/aif-handoff/main/AGENTS.mdgit clone --depth 1 https://github.com/lee-to/aif-handoffWrote 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/lee-to/aif-handoff/agents-md)<a href="https://agentmods.dev/instructions/lee-to/aif-handoff/agents-md"><img src="https://agentmods.dev/badge/instructions/lee-to/aif-handoff/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/lee-to/aif-handoff/agents-md"><img src="https://agentmods.dev/badge/instructions/lee-to/aif-handoff/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 | $0.03633 | $0.03633 |
| Opus 5.5 | $0.01453 | $0.01453 |
| Sonnet 5.5 | $0.00727 | $0.00727 |
| Haiku 4.5 | $0.00363 | $0.00363 |
Grade A, and why
aif-handoff 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 22d 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 — 210 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Project map for AI agents. Keep this file up-to-date as the project evolves.
Project Overview
Autonomous task management system with Kanban board and AI subagents. Tasks flow through stages automatically (Backlog → Planning → Plan Ready → Implementing → Review → Done), each handled by runtime-resolved workflows (Claude adapter first). Skills-mode tasks (useSubagents=false) can optionally insert Improve after Planning and Verify before Review.
Tech Stack
- Language: TypeScript (ES2022, ESNext modules)
- Monorepo: Turborepo (npm workspaces)
- API: Hono + WebSocket
- Runtime Abstraction:
@aif/runtimeworkspace (runtime/provider contracts + registry) - Database: SQLite (better-sqlite3 + drizzle-orm)
- Frontend: React 19 + Vite + TailwindCSS 4
- Runtime: Pluggable adapter system (
@aif/runtime) — built-in Claude (Agent SDK) + Codex (SDK/CLI/API) + OpenRouter (API) adapters - Agent: Runtime-neutral coordinator + node-cron
- Testing: Vitest
Project Structure
packages/
├── shared/ # @aif/shared — contracts, schema, state machine, env, constants, logger
│ └── src/
│ ├── schema.ts # Drizzle ORM schema (SQLite)
│ ├── types.ts # Shared TypeScript types + RuntimeTransport enum
│ ├── stateMachine.ts # Task stage transitions
│ ├── constants.ts # App constants
│ ├── env.ts # Environment validation
│ ├── logger.ts # Pino logger setup
│ ├── index.ts # Node exports
│ └── browser.ts # Browser-safe exports
├── runtime/ # @aif/runtime — runtime/provider contracts, registry, validation/discovery services, adapters
│ └── src/
│ ├── index.ts # Public API exports
│ ├── types.ts # RuntimeAdapter interface, capabilities, execution intent
│ ├── registry.ts # RuntimeRegistry — adapter registration and lookup
│ ├── bootstrap.ts # Factory: create registry with built-in adapters
│ ├── resolution.ts # Profile resolution (task → project → system → env fallback)
│ ├── readiness.ts # Health check across all registered runtimes
│ ├── capabilities.ts # Capability assertion before workflow execution
│ ├── promptPolicy.ts # Agent definition vs slash-command fallback
│ ├── workflowSpec.ts # Workflow kind, session reuse, required capabilities
│ ├── modelDiscovery.ts # Model listing + connection validation with cache
│ ├── cache.ts # Generic in-memory TTL cache
│ ├── trust.ts # Opaque Symbol-based trust token for permission bypass
│ ├── errors.ts # Runtime error hierarchy
│ ├── module.ts # Dynamic module loader for external adapters
│ └── adapters/
│ ├── TEMPLATE.ts # Adapter development guide + skeleton
│ ├── claude/ # Claude adapter (Agent SDK transport)
│ ├── codex/ # Codex adapter (CLI + API transports)
│ └── openrouter/ # OpenRouter adapter (API transport)
├── data/ # @aif/data — centralized data-access layer
│ └── src/
│ ├── participants.ts # Participant lifecycle and admin invariants
│ ├── authSessions.ts # Password/session/CSRF persistence
│ ├── taskOwnership.ts # Atomic handoff, assignments, executor history
│ ├── taskAttempts.ts # Attempt context and fencing for stale coordinator writes
│ ├── taskTransitions.ts # Actor-aware atomic task transitions
│ ├── audit.ts # Immutable audit persistence
│ └── index.ts # Public repository API
├── api/ # @aif/api — Hono REST + WebSocket server (port 3009)
│ └── src/
│ ├── index.ts # Server entry point
│ ├── routes/ # tasks/projects/chat/runtime profiles plus auth/participants
│ ├── services/ # runtime.ts, codexIndex.ts, fastFix.ts, roadmapGeneration.ts
│ │ # github.ts provides the GitHub REST client
│ ├── middleware/ # logger.ts, rateLimit.ts, zodValidator.ts
│ ├── schemas.ts # Zod request validation
│ └── ws.ts # WebSocket handler
├── web/ # @aif/web — React Kanban UI (port 5180)
│ └── src/
│ ├── App.tsx # Root component
│ ├── components/
│ │ ├── auth/ # LoginPage
│ │ ├── participants/ # Participant menu and administration dialog
│ │ ├── kanban/ # Board, Column, TaskCard, AddTaskForm
│ │ ├── task/ # Detail, ownership/handoff, executor timeline
│ │ ├── layout/ # Header, CommandPalette
│ │ ├── project/ # ProjectSelector, ProjectRuntimeSettings
│ │ ├── settings/ # RuntimeProfileForm
│ │ └── ui/ # Reusable UI primitives (badge, button, dialog, etc.)
│ ├── hooks/ # useTasks, useProjects, useWebSocket, useTheme, useRuntimeProfiles
│ └── lib/ # api.ts, notifications.ts, utils.ts
└── agent/ # @aif/agent — Coordinator + runtime-driven subagent orchestration
└── src/
├── index.ts # Agent entry point
├── coordinator.ts # Polling coordinator (node-cron)
├── autoQueueCommit.ts # Awaited Git commit gate before auto-queue terminal states
├── subagentQuery.ts # Universal runtime-backed query execution
├── reviewGate.ts # Auto-review gate using adapter lightModel
├── hooks.ts # Activity logging, project root
├── stderrCollector.ts # Generic stderr ring-buffer
├── notifier.ts # Notification system
├── githubWorkflow.ts # GitHub sync, branch push, and PR publication
├── codex/ # Codex login broker (OAuth-in-Docker bridge)
└── subagents/ # planner.ts, implementer.ts, reviewer.ts
.claude/agents/ # Agent definitions (loaded by runtimes that support them)
.docker/ # Dockerfile, entrypoint, Angie configs
data/ # SQLite database files (gitignored)
.ai-factory/ # AI Factory context and references
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.
- 22d ago Changed · +1 lines · +19 tokens per session d2dfaa9b05e5
- 2mo ago First seen · 209 lines · 3,614 tokens per session scan A 17c951cc566b
aif-handoff AGENTS.md is an instructions file published in the GitHub repository lee-to/aif-handoff (313 stars, last pushed 14d ago), licensed MIT. It adds 3,633 tokens to every session, about $0.0145 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 2026-08-30.
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).
deepseek-harness AGENTS.md
AGENTS.md instructions for deepseek-ai/deepseek-harness, covering agents.md, pre-stable apis and released session data, repository layout, commands and host sandbox failures.