[
  {
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    "opportunityId": "opp-agentops-lite",
    "source": "github-repos",
    "title": "boshu2/agentops",
    "url": "https://github.com/boshu2/agentops",
    "description": "Independent verification for coding agents. A change isn't done until a different model or a real test checks it, and the verdict is recorded in your repo.",
    "signal": "Active AgentOps or agent observability repo; candidate for lighter Cloudflare-based alternative or integration. Stars: 404; pushed: 2026-07-06.",
    "nextAction": "Check supported integrations and missing lightweight webhook/reporting path.",
    "score": 93,
    "capturedAt": "2026-07-06T13:19:30.480Z"
  },
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    "opportunityId": "opp-agentops-lite",
    "source": "github-repos",
    "title": "MAX-API-Next/MAX-API",
    "url": "https://github.com/MAX-API-Next/MAX-API",
    "description": "MAX API Next 社区是由来自科研机构和高校的 AGI 爱好者组织发起、维护和运营的研究驱动型技术社区，聚焦 AI Models 与 Agents 治理方向，致力于建设面向 AGI 应用时代的开放基础设施。社区关注多模型与多平台接入、国产模型持续适配、AgentOps 工程实践、成本审计、权限与安全边界、私有化部署和长期运营优化，目标是把模型服务、Agent 应用、用户组织和上游平台之间的共性治理问题沉淀为稳定、可复用、可持续演进的工程能力。",
    "signal": "Active AgentOps or agent observability repo; candidate for lighter Cloudflare-based alternative or integration. Stars: 118; pushed: 2026-07-06.",
    "nextAction": "Check supported integrations and missing lightweight webhook/reporting path.",
    "score": 89,
    "capturedAt": "2026-07-06T13:19:30.480Z"
  },
  {
    "id": "gh-repo-1212854568",
    "opportunityId": "opp-llm-cost-guardrails",
    "source": "github-repos",
    "title": "sergey-homenko/llm_cost_tracker",
    "url": "https://github.com/sergey-homenko/llm_cost_tracker",
    "description": "Rails-native LLM cost ledger: track spend by provider, model, and feature with self-hosted storage and budget guardrails.",
    "signal": "Repo relates to OpenAI cost tracking; candidate for budget guardrail and alerting validation. Stars: 44; pushed: 2026-07-06.",
    "nextAction": "Check whether per-user budget, retry caps, and model fallback are present.",
    "score": 85,
    "capturedAt": "2026-07-06T13:19:30.479Z"
  },
  {
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    "opportunityId": "opp-agentic-pr-triage",
    "source": "github-prs",
    "title": "aerospike: optional native operate-path for mod-teranode UDFs",
    "url": "https://github.com/bsv-blockchain/teranode/pull/828",
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    "signal": "Recent PR discussion around Copilot, failures, or CI; candidate for AI PR failure taxonomy. Comments: 7; updated: 2026-07-06.",
    "nextAction": "Classify failure reason and draft a maintainer-friendly triage comment.",
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    "capturedAt": "2026-07-06T13:19:30.509Z"
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    "opportunityId": "opp-agentic-pr-triage",
    "source": "github-prs",
    "title": "fix index status endpoint to reflect actual scan progress",
    "url": "https://github.com/scylladb/vector-store/pull/404",
    "description": "scylladb/vector-store",
    "signal": "Recent PR discussion around Copilot, failures, or CI; candidate for AI PR failure taxonomy. Comments: 22; updated: 2026-07-06.",
    "nextAction": "Classify failure reason and draft a maintainer-friendly triage comment.",
    "score": 82,
    "capturedAt": "2026-07-06T13:19:30.509Z"
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    "opportunityId": "opp-agentic-pr-triage",
    "source": "github-prs",
    "title": "chore(deps-dev): bump the dev-dependencies group with 3 updates",
    "url": "https://github.com/reaatech/session-continuity-kit/pull/26",
    "description": "reaatech/session-continuity-kit",
    "signal": "Recent PR discussion around Copilot, failures, or CI; candidate for AI PR failure taxonomy. Comments: 2138; updated: 2026-07-06.",
