The production-ready autonomous multi-agent debugging system. Turn complex Python tracebacks, issue descriptions, and test failures into AST-verified patches and passing test suites without manual intervention.
Create powerful debugging swarms with LangGraph state machines to pinpoint root causes automatically.
Sub-minute traceback diagnosis, AST parsing, and automated patch synthesis with high-throughput inference.
Isolated Docker container execution, read-only volume mounts, and strict memory/timeout quotas.
Ready to build your first agent?
Try It Now →Every bug report traverses an orchestrated pipeline of 8 specialized agents: Diagnosis, Code Analysis, Research RAG, Fix Synthesis, Security Audit, Big-O Profiler, Test Generator, and Sandbox Verification.
Deterministic regression prevention and clean isolation across all agent modules.
Vector similarity indexing over resolved bug archives and documentation with Qdrant.
Docker-isolated sandboxes with ephemeral containers and strict memory boundaries.
State router with conditional review loops: if tests fail, feedback routes back to Fix Agent.
Extracts error type, classifies severity, and identifies line numbers from tracebacks.
Parses Python AST structures, maps variable scopes, and constructs import dependency graphs.
Synthesizes minimal unified diff patches, scored by an independent LLM Patch Reviewer.
Runs syntax compilation and initiates isolated pytest test runs in Docker sandbox.
"Bugify diagnosed an obscure circular import and AttributeError in our repository in 32 seconds. The patch was minimal, correct, and passed all tests without manual intervention."
"The LangGraph orchestration makes this 10x better than single-prompt AI coders. The Patch Reviewer actually rejects poor diffs and asks the Fix Agent to revise them before testing."
"Docker sandbox isolation gives our team complete confidence. Untrusted code modifications are executed inside restricted containers with strict memory and CPU quotas."
Built on Industry-Leading Infrastructure
Self-hosted locally for individual developers and open source teams.
Multi-repo automated monitoring, CI/CD webhooks, & private clusters.
Take your development workflow into the autonomous era. Stop spending hours deciphering tracebacks and let Bugify formulate, review, and test your bug fixes.