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Bounded-autonomy subscription watchdog - Strands Agents SDK + safety-protocol

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🛡️ Gatekeeper

An autonomous subscription watchdog with bounded autonomy. Gatekeeper finds the money you're quietly losing — duplicate charges, price hikes, trials converting to paid, memberships you never use — and handles them end to end. It runs in the background and only surfaces when there's a real decision to make.

Built for the Agents for Humans Hackathon (AWS × Devpost) · Everyday Agents track


The problem

The average person bleeds $60–100/month to subscription waste: charges they forgot, price hikes they never noticed, trials that silently converted. Existing apps show you dashboards — more work for you. Gatekeeper flips it: the agent does the work, and a hard safety protocol guarantees it can't move a dollar without your authorization.

The idea: bounded autonomy

Most agent demos race toward more autonomy. Gatekeeper's differentiator is trust infrastructure: an enforcement layer between the LLM and every action.

Every action the agent takes is an ActionRequest that must pass through the safety protocol pipeline:

binding check → kill switch → scope whitelist → budget limit → approval gate → execute
  • Scope whitelist — the agent can only act on approved merchant domains, via three action types (cancel_subscription, dispute_charge, send_message). Anything else is blocked.
  • Budget cap — $50 total spend authority. Hard stop.
  • Approval gate — disputes and outbound communications are held for human sign-off. The agent pings you only when there's a real decision.
  • Audit trail — every event (requests, holds, decisions, executions) logged to a tamper-evident JSONL trail.

There is no bypass path. The tools ARE the protocol — the agent cannot call an un-gated action because un-gated tools don't exist.

Architecture

architecture

Interactive version: docs/architecture.html

Layer Tech
Agent loop Strands Agents SDK (@tool actions)
Decision model Amazon Bedrock — Nova Lite
Enforcement safety-protocol library (binding / scope / budget / approval / audit / kill switch)
Dashboard Single-file HTML — findings, pending decisions, full audit log, plain-English explanations

Quick start

git clone <this repo>
cd gatekeeper
python -m venv .venv
.venv/Scripts/pip install -r requirements.txt   # Linux/Mac: .venv/bin/pip ...
pip install -e ../path/to/safety-protocol       # or: pip install safety-protocol

# seed demo data + run
python -m gatekeeper.feeds
python -m gatekeeper.run_gate

# decide held actions
python -m gatekeeper.approve                    # list pending tokens
python -m gatekeeper.approve <token> approve    # approve or deny

# live dashboard
run_dashboard.bat        # Windows  (or: python -m gatekeeper.build_dashboard)

With AWS credentials configured (~/.aws), the run automatically uses Bedrock Nova Lite for decisions; without them it falls back to a deterministic rules engine producing identical outcomes — the demo always works.

Demo walkthrough (60 seconds)

  1. Scanner reviews seeded bank feed + inbox → finds 4 issues
  2. Auto-executes 2 in-scope cancellations (unused gym, converting trial)
  3. Holds 2 actions at the approval gate: duplicate Netflix charge dispute, Comcast rate-hike negotiation email
  4. You open the dashboard, see why each action was taken, approve by token
  5. Full audit trail shows every decision — who, what, when, allowed or blocked

Why this matters

Agents that touch money fail on trust, not capability. The missing piece isn't smarter models — it's enforceable authorization. This project demonstrates the pattern end to end:

  • The agent is genuinely useful (finds real waste, acts autonomously)
  • The human stays in command (approval gates, kill switch, budget caps)
  • Every action is attributable and auditable

This is what deploying agents into domains like personal finance actually requires — and the same protocol layer generalizes to any high-stakes agent domain (health, legal, procurement).

License

MIT

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