ProjectAgentic Tools · 2026
Reckon
A read-only agent workspace for investigating production incidents across observability, CI/CD, cloud, databases, and source control.
- Claude Code
- Codex
- Go
- Grafana
- Jenkins
- CubeAPM
- AWS
- Kubernetes
Agentic Tools · Project
Overview
Reckon is a read-only workspace for talking to production infrastructure. It gives a coding agent a carefully scoped toolbelt for investigating incidents, correlating signals, and producing root-cause analyses without turning unrestricted shell access into the safety model.

The Thesis
For production debugging, the hard problem is not another agent framework. It is environment design: which systems the agent can reach, how credentials are isolated, where writes are blocked, and when the operator should feel deliberate friction.
One Workspace, One Environment
Each clone is pinned to a single environment. Credentials live inside that clone through XDG-aware configuration and explicit AWS paths, so production and staging sessions cannot accidentally share authentication state.
The Toolbelt
Reckon connects observability, deployments, cloud resources, message brokers, orchestration, caches, and databases. Purpose-built Go CLIs expose Grafana, Jenkins, CubeAPM, Elasticsearch, and other systems with predictable verbs and JSON output.
Layered Read-Only Safety
Database safety is enforced at independent layers:
- Read-only database roles
- Read-only session configuration
- Agent approval friction for high-risk clients
No single configuration mistake is expected to carry the entire safety boundary.
The RCA Workflow
The agent assesses alerts, investigates traces and logs, checks metrics, correlates deployments, maps dependencies, and produces a hypothesis with supporting timestamps and evidence. Prior incident reports can remain in the workspace as patterns for later investigations.
Agent-Friendly Interfaces
The custom CLIs use structured output, discoverable resource/action commands, clean stdout and stderr, and isolated configuration. Those details make the difference between giving an agent a tool and giving it a tool it can use reliably.
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