Skip to main content

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.

Thanks to everyone who contributed yesterday: Ankush, Anwesh, Aryan Jain, Awokoya Olawale Davidson, Ceren Camkiran, chaosreload, DevNinja, DIPSHA DAS, Ghraven, GoDiao, Irfan Ansari, John Zakkam, Kartik Sirohi, Malik Amir Hamza, Mayank Bharati, Piyush Tiwari, rameshkumarkoyya, Udit, vignesh Gopikrishnan, and weichao 🙏🚀

Main updates shipped (April 28, 2026)

  • Incident window tool integration (#1036) — Malik Amir Hamza
  • fix(eks): forward stored AWS integration credentials to k8s client builder — chaosreload
  • refactor(utils): extract shared HTTP-post helper for delivery modules — Mayank Bharati
  • refactor(publish): extract GitLab MR write-back into dedicated helper module — Udit
  • refactor(tools): extract shared default_db_warning helper for SQL too… — Awokoya Olawale Davidson
  • synthetic: prevent overdiagnosis in noisy-but-healthy scenario (007) — Ceren Camkiran
  • synthetic: tighten validation and fix RCA reasoning for replication lag red-herring scenario (006) — Ceren Camkiran
  • test(tools): add unit tests for the four GitLab tools — DevNinja
  • refactor(tools): centralize code-host unavailable payload for code-host tools — vignesh Gopikrishnan
  • fix: move app/cli/deploy_test.py into tests/cli/ — Ghraven
  • refactor: move gitlab integration tests to tests/integrations (#901) — Kartik Sirohi
  • test(utils): add direct unit tests for ingest_delivery — DevNinja
  • test: add direct unit tests for app/services/honeycomb/client.py — Aryan Jain
  • Test/add lambda client unit tests — Aryan Jain
  • test(services): add direct unit tests for cloudwatch_client — GoDiao
  • Add tracer integration service tests — rameshkumarkoyya
  • test(cli): add regression test for command/help sync, fix missing guardrails entry — Awokoya Olawale Davidson
  • test: add direct unit tests for Mimir mixin (#881) — Piyush Tiwari
  • Add direct unit tests for app/services/tracer_client/tracer_tools.py — Aryan Jain
  • docs(readme): sync integration matrix with shipped integrations — Ankush

