Product Intelligence for Agentic Builders
Turn Frontier Change Into What Your Product Should Ship Next.
Stack Updates
Resend
Supabase
Stripe
OpenAI
+ 100s more
Shipped Advantage
The Missed Advantage
Your Stack Keeps Shipping. Your Product Should Benefit.
The advantage is already available. The hard part is testing which changes matter for your project and turning them into work worth shipping.
AI And Agents
Catch model, agent, and orchestration updates that improve quality, reliability, evaluation, and cost.
App And Interface
Find framework and interface upgrades that simplify routes, components, data flows, and user experience.
Data And Backend
Surface database and backend improvements that strengthen data access, queries, migrations, and reliability.
Build And Runtime
Track runtime, build, deployment, and infrastructure changes that shorten the path from code to production.
Product Services
Spot provider capabilities that simplify billing, email, repository, and delivery workflows without more custom code.
Product Intelligence
Use analytics, errors, logs, and traces to catch regressions and make sharper product decisions.
How It Works
From Stack Update To Agent-Ready Work.
Follow one opportunity from the source release through project fit, repo evidence, technical assessment, and a clear decision on what should happen next.
Project Pulse
Decision Outcomes
Needs Review
Under Review
Useful
Implemented
Not Useful
Unlock Potential
Big Unlock
High
Medium
Low
No Unlock
Generate The Handoff Brief.
A big unlock for AgentFlow: score and gate live agent runs with the evaluators you already trace.
AgentFlow already pipes agent output through Langfuse traces, so code evaluators can gate production runs without new infrastructure. This is a direct upgrade to the evaluation surface the team already maintains.
Why This Matters
- Catch agent regressions before they reach production
- Score every run, not just sampled traces
- Reuse the existing Langfuse trace wiring
- Unlock Size
- High Potential
- Project Fit
- Strong
- Proof
- Verified
Strongest Evidence: 6 repo findings
Still Unknown:
Repository Evidence
6 findings · 5 / 5 required proof signals verified · evidence fit Strong
src/lib/ai/evaluators/run-trace-eval.ts
Tree path evidence
Found from path evidence for hint `evaluator`. App-owned evaluator runner that scores Langfuse traces for agent output, directly supporting the code-evaluator target.
Evidence Type
Module
Strength
High
Required Proof
Counts as required proof
import { Langfuse } from "langfuse";import { scoreTrace } from "@/lib/ai/evaluators/score";import { getAgentRunOutput } from "@/lib/agent/runs";src/app/api/agent/run/route.ts
Tree path evidence
App-owned route that emits agent output into Langfuse traces, the exact surface the new evaluators score.
Evidence Type
Route
Strength
High
Required Proof
Counts as required proof
import type { NextRequest } from "next/server";import { recordTrace } from "@/lib/observability/langfuse";import { runAgent } from "@/lib/agent/orchestrator";Scoring
Model-estimated scores that inform the recommendation.
Impact
?High
Addresses a meaningful product problem or unlocks capability.
Benefit
?High
Delivers tangible value to users or the team.
Lift
?Medium
Estimates the effort needed to realize the expected benefit.
Project Match
?High
Measures alignment with this project's context and goals.
Classification
How ShipFoundry classified this update.
Potential
?High potential for product or workflow leverage.
Project Fit
?Strong alignment with this project's context.
Proof
?Strong repository and synthesis evidence.
Update Category
?The kind of update this is. A neutral category, not a verdict.
Adoption Effort
?Estimated effort required to capture the upside.
Decision
Payoff Captured
A Verified Upgrade Is Ready For Delivery.
The Langfuse evaluator opportunity is now repo-grounded, decision-backed, and packaged for the next build step.
- Agent handoff includes affected files, risks, and acceptance checks
- Linear delivery preserves the evidence behind the work
- The adopted decision sharpens future project matches
Agent-Native Delivery
Carry Evidence-Backed Opportunities From Review To Delivery.
Repo-Aware Matching
ShipFoundry uses the required read-only repository connection to look for evidence in packages, files, routes, configuration, and integrations affected by an update.
Agent Investigation
Open the evidence-backed brief through MCP in Codex, Claude, Cursor, or another compatible agent workflow without rebuilding the context.
Delivery Path
Create a deduplicated Linear issue or copy the same handoff into your delivery system with evidence, risks, and acceptance checks attached.
Decision Sync
Record whether the opportunity was useful, adopted, dismissed, or irrelevant so future matches reflect what your product actually values.
One evidence packet moves from discovery to your coding agent and delivery system without losing the reasoning that made it worth acting on.
Compounding Advantage
Small Wins Compound Into a Faster Product.
A one-percent improvement can look too small to prioritize. Capture those gains repeatedly across agents, routes, services, flows, and quality, and the product compounds away from its baseline.
Lower AI Cost
A 1% cleaner agent path compounds across every run.
Faster App Surface
A 1% faster route improves every visit that follows.
Less Backend Drag
A 1% simpler service path removes recurring maintenance.
Cleaner User Flow
A 1% cleaner flow reduces friction for every new user.
Higher Product Quality
A 1% stronger guardrail prevents repeated regressions.
Compounding Stack Advantage
Repeated 1% wins across the stack bend the product curve.
Illustrative. Actual lift depends on your product and stack.
Simple Pricing
Plans for Builders Importing Stack Improvements.
Start with one project. Move up when you want ShipFoundry watching more tools, more surface, and more evidence-backed briefs.
Dev
$19
/ month
For one active project and the core stack behind it.
- 1 project watched
- 10 tracked stack items
- 30-day lookback for included stack items
- Daily Update Matching
- Product-Aware Handoffs
- GitHub, MCP, and Linear integrations
Pro
6× Stack Capacity$59
/ month
Six times Dev's total tracked-stack capacity for about three times the monthly price.
- 3 projects watched
- 60 total tracked stack items (20 per project)
- 30-day lookback for included stack items
- Daily Update Matching
- Product-Aware Handoffs
- GitHub, MCP, and Linear integrations
Start a 7-day trial with full product access. A card is required. Your trial converts to a paid plan after 7 days unless you cancel before billing.
FAQ
What Founders Need to Know
For solo technical founders and small teams who want the upside of a faster-moving stack without spending the week reading changelogs, docs, launch posts, and X.
Read
Practical Reads for Agentic Builders
Stack acceleration, agentic engineering, repo-aware work, and deciding what to ship next.
Ready to Import the Wins That Matter?
Turn Stack Improvements Into Shipped Product Advantage.
Connect one project, add the tools that power it, and start turning relevant updates into bounded work your agents can investigate or ship.