darrenoakey / daz-agent-sdk

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      "created_at": "2026-02-27T06:07:59Z",
      "owner_type": "User",
      "updated_at": "2026-07-27T04:16:01Z",
      "description": "Provider-agnostic Python library for AI model routing with tier-based fallback, multi-provider streaming, and unified conversation management across Claude, Gemini, Ollama, and OpenAI.",
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          "headline": "chore: bump version to 0.2.20 for category alias release",
          "author_name": "Darren Oakey",
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          "committed_at": "2026-07-27T04:14:52Z",
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          "body": "… aliases\n\nReplace bare model names (gemma4-26b, qwen3.6-27b, qwen3.6-35b) in SDK\ndefault tier chains with arbiter semantic categories (local-chat,\nlocal-coder, local-summariser) so the arbiter can remap the underlying\nmodel without reconfiguring every SDK caller.\n\n- Py and Go default tiers: low->lo\n[…]\nb\n- Docs updated to reflect category-based defaults\n\nPre-existing unrelated: go/capability TTS-absent test fails because a tts\nCLI is now installed at ~/bin/tts (environmental, not migration-related).",
          "is_bot": false,
          "headline": "feat: migrate default tiers and arbiter provider to semantic category…",
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          "headline": "Make image CLI failures friendly and fail closed",
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          "oid": "a30a45a68e33b6e4698983e43c6f5c9dcfdb8b77",
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          "headline": "Make durable Codex images uncancellable",
          "author_name": "Darren Oakey",
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          "committed_at": "2026-07-19T18:21:55Z",
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          "headline": "Make still image generation durable and Codex-only",
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          "headline": "Route image generation through loopback tunnel",
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          "committed_at": "2026-07-12T06:38:55Z",
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          "headline": "Document local image service routing",
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          "headline": "Use loopback for local image service calls",
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          "headline": "Document shared image generation boundary",
          "author_name": "Darren Oakey",
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          "committed_at": "2026-07-12T05:33:12Z",
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          "oid": "6fc9ef8ae80ae130c55f512fe8a1bd8fb5b3bac3",
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          "is_bot": false,
          "headline": "Route image generation through shared Mac mini service",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-07-12T05:32:21Z",
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          "body": "Root cause of deterministic mid-sentence truncation in long-form generation:\nno caller could influence the completion budget — agent.ask had no\nmax_tokens parameter, so every request rode the serving default (the arbiter\nworker caps completions at 4096 tokens). Reasoning models spend that budget\non \n[…]\nonse or the\nempty-content guard firing — the uncapped default would return a long one).\n\n281 passed, 5 skipped; ruff clean on all touched files.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: max_tokens plumbing through ask() to all providers",
          "author_name": "Darren Oakey",
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          "committed_at": "2026-07-11T08:35:37Z",
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          "body": "When a reasoning model's generation is interrupted (worker killed mid-job,\ntimeout, thinking budget exhausted), the response has chain-of-thought in\n`reasoning` but an EMPTY `content`. The provider silently returned the\nreasoning as if it were the answer — observed live: a novel-generation\npipeline \n[…]\nso the chain retries/falls over;\nboth-empty stays \"\" (existing behavior). Unit tests for all three branches.\n\n280 passed, 5 skipped, ruff clean.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: arbiter provider must not substitute reasoning for a missing answer",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-07-11T04:14:11Z",
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          "body": "…emini account drift\n\nThree independent fixes surfaced by a live novel-generation run through the\narbiter provider:\n\n1. validate_structured_json (types.py): shared schema-validation helper used\n   by both the arbiter and ollama providers, replacing their duplicated\n   inline parse blocks. Coerces tw\n[…]\nability probe,\n   same convention as every other unreachable-backend skip in the suite.\n\n277 passed, 5 skipped, ruff clean on all touched files.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: structured-output robustness + retryable parse failures; codex/g…",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-07-11T03:15:33Z",
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          "is_bot": false,
          "headline": "Route image generation through mac mini service",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-07-05T23:13:43Z",
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        {
          "oid": "1550c2e950fe1589bdb47f88bd4b946fcf7549cc",
