Engineers lose time triaging alerts, rebuilding context, reproducing failures, reviewing generated patches, and checking whether fixes actually held.
Pangroll completes the investigation and prepares the evidence-backed repair for review.One agent for the whole codebase — working every PR, every night.
Keep your whole codebase
secure, current, and tested — on autopilot.
Pangroll is one autonomous agent for your whole codebase. It learns how your code is meant to work and keeps it secure, current, and correct across its life—scanning the whole repo up front and re-checking it as the code changes, reviewing every change, and shipping verified fixes you approve. High-severity findings and fixes come with reproducible proof—verified against your own test suite.
PANGROLL / 24×7 MAINTENANCE LOOPALWAYS ON
- 01Observecode + diffs
- 02Provecause + evidence
- 03Repairpatch + verify
- 04Protectwatch + learn
LIVE CASE 0248Auth bypass in checkout PR
Flagged in PR → reproduced → fix verified against your tests → green
AUTONOMOUS WORK → HUMAN APPROVAL AT THE RISK BOUNDARY
THE SHIFT
More code.AI increases the volume and speed of software change.
More failure surface.Every change can cross services, dependencies, infrastructure, and user flows.
Same human bottleneck.Engineers and coding agents still repeat investigation, patching, verification, and monitoring work.
Why teams need Pangroll
AI makes code faster. It also creates more code to understand, secure, and maintain.
Separate coding agents reread the repository, retry weak fixes, and regenerate context every time a bug returns or a new session begins.
Pangroll preserves system and incident memory, narrows the relevant context, and verifies before another repair cycle begins.Prototype shortcuts, dependency changes, edge cases, unsafe configuration, and subtle logic errors can escape isolated code review and tests.
Pangroll follows each change across code, CI, dependencies, and security.Code review, scanners, and testing each see one part of the problem. Teams still connect the evidence and finish the work.
Pangroll closes the loop from detection to proven cause to an approved, verified repair.Why Pangroll exists
Designed for the era of code shipped faster than teams can review.
Teams need to move from prototype to production quickly without turning speed into unknown risk. Pangroll carries safety, security, and software quality through development, and every maintenance cycle before it ships.
What keeping code production-ready takes
Maintenance is everything required to keep software working—not just fixing bugs.
Pangroll continuously finds weaknesses, completes routine maintenance work, and prepares higher-risk changes for human approval.
Reliability
Flag weak error handling, missing timeouts, retry and idempotency gaps, and resource leaks.
Security
Track vulnerable dependencies, unsafe code paths, secrets exposure, authorization gaps, and reachable supply-chain risk.
Quality
Find brittle logic, duplicated code, missing validation, weak error handling, and style or consistency drift.
Testing
Add regression coverage with each verified fix, flag flaky-test patterns, and surface important user flows that aren't tested.
Dependencies
Keep libraries and runtimes current, evaluate breaking changes, resolve conflicts, and verify upgrades safely.
Technical debt
Detect dead code, obsolete paths, architectural drift, ownership gaps, and maintenance work that compounds risk.
What Pangroll does
One agent across your whole codebase—every PR, every night, every dependency.
Understand the system
Maps your architecture, conventions, and dependencies.
Watch what changes
Follows code, configuration, dependencies, and CI across every change.
Catch what degrades
Detects reliability regressions, edge cases, and security exposure before they merge.
Prove the cause
Reproduces the failure and connects the evidence to the exact change and code path.
Prepare the repair
Builds a focused patch, adds tests, checks blast radius, and opens a review-ready pull request.
Keep it healthy
Verifies the fix against your test suite, learns from the outcome, and sharpens the next verdict.
System coverage
Not another point solution.
Other tools flag the bug or claim to be your engineer. Pangroll fixes it—and leaves the test that proves the fix, on your code, not our word.
01Prototypegenerated code · architecture · first tests→
02Developmentpull requests · dependencies · CI→
03Maintained softwareevidence · repair · verification · memory✓
Where it works · Proof
Your whole codebase, continuously—and it proves every fix.
A reviewer reads the diff. Pangroll works the whole system—reproduces the failure, ships the fix, and proves it against your own tests.
Whole repoA full-codebase baseline on install, re-scanned as the code changes.
Every PRReviews each change across all six maintenance axes as it lands.
ContinuousNightly re-check of recent changes, plus dependency-CVE and cross-repo signals.
01UnderstandLearns your architecture, conventions, and dependencies.
02FindScans the repo and every change across the six axes.
03ProveReproduces the issue and verifies the fix against your own test suite.
04FixOpens a verified fix PR—you approve the merge.
05LearnLearns from every verified fix and sharpens the next verdict.
Your tests are the oracle. Every fix ships verified against your own test suite—a green test run you can reproduce, not opinions.
For software teams
Pangroll works while the team builds.
Review the evidence and repair instead of manually rebuilding every issue from scattered tools.
Catch behavioral regressions and edge cases that unit tests and uptime checks miss.
Continuously connect supply-chain and code risk to reachable impact.
Keep Pangroll working 24/7 while approval policies control risk by repository, environment, and blast radius.
Handles AI-generated code, too
Pangroll reviews AI-generated code the same way it reviews the rest of your codebase—and proves each fix.
Pangroll maintains a living model of architecture, dependencies, ownership, and prior findings so changes are evaluated in system context.
Pangroll looks for missing tests, brittle assumptions, duplicated logic, unsafe dependencies, security exposure, and edge cases before and after release.
Pangroll works continuously across every change, prioritizes by reachable impact, and sends only evidence-backed repairs to the team for approval.
The payoff
Less risk shipped—with proof, not promises.
6 axesevery PR read like a senior reviewer
Your testsevery fix proven on your own run—not our word
Re-runnablethe exact passing test run attached to every high-severity fix
Nightlydependency CVEs surfaced as they land
Prelaunch · Early access
Help shape the agent that keeps software working.
We’re inviting a small group of software teams to work directly with Pangroll’s founders. Tell us about your team and the maintenance work slowing it down.
- 01Founder-led onboarding around your real codebase and workflows.
- 02Early influence over product priorities, controls, and integrations.
- 03No automatic code changes—your team approves the merge.
EARLY ACCESS / APPLICATIONOPEN