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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: Aniket Rawat, Anwesh, Awokoya Olawale Davidson, Devesh, DevNinja, Enoch, Kevin Espiñeira, Paul Demarecaux, Powlisher, Sundaram Kumar Jha, Yash Kumar Saini, Yash Kumar Saini, and zerone0x 🙏🚀

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Main updates shipped (May 4, 2026)

  • feat(cli): allow switching toolcall model at runtime (#1182) — Awokoya Olawale Davidson
  • refactor: improve RDS storage-full RCA evidence handling — Sundaram Kumar Jha
  • test(tools): add dedicated unit tests for Snowflake, OpenObserve, OpenSearch tools (#790) — Paul Demarecaux
  • tests(kafka): add unit tests for KafkaTopicHealthTool and KafkaConsumerGroupTool — Yash Kumar Saini
  • docs: add LLM providers reference page — DevNinja
  • test(coralogix): add direct unit tests for CoralogixClient — Aniket Rawat
  • test: cover _check_memory_health threshold branches — Kevin Espiñeira
  • clearing backlogs -unit tests for app/cli/tests/discover.py — Devesh
  • clearing backloag -test: add shutdown analytics tests for idempotency… — Devesh
  • fix: move stdlib base64 and json imports to module level in resolve_integrations node — Enoch
  • fix: make test-cov use shell-safe Windows venv path — Sundaram Kumar Jha
  • fix(test): set TEST_KEY before OpenAILLMClient in guardrail test — Anwesh
  • fix(tests): skip localhost-bound update smoke test when sockets are blocked — zerone0x

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Source pull requests

  • #1257 fix(tests): skip localhost-bound update smoke test when sockets are blocked (author: zerone0x; contributors: zerone0x; labels: none; files: tests/cli_smoke_test.py)
  • #1238 test(tools): add dedicated unit tests for Snowflake, OpenObserve, OpenSearch tools (#790) (author: Powlisher; contributors: Paul Demarecaux and Powlisher; labels: none; files: tests/tools/conftest.py, tests/tools/test_openobserve_logs_tool.py, tests/tools/test_opensearch_analytics_tool.py, tests/tools/test_snowflake_query_history_tool.py)
  • #1236 fix: make test-cov use shell-safe Windows venv path (author: Sundaram Kumar Jha; contributors: Sundaram Kumar Jha; labels: none; files: Makefile)
  • #1192 feat(cli): allow switching toolcall model at runtime (#1182) (author: Awokoya Olawale Davidson; contributors: Awokoya Olawale Davidson; labels: none; files: app/cli/interactive_shell/cli_agent.py, app/cli/interactive_shell/commands.py, app/cli/wizard/config.py, tests/cli/interactive_shell/test_cli_agent.py, tests/cli/interactive_shell/test_commands.py)
  • #1262 test: cover _check_memory_health threshold branches (author: Kevin Espiñeira; contributors: Kevin Espiñeira; labels: none; files: tests/remote/test_server.py)
  • #1266 fix: move stdlib base64 and json imports to module level in resolve_integrations node (author: Enoch; contributors: Enoch; labels: none; files: app/nodes/resolve_integrations/node.py)
  • #1270 clearing backlogs -unit tests for app/cli/tests/discover.py (author: Devesh; contributors: Devesh; labels: none; files: tests/cli/test_discover.py)
  • #1271 clearing backloag -test: add shutdown analytics tests for idempotency… (author: Devesh; contributors: Devesh; labels: none; files: tests/analytics/test_provider.py)
  • #1264 tests(kafka): add unit tests for KafkaTopicHealthTool and KafkaConsumerGroupTool (author: Yash Kumar Saini; contributors: Yash Kumar Saini and Yash Kumar Saini; labels: none; files: tests/tools/test_kafka_consumer_group_tool.py, tests/tools/test_kafka_topic_health_tool.py)
  • #1279 refactor: improve RDS storage-full RCA evidence handling (author: Sundaram Kumar Jha; contributors: Sundaram Kumar Jha; labels: none; files: app/nodes/investigate/processing/post_process.py, app/nodes/plan_actions/build_prompt.py, app/nodes/root_cause_diagnosis/prompt_builder.py, app/tools/GrafanaAlertRulesTool/__init__.py, app/tools/utils/metric_summary.py, tests/nodes/root_cause_diagnosis/test_rds_grafana_evidence.py, tests/tools/test_grafana_alert_rules_tool.py, tests/tools/test_grafana_metrics_tool.py)
  • #1280 fix(test): set TEST_KEY before OpenAILLMClient in guardrail test (author: Anwesh; contributors: Anwesh; labels: none; files: tests/test_guardrails/test_llm_integration.py)
  • #1261 docs: add LLM providers reference page (author: DevNinja; contributors: DevNinja; labels: pending triage; files: docs/docs.json, docs/llm-providers.mdx)
  • #1282 test(coralogix): add direct unit tests for CoralogixClient (author: Aniket Rawat; contributors: Aniket Rawat; labels: none; files: tests/services/test_coralogix_client.py)

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Generation metadata

  • Generator version: opensre 2026.4.5
  • Fallback summary used: no
  • UTC window: 2026-05-03T23:00:00+00:00 to 2026-05-04T23:00:00+00:00