          "body": "… back\n\ngenerate_image() built the chain [codex, spark, nano-banana-2, mflux] and fell\nthrough to spark (flux/z-image) when codex failed — which silently degraded\noutput to lower-quality, off-style flux frames (the cause of the mid-video\nstyle seam in the image-driven-character render). Per explicit\n[…]\n flux/z-image image path) raises immediately as a\n  second line of defence. (_remove_background_spark is separate and unaffected.)\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "image: permanently ban flux (spark) as an image provider — never fall…",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-06-09T20:31:54Z",
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        {
          "oid": "1c89140ff5d1eaacec84cb6cc9c52f73a46b345c",
          "body": "Follow-up to the session-dir fix, which was still heuristic: \"session id\" +\n\"newest fresh mtime\" can pick the WRONG image when codex finishes out of\norder or another codex job writes concurrently. Per-call directory isolation\nremoves the guesswork entirely.\n\nEach _generate_codex call now creates a p\n[…]\nmpletion order. The temp home is removed in a finally.\n\nFixes digest-render frames leaking into a music video (boundaries 5/9/13).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "codex image: isolate each call in a private CODEX_HOME (bulletproof)",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-06-08T08:24:54Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b92b45d8124cfb70dd48396eb14ed3a4aee934ce",
          "body": "The codex image collector fell back to scanning the SHARED\n~/.codex/generated_images pool (rglob ig_*.png) and taking the globally\nnewest image that passed a 2s freshness gate whenever it couldn't parse\nthis call's session id. That gate is NOT job-isolated: when two codex\nimage jobs run concurrently\n[…]\nhared pool for the global newest; raise if the session can't be\ndisambiguated. Cross-contamination is now structurally impossible.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix codex image cross-contamination under concurrent renders",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-06-08T08:12:06Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5409ac06ee18fc304e215292e133ebefffc2f794",
          "body": "Follow-up to dropping -m: the caller still read cfg.image.codex_model,\nwhich older deployed configs lack (AttributeError). Drop the model arg\nfrom the codex path entirely — codex uses its own config.toml default\nmodel, which is the supported one for the account.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "image(codex): stop passing model entirely (use codex config default)",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-06-04T05:20:03Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "bb7d5d8c26653b95332572afd2e0adeaafa36b88",
          "body": "codex changed default-model availability for ChatGPT accounts; a pinned\nmodel (gpt-5.3-codex) became unsupported and broke all image gen. Use the\naccount's default model instead of pinning one.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "image(codex): drop pinned -m model, use codex default",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-06-04T02:22:28Z",
          "body_truncated": false,
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        },
        {
          "oid": "0b3e053eaecc8fa6010379099446e5906aea0691",
          "body": "…model\n\nThe codex image path hardcoded `-m gpt-5.3-codex`, which a ChatGPT-account\ncodex login rejects (\"model is not supported when using Codex with a ChatGPT\naccount\"), silently falling back to spark. Add image.codex_model (default\nunchanged) so such logins can point at a supported model (e.g. gpt-5.5).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "image(codex): make the codex exec model configurable via image.codex_…",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-06-03T23:29:36Z",
          "body_truncated": false,
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        },
        {
          "oid": "0df24d2b4d0bee9d3d18af14fa77be699c83abb5",
          "body": "Boringstack (Darren-Boringstack) runs a dedicated Ollama instance hosting\nthe larger local models, notably qwen3.6:35b-a3b. Expose it as a first-class\nprovider so tier chains can target it without disturbing the localhost ollama\nprovider used by other projects. Thin OllamaProvider subclass + registry entry.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "providers: add boringstack provider (remote Ollama on 10.0.0.237)",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-06-03T23:21:47Z",
          "body_truncated": false,
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        },
        {
          "oid": "be36cf638055a7da15b71eaf8f9075d10bb27cf4",
          "body": "Thread an optional setting_sources param through Agent.complete -> provider\n.complete -> the claude provider. An empty collection loads nothing global\n(lean/fast session); a populated list restores the full environment; None\ninherits the SDK default. Other providers accept-and-ignore the param.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "core/providers: add setting_sources to control Claude CLI config loading",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-06-01T14:47:01Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "5b47359fde3c4b92d80f4789f29bdf0b2cad4f2c",
          "body": "Two anti-fabrication fixes to the codex image path (Python + Go):\n\n1. Freshness gate: only accept an image written AFTER this call launched.\n   The old recovery grabbed the newest image from ANY prior session as a\n   fallback, so a failed/safety-blocked call silently returned a stale\n   image as \"su\n[…]\ne still produces no image, raise rather than fabricate.\n\nTests: stale-refusal, fresh-accept, self-heal-success, all-rewrites-fail.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "image(codex): never return a stale image; self-heal safety refusals",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-06-01T09:25:31Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b2125ee53997166efd5c0ac01e6865df6e8c57eb",
