Thanks to everyone who contributed yesterday: Anwesh, Aryan Jain, Awokoya Olawale Davidson, Ceren Camkiran, Joey Roth, John Zakkam, Kartik Sirohi, Malik Amir Hamza, Mateus Scheuer Macedo, Richard Coker, Rohit Rajan, Rohit Rajan, Ryjen1, Udit, vignesh Gopikrishnan, vincenthus, WatchTree-19, Yash Kumar Saini, and Yassir Maknaoui 🙏🚀Documentation Index
Fetch the complete documentation index at: https://opensre.com/docs/llms.txt
Use this file to discover all available pages before exploring further.
Main updates shipped (April 29, 2026)
- feat: interactive REPL — the first step toward a Claude-Code-style SRE terminal (#243) — Yash Kumar Saini
- feat: add Argo CD deployment investigation integration (#320) — Mateus Scheuer Macedo
- feat: add Apache Airflow integration with DAG/task evidence and tests (#330) — Ceren Camkiran
- Adaptive incident window: expand-on-empty-deploy-timeline — Malik Amir Hamza
- refactor(tools): resolve action labels from registry metadata (#870) — John Zakkam
- fix: resolve synthetic RDS scenario 008 scoring and planner loops (#604) — Yassir Maknaoui
- refactor(wizard): split integration health validators into grouped modules (#873) — vignesh Gopikrishnan
- fix(airflow): correct tool source, StrictConfigModel, surfaces, exception-recovery test — Yash Kumar Saini
- refactor: extract shared SQL wrapper helper for repeated tool flow (#894) — Maryjane Okafor
- refactor(utils): extract shared truncate() helper, replace six inline _truncate() implementations (#1056) — Udit
- auto-configure PATH in shell profile after install (#1063) — Rohit Rajan
- feat(cli): harden test inventory discovery and UX (#172) — Awokoya Olawale Davidson
- refactor: move Notion client to app/services/ (#898) — Aryan Jain
- refactor: centralize credential and param extraction for eks workload list (#895) — Richard Coker
- test: add direct unit tests for tempo mixin (#882) — Kartik Sirohi
- test(grafana): add direct unit tests for LokiMixin.query_loki (#880) — WatchTree-19
- test(tools): add unit tests for Bitbucket tools (#992) — vignesh Gopikrishnan
- Create airflow_integration.mdx (#1020) — Ceren Camkiran
- Fix Makefile Ruff targets to use configured Python (#176) — Joey Roth
- chore(github): trim celebration GIFs and add three new merge GIFs — Anwesh
Source pull requests
- #1062 Fix Makefile Ruff targets to use configured Python (author: Joey Roth; contributors: Joey Roth; labels: none; files:
Makefile) - #844 fix: resolve synthetic RDS scenario 008 scoring and planner loops (author: Yassir Maknaoui; contributors: Yassir Maknaoui; labels: none; files:
app/nodes/investigate/processing/post_process.py,app/nodes/investigate/types.py,app/nodes/plan_actions/build_prompt.py,app/nodes/plan_actions/plan_actions.py,tests/nodes/plan_actions/test_reroute_and_budget.py,tests/synthetic/rds_postgres/run_suite.py,tests/synthetic/rds_postgres/test_suite.py) - #945 refactor: move Notion client to app/services/ (author: Aryan Jain; contributors: Aryan Jain; labels: none; files:
.cursor/rules/integrations.mdc,app/integrations/clients/notion/__init__.py,app/services/notion/__init__.py,app/services/notion/client.py,tests/integrations/test_notion_client.py) - #915 refactor(tools): resolve action labels from registry metadata (author: John Zakkam; contributors: John Zakkam; labels: none; files:
app/output.py,app/remote/reasoning.py,app/tools/BetterStackLogsTool/__init__.py,app/tools/CloudWatchLogsTool/__init__.py,app/tools/DataDogContextTool/__init__.py,app/tools/DataDogEventsTool/__init__.py,app/tools/DataDogLogsTool/__init__.py,app/tools/DataDogMonitorsTool/__init__.py,app/tools/GrafanaAlertRulesTool/__init__.py,app/tools/GrafanaLogsTool/__init__.py, and 18 more) - #1074 Adaptive incident window: expand-on-empty-deploy-timeline (author: Malik Amir Hamza; contributors: Malik Amir Hamza; labels: none; files:
app/incident_window.py,app/investigation_constants.py,app/nodes/__init__.py,app/nodes/adapt_window/__init__.py,app/nodes/adapt_window/node.py,app/nodes/adapt_window/rules.py,app/pipeline/graph.py,app/state/agent_state.py,tests/app/test_incident_window.py,tests/nodes/adapt_window/__init__.py, and 3 more) - #958 refactor(wizard): split integration health validators into grouped modules (author: vignesh Gopikrishnan; contributors: vignesh Gopikrishnan; labels: none; files:
app/cli/wizard/integration_health.py,app/cli/wizard/integration_validators/__init__.py,app/cli/wizard/integration_validators/client_validators.py,app/cli/wizard/integration_validators/http_probe_validators.py,app/cli/wizard/integration_validators/mcp_validators.py,app/cli/wizard/integration_validators/shared.py,tests/cli/wizard/test_integration_health.py) - #1059 test: add direct unit tests for tempo mixin (#882) (author: Kartik Sirohi; contributors: Kartik Sirohi; labels: none; files:
app/services/grafana/tempo.py,tests/services/test_grafana_tempo.py) - #570 feat: add Apache Airflow integration with DAG/task evidence and tests (author: Ceren Camkiran; contributors: Ceren Camkiran and vincenthus; labels: none; files:
