Genpact’s Resilient Agent Tool for Fault Tracing (GRAFT)
Genpact · Software Development
Certification per AWS Marketplace.
Evidence tier Source Confirmed · 4 captures on record
What the publisher says
As described on AWS Marketplace.
GRAFT (G’s Resilient Agent Tool for Fault Tracing) is a specialized AI observability and self-healing solution designed for modern, agentic AI applications developed in Python. As the complexity of multi-agent systems increases, so does the need for continuous traceability, fault detection, and root-cause analysis. GRAFT addresses this challenge by embedding a foundation model-powered agent tool that autonomously monitors and understands the behavioral context of your code.
GRAFT is a containerized AI observability platform deployed within a secure AWS VPC, leveraging a modern monolithic architecture orchestrated via Kubernetes or Docker Compose. Developers interact with the system through a GitHub CI/CD pipeline, which pushes code to Amazon Elastic Container Registry (ECR) for versioned, secure deployments. The application stack includes MinIO for object storage, PostgreSQL for transactional logging, and ClickHouse for high-performance analytics on trace data. A CodeOps server that handles LLM-powered fault analysis and healing using Amazon Bedrocks, equipped with a GitHub MCP client, manages infrastructure code workflows. End users access the tool via an API Gateway, which routes traffic to a web server, Redis (for stateful interactions and fast caching), and an asynchronous task worker. This cloud-native architecture ensures scalable, fault-tolerant observability and intelligent debugging for agentic AI systems.
Show the rest of the publisher’s description (2 more lines)
The tool integrates seamlessly with existing development workflows to trace execution paths, analyze stack traces, logic anomalies. Leveraging foundation models hosted via Amazon Bedrock, GRAFT interprets logs, detects failure signatures, and applies intelligent remediation suggestions or fixes. Whether it’s a missing coroutine, or logic fault, GRAFT brings smart observability and resiliency into every stage of your code lifecycle.
GRAFT empowers teams to shift from reactive debugging to proactive, intelligent maintenance. With support for real-time log analysis, self-healing recommendations, and trace-level runtime inspection, GRAFT makes observability not just transparent but intelligent, scalable, and autonomous.
Highlights
Highlighted by the publisher on AWS Marketplace.
Monitor, trace, and self-heal Python-based agentic systems using foundation model-powered agents that analyze execution logs, detect anomalies, and autonomously resolve issues in real time.
Deploy seamlessly in AWS environments with a containerized microservices architecture powered by Kubernetes/Docker Compose, integrated CI/CD via GitHub, and scalable compute through Amazon Bedrock.
Gain full-stack AI observability and debugging intelligence with support for asynchronous task orchestration, high-speed analytics via ClickHouse, and persistent storage using PostgreSQL and MinIO.
Agent build and provenance
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Compliance
- FedRAMPConfirmedNot listed90%, registry-checkedNo FedRAMP Marketplace entry matched this vendor's domain, checked 2026-08-27registry recordas observed 2026-08-27
Confirmed means matched to a public authoritative registry. Claimed means the vendor or its listing states it, not yet cross-checked. A framework not shown was not found in any source we hold, which is not evidence against it. Not listed means a scoped registry check found no match for this vendor's domain: a No is a scoped registry check, not a compliance judgment. Confidence bands: 95% domain-verified, 90% registry-checked, 80% self-attested, 70% weak signal. Self-attested items marked “vendor's site” are gathered from the vendor's own website and are not verified by us.
Vendor
External enrichment · as of 2026-08-29
Sources
Linked repositories
Unknown means this listing does not publish a repository. It is not a statement that the code is closed, and a linked repository is not a claim that the publisher wrote it: the registry computes that relationship privately and does not publish it.
Evidence risk is the share of the build you cannot see before you deploy, not a security rating. Sign in to see the layer-by-layer basis for this band.