    "nextAction": "Classify failure reason and draft a maintainer-friendly triage comment.",
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    "capturedAt": "2026-07-06T13:19:30.509Z"
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    "opportunityId": "opp-agentic-pr-triage",
    "source": "github-prs",
    "title": "docs: add WR artifact for photobiomodulation mobile app request",
    "url": "https://github.com/midnghtsapphire/revvel-standards/pull/15211",
    "description": "midnghtsapphire/revvel-standards",
    "signal": "Recent PR discussion around Copilot, failures, or CI; candidate for AI PR failure taxonomy. Comments: 14; updated: 2026-07-06.",
    "nextAction": "Classify failure reason and draft a maintainer-friendly triage comment.",
    "score": 82,
    "capturedAt": "2026-07-06T13:19:30.509Z"
  },
  {
    "id": "gh-issue-4806519783",
    "opportunityId": "opp-agentic-pr-triage",
    "source": "github-prs",
    "title": "feat: add Java analyzer and upgrade antlr-rust-runtime to 0.6.3",
    "url": "https://github.com/ophi-dev/mehen/pull/160",
    "description": "ophi-dev/mehen",
    "signal": "Recent AI-agent-related PR with CI context; candidate for guardrail or issue-readiness work. Comments: 8; updated: 2026-07-06.",
    "nextAction": "Inspect PR checks and comments; propose one guardrail that would reduce review burden.",
    "score": 82,
    "capturedAt": "2026-07-06T13:19:30.609Z"
  },
  {
    "id": "gh-issue-4744607206",
    "opportunityId": "opp-agentic-pr-triage",
    "source": "github-prs",
    "title": "Micro-optimize table-core",
    "url": "https://github.com/TanStack/table/pull/6347",
    "description": "TanStack/table",
    "signal": "Recent AI-agent-related PR with CI context; candidate for guardrail or issue-readiness work. Comments: 11; updated: 2026-07-06.",
    "nextAction": "Inspect PR checks and comments; propose one guardrail that would reduce review burden.",
    "score": 82,
    "capturedAt": "2026-07-06T13:19:30.609Z"
  },
  {
    "id": "gh-issue-4818265046",
    "opportunityId": "opp-agentic-pr-triage",
    "source": "github-prs",
    "title": "[codex] Fix F1 result refresh and dependency automation",
    "url": "https://github.com/Rhiz3K/InkyCloud-F1/pull/91",
    "description": "Rhiz3K/InkyCloud-F1",
    "signal": "Recent PR discussion around Copilot, failures, or CI; candidate for AI PR failure taxonomy. Comments: 5; updated: 2026-07-06.",
    "nextAction": "Classify failure reason and draft a maintainer-friendly triage comment.",
    "score": 77,
    "capturedAt": "2026-07-06T13:19:30.509Z"
  },
  {
    "id": "gh-issue-4802739160",
    "opportunityId": "opp-agentic-pr-triage",
    "source": "github-prs",
    "title": "feat: auto-construct Mastra instance when no index.ts exists",
    "url": "https://github.com/mastra-ai/mastra/pull/18893",
    "description": "mastra-ai/mastra",
    "signal": "Recent AI-agent-related PR with CI context; candidate for guardrail or issue-readiness work. Comments: 5; updated: 2026-07-06.",
    "nextAction": "Inspect PR checks and comments; propose one guardrail that would reduce review burden.",
    "score": 77,
    "capturedAt": "2026-07-06T13:19:30.609Z"
  },
  {
    "id": "gh-issue-4802552234",
    "opportunityId": "opp-agentic-pr-triage",
    "source": "github-prs",
    "title": "feat: add file-system routed agent processors (processors/input/, processors/output/)",
    "url": "https://github.com/mastra-ai/mastra/pull/18890",
    "description": "mastra-ai/mastra",
    "signal": "Recent AI-agent-related PR with CI context; candidate for guardrail or issue-readiness work. Comments: 5; updated: 2026-07-06.",
    "nextAction": "Inspect PR checks and comments; propose one guardrail that would reduce review burden.",
    "score": 77,
    "capturedAt": "2026-07-06T13:19:30.609Z"
  },
  {
    "id": "gh-issue-4803574407",
