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: Aayush Pratap Singh, Aayush Pratap Singh, Anwesh, Aryan Jain, Awokoya Olawale Davidson, Ceren Camkiran, Devesh, igor-berger, Jet, MAREDDY SAI TEJAS, mazenessam77, Richard Coker, Rohit Rajan, Rohit Rajan, Shubham Solanke, Sundaram Kumar Jha, vidhishah2209, vincenthus, and yashksaini-coder 🙏🚀

​
Main updates shipped (May 5, 2026)

  • feat(integrations): support Cursor Agent CLI as non-interactive LLM backend — Ceren Camkiran
  • feat(opencode-cli): add opencode cli as llm cli provider — Richard Coker
  • feat(rds): RDS integration with describe instance and events tools — mazenessam77
  • feat(integrations): support Kimi Code CLI as non-interactive LLM backend — Aryan Jain
  • fix(analytics): persist unique CLI install IDs — vincenthus
  • fix(llm-cli): harden codex and claude-code auth probe paths — Anwesh
  • fix(claude-code): parse auth status JSON before exit code; use authMethod (#1260) — Awokoya Olawale Davidson
  • fix/added universal Bedrock model support using Converse API. fixes #1306 — Shubham Solanke
  • fix(rca): surface bad-query Performance Insights evidence — Sundaram Kumar Jha
  • fix(analytics): honour OPENSRE_NO_TELEMETRY to prevent CLI smoke test timeouts — MAREDDY SAI TEJAS
  • chore(deps): commit uv.lock and lock CI to uv sync — Anwesh
  • fix(llm): lazy OpenAI client init fix regression tests and Run full tests in PR CI — Anwesh
  • fix(cli): remove summary block from onboard completion output — Rohit Rajan
  • fix: improve WAL-driven replication lag RCA (scenario 001) + add QA validation — Ceren Camkiran
  • fix(release-announcements): include role mention in Discord release announcement — Devesh
  • test(airflow-routing): require connection_verified on openclaw fixture — Awokoya Olawale Davidson
  • test: add filesystem fallback tests for analytics provider (#1119) — vidhishah2209
  • docs: fix contributing guide links — Aayush Pratap Singh
  • revert(ci): skip coverage artifact upload on fork PRs — Anwesh
  • test(wizard): fix Claude Code flow test after demo step removal — Anwesh