Source pull requests

  • #952 refactor(utils): extract shared HTTP-post helper for delivery modules (author: Mayank Bharati; contributors: Mayank Bharati; labels: none; files: app/utils/delivery_transport.py, app/utils/discord_delivery.py, app/utils/slack_delivery.py, app/utils/telegram_delivery.py, tests/utils/test_delivery_transport.py, tests/utils/test_discord_delivery.py, tests/utils/test_slack_delivery.py, tests/utils/test_telegram_delivery.py)
  • #975 Add direct unit tests for app/services/tracer_client/tracer_tools.py (author: Aryan Jain; contributors: Aryan Jain; labels: none; files: tests/services/tracer_client/test_tracer_tools.py)
  • #960 extended RailwayRemoteOpsProvider tests #907 (author: DIPSHA DAS; contributors: DIPSHA DAS; labels: none; files: tests/remote/test_ops.py)
  • #1018 fix: move app/cli/deploy_test.py into tests/cli/ (author: Ghraven; contributors: Ghraven; labels: none; files: app/cli/deploy_test.py, tests/cli/test_deploy.py)
  • #1021 test(utils): add direct unit tests for ingest_delivery (author: DevNinja; contributors: DevNinja; labels: none; files: tests/utils/test_ingest_delivery.py)
  • #859 test(cli): add direct unit coverage for args helpers (author: John Zakkam; contributors: John Zakkam; labels: none; files: tests/cli/test_args.py)
  • #849 test: move poll_deployment_health tests out of e2e (author: John Zakkam; contributors: John Zakkam; labels: none; files: tests/test_deployment_health.py)
  • #917 refactor: move gitlab integration tests to tests/integrations (#901) (author: Kartik Sirohi; contributors: Kartik Sirohi; labels: none; files: tests/integrations/test_gitlab.py)
  • #1026 refactor(publish): extract GitLab MR write-back into dedicated helper module (author: Udit; contributors: Udit; labels: none; files: app/nodes/publish_findings/gitlab_writeback.py, app/nodes/publish_findings/node.py, tests/nodes/publish_findings/test_gitlab_writeback.py, tests/nodes/publish_findings/test_node.py)
  • #1025 test(tools): add unit tests for ClickHouseQueryActivity and ClickHous… (author: Awokoya Olawale Davidson; contributors: Awokoya Olawale Davidson; labels: none; files: tests/tools/test_clickhouse_query_activity_tool.py, tests/tools/test_clickhouse_system_health_tool.py)
  • #1003 test(tools): add unit tests for the four GitLab tools (author: DevNinja; contributors: DevNinja; labels: none; files: app/tools/GitLabMRsTool/__init__.py, app/tools/GitLabPipelinesTool/__init__.py, tests/tools/test_gitlab_commits_tool.py, tests/tools/test_gitlab_file_tool.py, tests/tools/test_gitlab_mrs_tool.py, tests/tools/test_gitlab_pipelines_tool.py)
  • #1027 refactor(tools): extract shared default_db_warning helper for SQL too… (author: Awokoya Olawale Davidson; contributors: Awokoya Olawale Davidson; 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/__init__.py, app/tools/utils/db_warnings.py, tests/tools/test_azure_sql_current_queries_tool.py, tests/tools/test_azure_sql_slow_queries_tool.py, and 5 more)
  • #974 test: add direct unit tests for app/services/honeycomb/client.py (author: Aryan Jain; contributors: Aryan Jain; labels: none; files: tests/services/test_honeycomb_client.py)
  • #954 Incident window tool integration (author: Malik Amir Hamza; contributors: Malik Amir Hamza; labels: none; files: app/incident_window.py, app/nodes/extract_alert/extract_node.py, app/nodes/investigate/models.py, app/nodes/plan_actions/build_prompt.py, app/nodes/plan_actions/plan_actions.py, app/state/agent_state.py, app/tools/GitDeployTimelineTool/__init__.py, tests/app/test_incident_window.py, tests/app/test_incident_window_cloudwatch_depth.py, tests/app/test_incident_window_extract_wiring.py, and 2 more)
  • #1029 test(cli): add direct unit tests for ollama lifecycle helpers (author: Awokoya Olawale Davidson; contributors: Awokoya Olawale Davidson; labels: none; files: tests/cli/test_local_llm_ollama_lifecycle.py)
  • #863 test(cli): add regression test for command/help sync, fix missing guardrails entry (author: Awokoya Olawale Davidson; contributors: Awokoya Olawale Davidson; labels: none; files: app/cli/layout.py, tests/cli/test_command_help_sync.py)
  • #1015 test(cli): add direct unit tests for CLI layout renderers (author: vignesh Gopikrishnan; contributors: vignesh Gopikrishnan; labels: none; files: app/cli/layout.py, tests/cli/test_layout.py)