    "opportunityId": "opp-agentic-pr-triage",
    "source": "github-prs",
    "title": "MQTT: Redesign virtual device UX (list, catalog, ID auto-generation)",
    "url": "https://github.com/GladysAssistant/Gladys/pull/2604",
    "description": "GladysAssistant/Gladys",
    "signal": "Recent AI-agent-related PR with CI context; candidate for guardrail or issue-readiness work. Comments: 4; updated: 2026-07-06.",
    "nextAction": "Inspect PR checks and comments; propose one guardrail that would reduce review burden.",
    "score": 74,
    "capturedAt": "2026-07-06T13:19:30.609Z"
  },
  {
    "id": "gh-issue-4815122000",
    "opportunityId": "opp-agentic-pr-triage",
    "source": "github-prs",
    "title": "skill 配布を project 正に統一し kanade0404/skills を @v0.6.0 固定",
    "url": "https://github.com/kanade0404/dotfiles/pull/109",
    "description": "kanade0404/dotfiles",
    "signal": "Recent AI-agent-related PR with CI context; candidate for guardrail or issue-readiness work. Comments: 3; updated: 2026-07-06.",
    "nextAction": "Inspect PR checks and comments; propose one guardrail that would reduce review burden.",
    "score": 71,
    "capturedAt": "2026-07-06T13:19:30.609Z"
  },
  {
    "id": "gh-repo-1216015664",
    "opportunityId": "opp-llm-cost-guardrails",
    "source": "github-repos",
    "title": "spanlens/Spanlens",
    "url": "https://github.com/spanlens/Spanlens",
    "description": "Open source LLM observability and monitoring. Drop-in proxy for OpenAI, Anthropic, and Gemini with request logging, cost tracking, and agent tracing. Self-host with one Docker command. MIT.",
    "signal": "Repo relates to OpenAI cost tracking; candidate for budget guardrail and alerting validation. Stars: 9; pushed: 2026-07-06.",
    "nextAction": "Check whether per-user budget, retry caps, and model fallback are present.",
    "score": 70,
    "capturedAt": "2026-07-06T13:19:30.479Z"
  },
  {
    "id": "hn-48356312",
    "opportunityId": "opp-agentops-lite",
    "source": "hn",
    "title": "Launch HN: Expanse (YC P26) – Unlock Wasted GPU Capacity",
    "url": "https://news.ycombinator.com/item?id=48356312",
    "description": "Hacker News discussion.",
    "signal": "HN discussion around agent observability; look for complaints in comments and launch feedback. Points: 103; comments: 28.",
    "nextAction": "Extract recurring pain language and map it to a $199 setup offer.",
    "score": 69,
    "capturedAt": "2026-07-06T13:19:30.994Z"
  },
  {
    "id": "gh-repo-1127712268",
    "opportunityId": "opp-mcp-security-audit",
    "source": "github-repos",
    "title": "zorak1103/ha-mcp",
    "url": "https://github.com/zorak1103/ha-mcp",
    "description": "A Model Context Protocol (MCP) server that provides AI assistants with access to Home Assistant, enabling smart home control and automation management.",
    "signal": "Repo explicitly mentions Model Context Protocol; likely target for lightweight security checklist. Stars: 5; pushed: 2026-07-06.",
    "nextAction": "Check whether repo documents tool permissions, auth boundaries, and safe configuration.",
    "score": 68,
    "capturedAt": "2026-07-06T13:19:30.298Z"
  },
  {
    "id": "gh-issue-4819440602",
    "opportunityId": "opp-agentic-pr-triage",
    "source": "github-prs",
    "title": "Refactor Indonesian error messages and improve random code generation",
    "url": "https://github.com/adehusnim37/Lihatin-Go/pull/1",
    "description": "adehusnim37/Lihatin-Go",
    "signal": "Recent PR discussion around Copilot, failures, or CI; candidate for AI PR failure taxonomy. Comments: 2; updated: 2026-07-06.",
    "nextAction": "Classify failure reason and draft a maintainer-friendly triage comment.",
    "score": 68,
    "capturedAt": "2026-07-06T13:19:30.509Z"
  },
  {
    "id": "gh-issue-4814434340",
    "opportunityId": "opp-agentic-pr-triage",
    "source": "github-prs",