​
Source pull requests

  • #1291 fix(llm): lazy OpenAI client init fix regression tests and Run full tests in PR CI (author: Anwesh; contributors: Anwesh; labels: ci:windows; files: .github/workflows/ci.yml, app/services/llm_client.py, tests/services/test_llm_client.py, tests/test_guardrails/test_llm_integration.py)
  • #1276 test: add filesystem fallback tests for analytics provider (#1119) (author: vidhishah2209; contributors: Anwesh and vidhishah2209; labels: none; files: tests/analytics/test_provider.py)
  • #1296 revert(ci): skip coverage artifact upload on fork PRs (author: Anwesh; contributors: Anwesh; labels: none; files: .github/workflows/ci.yml)
  • #1293 fix(cli): remove summary block from onboard completion output (author: Rohit Rajan; contributors: Rohit Rajan and Rohit Rajan; labels: none; files: app/cli/wizard/flow.py, tests/cli/wizard/test_flow.py, tests/cli_smoke_test.py)
  • #1295 fix(llm-cli): harden codex and claude-code auth probe paths (author: Anwesh; contributors: Anwesh; labels: ci:windows; files: app/cli/commands/doctor.py, app/cli/interactive_shell/cli_agent.py, app/integrations/llm_cli/AGENTS.md, app/integrations/llm_cli/binary_resolver.py, app/integrations/llm_cli/claude_code.py, app/integrations/llm_cli/codex.py, app/integrations/llm_cli/runner.py, app/integrations/llm_cli/subprocess_env.py, tests/cli/interactive_shell/test_cli_agent.py, tests/cli/test_doctor.py, and 6 more)
  • #1297 test(wizard): fix Claude Code flow test after demo step removal (author: Anwesh; contributors: Anwesh; labels: none; files: tests/cli/wizard/test_flow.py)
  • #1303 test(airflow-routing): require connection_verified on openclaw fixture (author: Awokoya Olawale Davidson; contributors: Awokoya Olawale Davidson; labels: none; files: tests/nodes/plan_actions/test_airflow_routing.py)
  • #1302 fix(claude-code): parse auth status JSON before exit code; use authMethod (#1260) (author: Awokoya Olawale Davidson; contributors: Awokoya Olawale Davidson; labels: none; files: app/integrations/llm_cli/claude_code.py, tests/integrations/llm_cli/test_claude_code_adapter.py)
  • #1149 feat(integrations): support Cursor Agent CLI as non-interactive LLM backend (author: Ceren Camkiran; contributors: Anwesh and Ceren Camkiran; labels: llm-cli; files: .env.example, app/cli/investigation/investigate.py, app/cli/wizard/config.py, app/config.py, app/integrations/llm_cli/AGENTS.md, app/integrations/llm_cli/__init__.py, app/integrations/llm_cli/cursor.py, app/integrations/llm_cli/errors.py, app/integrations/llm_cli/registry.py, app/integrations/llm_cli/runner.py, and 4 more)
  • #1310 fix(release-announcements): include role mention in Discord release announcement (author: Devesh; contributors: Devesh; labels: none; files: .github/workflows/release-announcements.yml)
  • #1312 docs: fix contributing guide links (author: Aayush Pratap Singh; contributors: Aayush Pratap Singh and Aayush Pratap Singh; labels: none; files: CONTRIBUTING.md)
  • #1196 feat(opencode-cli): add opencode cli as llm cli provider (author: Richard Coker; contributors: Anwesh and Richard Coker; labels: llm-cli, needs-work; files: .env.example, app/cli/wizard/config.py, app/cli/wizard/flow.py, app/config.py, app/integrations/llm_cli/AGENTS.md, app/integrations/llm_cli/claude_code.py, app/integrations/llm_cli/codex.py, app/integrations/llm_cli/cursor.py, app/integrations/llm_cli/env_overrides.py, app/integrations/llm_cli/opencode.py, and 6 more)
  • #1292 chore(deps): commit uv.lock and lock CI to uv sync (author: Anwesh; contributors: Anwesh; labels: ci:windows, pending triage; files: .github/dependabot.yml, .github/workflows/ci-labels-windows.yml, .github/workflows/ci.yml, .github/workflows/synthetic-tests.yml, .github/workflows/weekly-synthetic-and-deps-canary.yml, .gitignore, CONTRIBUTING.md, Makefile, README.md, SETUP.md, and 1 more)
  • #1321 chore(deps): bump types-requests from 2.33.0.20260408 to 2.33.0.20260503 (author: dependabot[bot]; contributors: no human contributors recorded in merged PRs today; labels: dependencies, python:uv; files: uv.lock)
  • #1331 chore(deps): bump ruff from 0.15.11 to 0.15.12 (author: dependabot[bot]; contributors: no human contributors recorded in merged PRs today; labels: dependencies, python:uv; files: uv.lock)
  • #1327 chore(deps): bump opentelemetry-instrumentation from 0.62b0 to 0.62b1 (author: dependabot[bot]; contributors: no human contributors recorded in merged PRs today; labels: dependencies, python:uv; files: uv.lock)
  • #1322 chore(deps): bump google-api-python-client from 2.194.0 to 2.195.0 (author: dependabot[bot]; contributors: no human contributors recorded in merged PRs today; labels: dependencies, python:uv; files: uv.lock)
  • #1333 chore(deps): bump langchain-anthropic from 1.4.1 to 1.4.3 (author: dependabot[bot]; contributors: no human contributors recorded in merged PRs today; labels: dependencies, python:uv; files: uv.lock)
