The Toolkit
Agent prompts, templates, and frameworks I actually use daily. Everything is meant to be adapted, not followed to the letter. Grab what helps.
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Try the Agent Sandbox.
Run, test, and chain every agent in the fleet. Stream live output, visualize as a DAG, ask Falkster AI.45 agents · 65 sources · 3 workflows · DAG canvas · 58h saved/wk
Direction Dashboard Agent
Compiles seven leading indicators every morning, predicts outcomes 4-8 weeks ahead, runs a weekly Goodhart audit. Direction at AI-native velocity.
Renewal Risk Agent for Migration Cohorts
Catches the accounts whose operational dashboard says fine but whose qualitative signals say otherwise. Three-dimension scoring, 90 days before renewal.
Margin Watch Agent
Tracks gross margin per outcome daily, classifies compression cause, and forecasts the Jevons cliff. Pricing reviews stop being post-mortems.
Board Narrative Drafter Agent
The most expensive document in product management compiled while you sleep. Quarterly board updates from data sources, comp set, and last quarter's narrative.
The AI Noise Tax. Three Patterns Killing Product Credibility.
Three AI patterns I'm done with: LinkedIn 'Claude superpowers' posts, SaaS apps with bolted-on AI sidebars, and PMs claiming prototyping kills empathy.
Pricing Migration Tracker Agent
Watches every account on the migration plan daily, classifies drift type, and recommends a specific intervention. Catch quiet drifters in week one, not week six.
Build a Discovery Agent Stack: Continuous Customer Listening
Discovery agent stack: seven open-source Claude repos turn customer interviews, support tickets, and public reviews into a continuous loop. Install + recipes.
Build a Measurement Agent Stack: End the Dashboard Hamster Wheel
Measurement agent stack: seven open-source Claude repos turn dashboards into a daily outcome digest, a variance detector, and a stakeholder update writer.
Build a Prototype Agent Stack: PRD to Working Demo in a Day
Build a prototype agent stack: eight open-source Claude repos take a PM from idea to working prototype in a day, with TDD, design, and security review.
The PM Agent Stack: A Bridge to the Enterprise AI Brain
Five-part series for PMs whose company is 6-18 months from an enterprise-wide AI brain. Build the personal PM agent stack today with open-source Claude repos.
Auto Bugfix Agent: Zendesk Ticket to Reviewable PR in 11 Minutes
An AI agent that reproduces customer-reported bugs, locates the broken code, writes the fix, adds a regression test, and opens a reviewable PR.
Instant Prototype Agent: From Customer Request to Clickable Prototype in Minutes
An AI agent that turns customer feature requests into working prototypes, not PRDs. Deploys to a preview URL, opens a PR, files a Linear ticket, drafts a Notion doc.
Launch Comms Agent: Every Marketing Channel's Copy, Generated on Release
An AI agent that generates the website copy, LinkedIn post, customer email, in-app banner, changelog, and X thread the moment a feature ships. One release, six channels, one voice.
Signal-to-Ship Cycle Time Agent: Measure PM Velocity Across 7 Stages
An AI agent that tracks PM cycle time across the 7 stages of the Product Operating System (Sense to Amplify) and surfaces the weekly bottleneck.
Build a KPI Watchdog Agent That Ships Prototypes When Your Metrics Slip
Stop waiting for the weekly review to find out your KPI dropped. A watchdog agent watches your metrics every hour, investigates the cause, and hands you a working prototype of the fix by the time you read the alert.
How Your PMs Ship Their First Pull Request (and Why You Should Want Them To)
A step-by-step guide for product leaders on how PMs can ship code with AI tools like Claude Code and Cursor. Includes a four-level PR ladder, PLANNING.md templates, a PM PR review skill file, pitch docs for CTO buy-in, and a customer signal monitoring playbook. Built from real coaching engagements across B2B SaaS orgs.
The Product Builder Job Ladder: From L4 to Principal, Four JDs You Can Fork Today
A complete, fork-ready job-description ladder for Builder PMs. Four levels calibrated to scale from your first Builder hire to your most senior IC. Each level downloadable as its own file.
Stakeholder Communication Agent
Generate tailored updates for different audiences: exec summaries, board updates, investor reports, team briefings. All from the same data.