    "title": "🧪 Add in-process test to capture GITHUB_TOKEN coverage",
    "url": "https://github.com/davidasnider/ansible_home/pull/144",
    "description": "davidasnider/ansible_home",
    "signal": "Recent PR discussion around Copilot, failures, or CI; candidate for AI PR failure taxonomy. Comments: 2; updated: 2026-07-06.",
    "nextAction": "Classify failure reason and draft a maintainer-friendly triage comment.",
    "score": 68,
    "capturedAt": "2026-07-06T13:19:30.509Z"
  },
  {
    "id": "gh-issue-4717003186",
    "opportunityId": "opp-agentic-pr-triage",
    "source": "github-prs",
    "title": "chore(deps-dev): bump the dev-dependencies-minor group across 1 directory with 25 updates",
    "url": "https://github.com/DanielOpazoD/HHR-ServicioHospitalizados/pull/125",
    "description": "DanielOpazoD/HHR-ServicioHospitalizados",
    "signal": "Recent AI-agent-related PR with CI context; candidate for guardrail or issue-readiness work. Comments: 2; updated: 2026-07-06.",
    "nextAction": "Inspect PR checks and comments; propose one guardrail that would reduce review burden.",
    "score": 68,
    "capturedAt": "2026-07-06T13:19:30.609Z"
  },
  {
    "id": "gh-issue-4817530093",
    "opportunityId": "opp-agentic-pr-triage",
    "source": "github-prs",
    "title": "🔨Maintenance: shard storage unit-tests so that it goes <10 minutes each",
    "url": "https://github.com/ITISFoundation/osparc-simcore/pull/9378",
    "description": "ITISFoundation/osparc-simcore",
    "signal": "Recent AI-agent-related PR with CI context; candidate for guardrail or issue-readiness work. Comments: 2; updated: 2026-07-06.",
    "nextAction": "Inspect PR checks and comments; propose one guardrail that would reduce review burden.",
    "score": 68,
    "capturedAt": "2026-07-06T13:19:30.609Z"
  },
  {
    "id": "gh-repo-1204185919",
    "opportunityId": "opp-agentops-lite",
    "source": "github-repos",
    "title": "AlphaHorizon-AI/Shogun",
    "url": "https://github.com/AlphaHorizon-AI/Shogun",
    "description": "Shogun AFM is Agent Fleet Management for self-improving AI agents — combining agent orchestration, persistent memory, fleet monitoring, governance, security posture, and Gensui command control.",
    "signal": "Active AgentOps or agent observability repo; candidate for lighter Cloudflare-based alternative or integration. Stars: 5; pushed: 2026-07-06.",
    "nextAction": "Check supported integrations and missing lightweight webhook/reporting path.",
    "score": 68,
    "capturedAt": "2026-07-06T13:19:30.480Z"
  },
  {
    "id": "gh-repo-1164338356",
    "opportunityId": "opp-browser-agent-qa",
    "source": "github-repos",
    "title": "bhxtnx/SelfAgent",
    "url": "https://github.com/bhxtnx/SelfAgent",
    "description": "🤖 Build a self-hosted AI assistant to manage files, browse web, write code, and chat via a WhatsApp-style interface using your own API keys.",
    "signal": "Active browser-agent automation repo; candidate for failure replay and QA checklist. Stars: 5; pushed: 2026-07-06.",
    "nextAction": "Inspect how failures are logged; propose screenshot/DOM/replay instrumentation.",
    "score": 68,
    "capturedAt": "2026-07-06T13:19:30.483Z"
  },
  {
    "id": "gh-repo-1096590153",
    "opportunityId": "opp-mcp-security-audit",
    "source": "github-repos",
    "title": "wille/mcp-oauth-server",
    "url": "https://github.com/wille/mcp-oauth-server",
    "description": "MCP first OAuth 2.1 authorization server",
    "signal": "Active MCP server repo; inspect permissions, tool descriptions, secret handling, and unsafe actions. Stars: 3; pushed: 2026-07-06.",
    "nextAction": "Open repo README and server code; produce a 1-page MCP risk note with one concrete fix.",
    "score": 67,
    "capturedAt": "2026-07-06T13:19:30.479Z"
  },
  {
    "id": "gh-repo-1059375486",
    "opportunityId": "opp-browser-agent-qa",