  • #1332 chore(deps): bump google-auth from 2.49.2 to 2.50.0 (author: dependabot[bot]; contributors: no human contributors recorded in merged PRs today; labels: dependencies, python:uv; files: uv.lock)
  • #1330 chore(deps): bump tzdata from 2026.1 to 2026.2 (author: dependabot[bot]; contributors: no human contributors recorded in merged PRs today; labels: dependencies, python:uv; files: uv.lock)
  • #1329 chore(deps): bump langsmith from 0.7.33 to 0.8.0 (author: dependabot[bot]; contributors: no human contributors recorded in merged PRs today; labels: dependencies, python:uv; files: uv.lock)
  • #1328 chore(deps): bump langchain-core from 1.3.0 to 1.3.2 (author: dependabot[bot]; contributors: no human contributors recorded in merged PRs today; labels: dependencies, python:uv; files: uv.lock)
  • #1326 chore(deps): bump cryptography from 46.0.7 to 48.0.0 (author: dependabot[bot]; contributors: no human contributors recorded in merged PRs today; labels: dependencies, python:uv; files: uv.lock)
  • #1325 chore(deps): bump boto3 from 1.42.94 to 1.43.3 (author: dependabot[bot]; contributors: no human contributors recorded in merged PRs today; labels: dependencies, python:uv; files: uv.lock)
  • #1324 chore(deps): bump opentelemetry-api from 1.41.0 to 1.41.1 (author: dependabot[bot]; contributors: no human contributors recorded in merged PRs today; labels: dependencies, python:uv; files: uv.lock)
  • #1323 chore(deps): bump fastapi from 0.136.0 to 0.136.1 (author: dependabot[bot]; contributors: no human contributors recorded in merged PRs today; labels: dependencies, python:uv; files: uv.lock)
  • #1337 chore(deps): bump opentelemetry-instrumentation-requests from 0.62b0 to 0.62b1 (author: dependabot[bot]; contributors: no human contributors recorded in merged PRs today; labels: dependencies, python:uv; files: uv.lock)
  • #1336 chore(deps): bump opentelemetry-instrumentation-botocore from 0.62b0 to 0.62b1 (author: dependabot[bot]; contributors: no human contributors recorded in merged PRs today; labels: dependencies, python:uv; files: uv.lock)
  • #1335 chore(deps): bump anthropic from 0.96.0 to 0.99.0 (author: dependabot[bot]; contributors: no human contributors recorded in merged PRs today; labels: dependencies, python:uv; files: uv.lock)
  • #1334 chore(deps): bump langchain-openai from 1.2.0 to 1.2.1 (author: dependabot[bot]; contributors: no human contributors recorded in merged PRs today; labels: dependencies, python:uv; files: uv.lock)
  • #1214 fix: improve WAL-driven replication lag RCA (scenario 001) + add QA validation (author: Ceren Camkiran; contributors: Ceren Camkiran; labels: pending triage; files: tests/synthetic/rds_postgres/001-replication-lag/QA_VALIDATION.md, tests/synthetic/rds_postgres/001-replication-lag/answer.yml, tests/synthetic/rds_postgres/run_suite.py)
  • #1268 fix(rca): surface bad-query Performance Insights evidence (author: Sundaram Kumar Jha; contributors: Sundaram Kumar Jha; labels: pending triage; files: app/nodes/root_cause_diagnosis/prompt_builder.py, tests/nodes/root_cause_diagnosis/test_prompt_builder.py)
  • #1308 fix/added universal Bedrock model support using Converse API. fixes #1306 (author: Shubham Solanke; contributors: Anwesh and Shubham Solanke; labels: needs-work; files: .env.example, app/services/llm_client.py, docs/llm-providers.mdx, tests/services/test_llm_client.py)
  • #1287 feat(rds): RDS integration with describe instance and events tools (author: mazenessam77; contributors: igor-berger and mazenessam77; labels: pending triage; files: app/integrations/_catalog_impl.py, app/integrations/rds.py, app/nodes/plan_actions/detect_sources.py, app/tools/RDSDescribeInstanceTool/__init__.py, app/tools/RDSEventsTool/__init__.py, app/types/evidence.py, docs/docs.json, docs/rds.mdx, tests/integrations/test_rds.py, tests/tools/test_rds_tools.py)
  • #1139 feat(integrations): support Kimi Code CLI as non-interactive LLM backend (author: Aryan Jain; contributors: Anwesh, Aryan Jain, and yashksaini-coder; labels: llm-cli, needs-work; files: .env.example, app/cli/wizard/config.py, app/cli/wizard/flow.py, app/config.py, app/integrations/llm_cli/AGENTS.md, app/integrations/llm_cli/binary_resolver.py, app/integrations/llm_cli/kimi.py, app/integrations/llm_cli/registry.py, app/integrations/llm_cli/runner.py, app/integrations/llm_cli/subprocess_env.py, and 2 more)
  • #1348 fix(analytics): persist unique CLI install IDs (author: vincenthus; contributors: vincenthus; labels: none; files: .env.example, README.md, app/analytics/events.py, app/analytics/provider.py, app/cli/__main__.py, app/cli/commands/agent.py, app/cli/commands/deploy.py, app/cli/commands/general.py, app/cli/commands/integrations.py, app/cli/commands/tests.py, and 32 more)
  • #1350 fix(analytics): honour OPENSRE_NO_TELEMETRY to prevent CLI smoke test timeouts (author: MAREDDY SAI TEJAS; contributors: Jet, MAREDDY SAI TEJAS, and vincenthus; labels: none; files: app/analytics/provider.py, tests/analytics/test_provider.py, tests/cli/test_main.py)

​
Generation metadata

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