app/integrations/airflow.py,app/integrations/catalog.py,app/integrations/models.py,app/nodes/plan_actions/build_prompt.py,app/nodes/plan_actions/detect_sources.py,app/nodes/plan_actions/plan_actions.py,app/tools/TracerAirflowDAGTool/__init__.py,packaging/sync_release_version.py,tests/e2e/airflow/__init__.py,tests/e2e/airflow/fixtures/airflow_task_failure_alert.json, and 4 more) - #1075 chore(github): trim celebration GIFs and add three new merge GIFs (author: Anwesh; contributors: Anwesh; labels: none; files:
.github/assets/celebrations/merge-celebrate-1.gif,.github/assets/celebrations/merge-celebrate-2.gif,.github/assets/celebrations/merge-celebrate-3.gif,.github/assets/celebrations/office-dance.gif,.github/assets/celebrations/office-win.gif,.github/assets/celebrations/office-yes.gif,.github/assets/celebrations/winner.gif,.github/scripts/merged_pr_celebration_message.py) - #1066 feat(cli): harden test inventory discovery and UX (#172) (author: Awokoya Olawale Davidson; contributors: Awokoya Olawale Davidson; labels: none; files:
app/cli/commands/tests.py,app/cli/tests/discover.py,app/cli/tests/runner.py,tests/cli/test_cli_inventory.py,tests/cli/test_discover.py) - #1077 fix(airflow): correct tool source, StrictConfigModel, surfaces, exception-recovery test (author: Yash Kumar Saini; contributors: Yash Kumar Saini; labels: none; files:
app/integrations/airflow.py,app/tools/TracerAirflowDAGTool/__init__.py,app/types/evidence.py,tests/integrations/test_airflow.py) - #591 feat: interactive REPL — the first step toward a Claude-Code-style SRE terminal (author: Yash Kumar Saini; contributors: Rohit Rajan, vincenthus, and Yash Kumar Saini; labels:
product direction; files:README.md,app/cli/__main__.py,app/cli/commands/__init__.py,app/cli/commands/agent.py,app/cli/commands/general.py,app/cli/investigate.py,app/cli/layout.py,app/cli/interactive_shell/__init__.py,app/cli/interactive_shell/banner.py,app/cli/interactive_shell/commands.py, and 15 more) - #948 feat: add Argo CD deployment investigation integration (author: Mateus Scheuer Macedo; contributors: Mateus Scheuer Macedo; labels: none; files:
.env.example,app/cli/constants.py,app/integrations/catalog.py,app/integrations/models.py,app/integrations/verify.py,app/nodes/investigate/processing/post_process.py,app/nodes/plan_actions/detect_sources.py,app/nodes/root_cause_diagnosis/evidence_checker.py,app/services/argocd/__init__.py,app/services/argocd/client.py, and 13 more) - #1058 Create airflow_integration.mdx (author: Ceren Camkiran; contributors: Ceren Camkiran; labels: none; files:
docs/airflow.mdx,docs/docs.json) - #1080 refactor(utils): extract shared truncate() helper, replace six inline _truncate() implementations (author: Udit; contributors: Udit; labels: none; files:
app/integrations/azure_sql.py,app/integrations/mariadb.py,app/integrations/mysql.py,app/nodes/publish_findings/gitlab_writeback.py,app/utils/discord_delivery.py,app/utils/telegram_delivery.py,app/utils/truncation.py,tests/nodes/publish_findings/test_gitlab_writeback.py,tests/test_mariadb_integration.py,tests/utils/test_truncation.py) - #1084 refactor: extract shared SQL wrapper helper for repeated tool flow (author: Maryjane Okafor; contributors: Maryjane Okafor and Ryjen1; labels: none; files:
app/tools/AzureSQLCurrentQueriesTool/__init__.py,app/tools/AzureSQLSlowQueriesTool/__init__.py,app/tools/MariaDBProcessListTool/__init__.py,app/tools/MySQLCurrentProcessesTool/__init__.py,app/tools/PostgreSQLCurrentQueriesTool/__init__.py,app/tools/PostgreSQLSlowQueriesTool/__init__.py,app/tools/utils/sql_wrapper.py,tests/tools/test_sql_wrapper.py) - #1088 feat(github): add 16 PR celebration message templates (author: Anwesh; contributors: Anwesh; labels: none; files:
.github/scripts/merged_pr_celebration_message.py) - #1017 test(tools): add unit tests for Bitbucket tools (author: vignesh Gopikrishnan; contributors: vignesh Gopikrishnan; labels: none; files:
app/tools/BitbucketSearchCodeTool/__init__.py,tests/tools/test_bitbucket_commits_tool.py,tests/tools/test_bitbucket_file_contents_tool.py,tests/tools/test_bitbucket_search_code_tool.py) - #1082 test(grafana): add direct unit tests for LokiMixin.query_loki (author: WatchTree-19; contributors: WatchTree-19; labels: none; files:
tests/services/test_grafana_loki.py) - #1064 auto-configure PATH in shell profile after install (author: Rohit Rajan; contributors: Rohit Rajan and Rohit Rajan; labels: none; files:
install.sh,tests/cli/test_install_sh_path.py) - #1089 refactor: centralize credential and param extraction for eks workload list (author: Richard Coker; contributors: Richard Coker; labels: none; files:
app/tools/EKSListClustersTool/__init__.py,app/tools/EKSListDeploymentsTool/__init__.py,app/tools/EKSListPodsTool/__init__.py,app/tools/utils/eks_workload_helper.py,tests/tools/utils/test_eks_workload_helper.py)
Generation metadata
- Generator version:
opensre 2026.4.5 - Fallback summary used:
no - UTC window:
2026-04-28T23:00:00+00:00to2026-04-29T23:00:00+00:00
Tracer