    "source": "github-repos",
    "title": "inference-gateway/browser-agent",
    "url": "https://github.com/inference-gateway/browser-agent",
    "description": "A2A agent server for browser automation and web testing using Playwright",
    "signal": "Active browser-agent automation repo; candidate for failure replay and QA checklist. Stars: 3; pushed: 2026-07-06.",
    "nextAction": "Inspect how failures are logged; propose screenshot/DOM/replay instrumentation.",
    "score": 67,
    "capturedAt": "2026-07-06T13:19:30.483Z"
  },
  {
    "id": "gh-repo-656336320",
    "opportunityId": "opp-agentops-lite",
    "source": "github-repos",
    "title": "BiggerCap/agentops-hub",
    "url": "https://github.com/BiggerCap/agentops-hub",
    "description": "🤖 Orchestrate AI agents with ease using this production-ready platform, featuring real-time streaming and multi-tool execution capabilities.",
    "signal": "Active AgentOps or agent observability repo; candidate for lighter Cloudflare-based alternative or integration. Stars: 2; pushed: 2026-07-06.",
    "nextAction": "Check supported integrations and missing lightweight webhook/reporting path.",
    "score": 66,
    "capturedAt": "2026-07-06T13:19:30.480Z"
  },
  {
    "id": "gh-repo-1212801168",
    "opportunityId": "opp-llm-cost-guardrails",
    "source": "github-repos",
    "title": "diogonzafe/tokenwatch",
    "url": "https://github.com/diogonzafe/tokenwatch",
    "description": "Transparent cost tracking middleware for LLM APIs. Wrap your OpenAI, Anthropic, Gemini and DeepSeek clients and get real-time token usage and cost per session, user and model — zero changes to your existing code.",
    "signal": "Repo relates to OpenAI cost tracking; candidate for budget guardrail and alerting validation. Stars: 2; pushed: 2026-07-06.",
    "nextAction": "Check whether per-user budget, retry caps, and model fallback are present.",
    "score": 66,
    "capturedAt": "2026-07-06T13:19:30.479Z"
  },
  {
    "id": "gh-issue-4819449229",
    "opportunityId": "opp-agentic-pr-triage",
    "source": "github-prs",
    "title": "Scaffold repo and add builder-onboarding skill",
    "url": "https://github.com/opendatahub-io/python-package-skills/pull/1",
    "description": "opendatahub-io/python-package-skills",
    "signal": "Recent AI-agent-related PR with CI context; candidate for guardrail or issue-readiness work. Comments: 1; updated: 2026-07-06.",
    "nextAction": "Inspect PR checks and comments; propose one guardrail that would reduce review burden.",
    "score": 65,
    "capturedAt": "2026-07-06T13:19:30.609Z"
  },
  {
    "id": "gh-repo-873315037",
    "opportunityId": "opp-mcp-security-audit",
    "source": "github-repos",
    "title": "brunoclazaro2010/ue5-mcp",
    "url": "https://github.com/brunoclazaro2010/ue5-mcp",
    "description": "Enable AI to read, modify, and create UE5 Blueprints through natural language using a local HTTP server and the MCP protocol.",
    "signal": "Active MCP server repo; inspect permissions, tool descriptions, secret handling, and unsafe actions. Stars: 1; pushed: 2026-07-06.",
    "nextAction": "Open repo README and server code; produce a 1-page MCP risk note with one concrete fix.",
    "score": 64,
    "capturedAt": "2026-07-06T13:19:30.479Z"
  },
  {
    "id": "gh-repo-1247261735",
    "opportunityId": "opp-mcp-security-audit",
    "source": "github-repos",
    "title": "jmagar/arcane-rmcp",
    "url": "https://github.com/jmagar/arcane-rmcp",
    "description": "Rust MCP server for Arcane Docker management",
    "signal": "Active MCP server repo; inspect permissions, tool descriptions, secret handling, and unsafe actions. Stars: 1; pushed: 2026-07-06.",
    "nextAction": "Open repo README and server code; produce a 1-page MCP risk note with one concrete fix.",
    "score": 64,
    "capturedAt": "2026-07-06T13:19:30.479Z"
  },
  {
    "id": "gh-repo-1247261737",
