Built for serious engineering
Every feature designed for production use. Enterprise safety, full observability, and a self-improving engine that gets better with every fix.
8+ Specialized AI Agents
Each agent is an expert at its job. Together, they form a complete autonomous development team.
PlannerAgentClaude Haiku
Analyzes tickets and repository structure to produce implementation plans with exact file targets.
CoderAgentClaude Sonnet
Generates production-ready code in intelligent batches with self-healing loops for test failures.
ReviewerAgentClaude Sonnet
Pre-merge code review detects logic errors, security flaws, breaking changes, and N+1 queries.
SecurityAgentClaude Sonnet
Scans for OWASP-class vulnerabilities: injection, hardcoded secrets, XSS, and more.
RootCauseAgentClaude Sonnet
Deep analysis of tickets to determine the actual underlying problem, not just symptoms.
ImpactSimulationClaude Sonnet
Models expected behavioral changes before code is written. Prevents unintended side effects.
TestGenAgentClaude Sonnet
Automatically creates test cases for generated code to ensure correctness and coverage.
RegressionAgentClaude Sonnet
Identifies risk of breaking existing functionality and flags areas needing attention.
Smart Context Selection
The right files, every time. Hybrid ranking ensures the AI sees exactly what it needs.
Dependency Graph Analysis
Analyzes imports, function calls, and code dependencies to understand impact scope. 40% weight in file ranking.
Semantic Search
All-MiniLM-L6-v2 embeddings with cosine similarity scoring find conceptually related files. 40% weight.
Code Similarity
Pattern matching identifies structurally similar code that should be modified consistently. 20% weight.
Repo Intelligence Layer
TF-vector based knowledge base per repository. Custom rules (naming, architecture, forbidden patterns) validated automatically.
Multi-Layer Safety Net
Every line of generated code passes through multiple validation stages before it reaches your repository.
ExecutionGuard
Blocks suspicious changes: path security, diff line limits (max 1500), file count limits, syntax validation.
Plan Quality Guard
Validates PlannerAgent output before code generation begins. Catches architectural issues early.
Post-Generation Validator
16 checks on generated code: behavior mismatch, overfit fixes, regression risk, runtime risk, and more.
Decision Engine
auto_apply / needs_review / block decisions with confidence scoring. Humans approve when risk is detected.
Commit Policy Controls
Configure mode (manual/auto/conditional), max files, allowed risk levels, blocked paths, and minimum confidence.
AES-256-GCM Encryption
VCS credentials encrypted at rest. Stored as iv:authTag:ciphertext. SSRF protection on all external URLs.
Gets Smarter Over Time
The only AI coding platform that learns from your team's feedback and continuously improves.
Pattern Learning
Identifies successful code patterns from accepted fixes. 7 pattern types detected automatically.
Weight Calibration
Per-signal rejection rates calibrated from real outcomes. Damped lift formula prevents overcorrection.
Failure Memory
Blocks patterns with 70%+ rejection rate after 3+ attempts. Injected as DO NOT USE instructions.
Contextual Weights
3-tier system: repo-specific (20+ samples), problem-type (10+), and global. Most specific tier wins.
Strategy Boosting
Successful strategies get +0.10 confidence boost. Failing strategies get -0.05 penalty. Per problem type.
Reasoning Patterns
Extracts structural reasoning from approved fixes. Jaccard similarity matching for similar future problems.
Full Transparency Dashboard
See everything: reasoning traces, cost breakdowns, worker health, and activity streams in real-time.
Reasoning Traces
7-layer expandable timeline: Root Cause, Graph Path, Impact Simulation, Solution Strategy, Approach Selection, Pattern Recognition, Exploration Compliance.
Cost Analytics
Daily cost charts, per-repo breakdown, agent-level costs, token efficiency metrics. Know exactly where every dollar goes.
Worker Health Dashboard
Real-time worker status, jobs running, heartbeat monitoring, stuck job detection, and cluster health.
Activity Stream
Live event log with 3-second polling. Color-coded by type, filterable by ticket, with pause/resume.
See it in action
Schedule a personalized demo and see how EnsureFix handles your real tickets, in your real repos.