  • #1028 Test/add lambda client unit tests (author: Aryan Jain; contributors: Aryan Jain; labels: none; files: tests/services/test_lambda_client.py)
  • #1032 test(services): add direct unit tests for cloudwatch_client (author: GoDiao; contributors: GoDiao; labels: none; files: tests/services/test_cloudwatch_client.py)
  • #1035 Add tracer integration service tests (author: rameshkumarkoyya; contributors: Irfan Ansari and rameshkumarkoyya; labels: none; files: tests/services/tracer_client/test_tracer_integrations.py)
  • #1038 chore: smoke test post-merge celebration workflow (author: Anwesh; contributors: Anwesh; labels: none; files: README.md)
  • #1037 refactor(tools): centralize code-host unavailable payload for code-host tools (author: vignesh Gopikrishnan; contributors: vignesh Gopikrishnan; labels: none; files: app/tools/BitbucketSearchCodeTool/__init__.py, app/tools/GitHubFileContentsTool/__init__.py, app/tools/GitHubSearchCodeTool/__init__.py, app/tools/GitLabFileTool/__init__.py, app/tools/utils/__init__.py, app/tools/utils/code_host_unavailable.py, tests/tools/test_bitbucket_search_code_tool.py, tests/tools/test_code_host_unavailable.py, tests/tools/test_github_file_contents_tool.py, tests/tools/test_github_search_code_tool.py, and 1 more)
  • #1039 chore: spice up post-merge celebration messages (author: Anwesh; contributors: Anwesh; labels: none; files: .github/scripts/merged_pr_celebration_message.py)
  • #1040 test: add direct unit tests for Mimir mixin (#881) (author: Piyush Tiwari; contributors: Piyush Tiwari; labels: none; files: tests/services/test_grafana_mimir.py)
  • #1045 fix(gifs): host celebration GIFs in repo to fix GitHub proxy rendering (author: Anwesh; contributors: Anwesh; labels: none; files: .github/assets/celebrations/celebrate.gif, .github/assets/celebrations/fireworks.gif, .github/assets/celebrations/party.gif, .github/assets/celebrations/ship.gif, .github/assets/celebrations/shipped.gif, .github/assets/celebrations/success.gif, .github/scripts/merged_pr_celebration_message.py)
  • #1047 Update comment for post-merge PR comment workflow test (author: Anwesh; contributors: Anwesh; labels: none; files: README.md)
  • #1049 fix(github): add woohoo.gif and polish post-merge celebration messages (author: Anwesh; contributors: Anwesh; labels: none; files: .github/assets/celebrations/woohoo.gif, .github/scripts/merged_pr_celebration_message.py)
  • #978 synthetic: prevent overdiagnosis in noisy-but-healthy scenario (007) (author: Ceren Camkiran; contributors: Ceren Camkiran; labels: none; files: app/nodes/root_cause_diagnosis/prompt_builder.py, tests/synthetic/rds_postgres/007-connection-pressure-noisy-healthy/QA_VALIDATION.md, tests/synthetic/rds_postgres/007-connection-pressure-noisy-healthy/answer.yml)
  • #942 synthetic: enforce single shared root cause for connection leak scenario (009) (author: Ceren Camkiran; contributors: Ceren Camkiran; labels: none; files: tests/synthetic/rds_postgres/009-dual-fault-connection-cpu/QA_VALIDATION.md, tests/synthetic/rds_postgres/009-dual-fault-connection-cpu/answer.yml)
  • #843 synthetic: tighten validation and fix RCA reasoning for replication lag red-herring scenario (006) (author: Ceren Camkiran; contributors: Ceren Camkiran; labels: none; files: app/nodes/root_cause_diagnosis/prompt_builder.py, tests/synthetic/rds_postgres/006-replication-lag-cpu-redherring/QA_VALIDATION.md, tests/synthetic/rds_postgres/006-replication-lag-cpu-redherring/answer.yml)
  • #976 fix(eks): forward stored AWS integration credentials to k8s client builder (author: chaosreload; contributors: chaosreload and weichao; labels: none; files: app/nodes/plan_actions/detect_sources.py, app/services/eks/eks_client.py, app/services/eks/eks_k8s_client.py, app/services/eks/utils.py, app/tools/EKSDeploymentStatusTool/__init__.py, app/tools/EKSDescribeAddonTool/__init__.py, app/tools/EKSDescribeClusterTool/__init__.py, app/tools/EKSEventsTool/__init__.py, app/tools/EKSListClustersTool/__init__.py, app/tools/EKSListDeploymentsTool/__init__.py, and 7 more)
  • #1055 docs(readme): sync integration matrix with shipped integrations (author: Ankush; contributors: Ankush; labels: none; files: README.md)

Generation metadata

  • Generator version: opensre 2026.4.5
  • Fallback summary used: no
  • UTC window: 2026-04-27T23:00:00+00:00 to 2026-04-28T23:00:00+00:00