    "opportunityId": "opp-mcp-security-audit",
    "source": "github-repos",
    "title": "jmagar/synapse",
    "url": "https://github.com/jmagar/synapse",
    "description": "Rust MCP server for Synapse-style homelab scout and flux workflows",
    "signal": "Active MCP server repo; inspect permissions, tool descriptions, secret handling, and unsafe actions. Stars: 1; pushed: 2026-07-06.",
    "nextAction": "Open repo README and server code; produce a 1-page MCP risk note with one concrete fix.",
    "score": 64,
    "capturedAt": "2026-07-06T13:19:30.479Z"
  },
  {
    "id": "gh-repo-1263701060",
    "opportunityId": "opp-mcp-security-audit",
    "source": "github-repos",
    "title": "ultipa/gqldb-mcp",
    "url": "https://github.com/ultipa/gqldb-mcp",
    "description": "Model Context Protocol server for Ultipa Cloud and any self-managed GQLDB instance.",
    "signal": "Repo explicitly mentions Model Context Protocol; likely target for lightweight security checklist. Stars: 1; pushed: 2026-07-06.",
    "nextAction": "Check whether repo documents tool permissions, auth boundaries, and safe configuration.",
    "score": 64,
    "capturedAt": "2026-07-06T13:19:30.298Z"
  },
  {
    "id": "gh-repo-1255213941",
    "opportunityId": "opp-mcp-security-audit",
    "source": "github-repos",
    "title": "organvm/limen",
    "url": "https://github.com/organvm/limen",
    "description": "MCP-accessible multi-agent task orchestration: cross-repo task intake, universal dispatch schema, self-healing fleet-scale coordination over the Model Context Protocol.",
    "signal": "Repo explicitly mentions Model Context Protocol; likely target for lightweight security checklist. Stars: 1; pushed: 2026-07-06.",
    "nextAction": "Check whether repo documents tool permissions, auth boundaries, and safe configuration.",
    "score": 64,
    "capturedAt": "2026-07-06T13:19:30.298Z"
  },
  {
    "id": "gh-repo-1163540318",
    "opportunityId": "opp-mcp-security-audit",
    "source": "github-repos",
    "title": "guttbuster/Ollqd",
    "url": "https://github.com/guttbuster/Ollqd",
    "description": "📚 Index codebases and docs into Qdrant with Ollama embeddings, enabling AI assistants to search code via Model Context Protocol (MCP).",
    "signal": "Repo explicitly mentions Model Context Protocol; likely target for lightweight security checklist. Stars: 1; pushed: 2026-07-06.",
    "nextAction": "Check whether repo documents tool permissions, auth boundaries, and safe configuration.",
    "score": 64,
    "capturedAt": "2026-07-06T13:19:30.298Z"
  },
  {
    "id": "gh-repo-1163627022",
    "opportunityId": "opp-mcp-security-audit",
    "source": "github-repos",
    "title": "TranNhat12363/0nMCP",
    "url": "https://github.com/TranNhat12363/0nMCP",
    "description": "🤖 Orchestrate AI across apps with a universal API that simplifies integration and automates tasks using Model Context Protocol (MCP) compatibility.",
    "signal": "Repo explicitly mentions Model Context Protocol; likely target for lightweight security checklist. Stars: 1; pushed: 2026-07-06.",
    "nextAction": "Check whether repo documents tool permissions, auth boundaries, and safe configuration.",
    "score": 64,
    "capturedAt": "2026-07-06T13:19:30.298Z"
  },
  {
    "id": "gh-issue-4816166943",
    "opportunityId": "opp-agentic-pr-triage",
    "source": "github-prs",
    "title": "docs: add WR artifact for red light therapy request",
    "url": "https://github.com/midnghtsapphire/revvel-standards/pull/15207",
    "description": "midnghtsapphire/revvel-standards",
    "signal": "Recent PR discussion around Copilot, failures, or CI; candidate for AI PR failure taxonomy. Comments: 14; updated: 2026-07-06.",
    "nextAction": "Classify failure reason and draft a maintainer-friendly triage comment.",
    "score": 64,
    "capturedAt": "2026-07-06T13:19:30.509Z"
  }
]