          "body": "The Python library and Go GenerateImage already defaulted to codex, but the\nsurrounding code disagreed:\n\n- Python CLI --provider help text claimed 'default: spark'\n- Go GenerateImage doc comment claimed 'default: \"spark\"'\n- Go's default-provider test still asserted spark and FAILED (since commit\n  a\n[…]\niring a separate pre-existing\n  failing test in the same package\n\ngo vet clean; go test ./capability/ green; ruff + pyright clean.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "make codex the consistent default image provider across Python + Go",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-05-24T13:14:14Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "45c6b9fd77659ff0b4058ac9d4ce7948c563008c",
          "body": "…er never blocks the default codex provider\n\nThe top-level 'from arbiter_client import ...' executed at module load,\nso a stale arbiter_client editable-install path (left over from the T9\ndrive evacuation) raised ImportError during import of the image module\nand took down ALL image generation — incl\n[…]\ne module imports and\ncodex (default) generates successfully; explicit --provider spark still\nworks when arbiter_client is present.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(image): make arbiter_client import lazy so a broken/missing arbit…",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-05-24T12:00:01Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "73b0fea534021de4ffc7a41c6278af7ac0800421",
          "body": "- image_gen.imagegen schema accepts only `prompt` (no size params)\n- exact prompt wording needed to avoid codex refusing or shelling out\n- output recovery: --json thread.started → ~/.codex/generated_images/<id>/\n- -i FILE (repeatable) for edits\n- required codex exec flags for batch image gen\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: capture codex image gen reliability lessons in CLAUDE.md",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-05-21T21:35:54Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a538fe38b48f611c0706e919f54fa62b32b8b1d6",
          "body": "- Python and Go image gen now route to `codex exec` invoking the built-in\n  image_gen.imagegen tool by default, with the existing spark / nano-banana /\n  mflux providers used only as fallbacks.\n- Reliable prompt: explicit \"you DO have access\" anti-refusal language, plus\n  hard ban on the generate_im\n[…]\nP that was already staged in this tree (fallback.go,\n  registry tests, config tweaks) per the standing \"commit-everything\" policy.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Make codex the default image provider; support multi-image edits",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-05-21T21:27:47Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e7d1d1b165b08f288e131b14f56360adf6f8c5e0",
          "body": "- Add Tier.SUMMARIES (\"summaries\") to Python and Go SDK\n- Map qwen3.6-27b → TierSummaries in both Python and Go arbiter providers\n- Add gpt-oss-20b (FreeFast) and qwen3.6-35b (FreeThinking) to knownArbiterTiers\n- Extend allTiers list in Agent.Models() to include TierSummaries\n- Add Embed capability \n[…]\n Fix flaky ollama structured-output test (assert structure, not exact int)\n- Update capability count test: 6 → 7 (added Embedding)\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add summaries tier (arbiter:qwen3.6-27b) for long-form text generation",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-04-25T23:03:39Z",
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        },
        {
          "oid": "c319ab4708f7b301a8d499d74f70240d44758c43",
          "body": "Codex CLI 0.124.0 exposes a stable `image_generation` tool that runs\nagainst the OpenAI backend and writes PNGs to\n~/.codex/generated_images/<session_id>/ig_*.png. Wire it in as a new\nprovider (\"codex\") and promote it to the default, so image calls no\nlonger hit arbiter/z-image-turbo unless codex is unavailable.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add codex native image_generation provider, make it the default",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-04-24T11:54:24Z",
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        },
        {
          "oid": "844c457468942dd0da15f4ba45cf44ea938ed52d",
          "body": "Co-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix spark image model display name — z-image-turbo is not flux-schnell",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-04-07T03:02:16Z",
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        {
          "oid": "47c3f7dc806d3712da09e59b09b15e2c74ff060a",
          "body": "…icit\n\n- model without provider is now an error (a model lives on one provider)\n- explicit provider bypasses the config fallback chain entirely\n- only the specified provider is tried, config primary/fallback not touched\n\nFixes: nano-banana-2 errors when z-image-turbo+spark is requested.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Enforce provider requirement for image model, skip fallback when expl…",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-04-07T00:39:14Z",
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        {
          "oid": "bc388688900291c48587331a59f779971630aae2",
          "body": "resolveOutputPath temp files now use .jpg extension. PNG was causing\nissues with downstream consumers expecting JPEG thumbnails.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Default image output to JPEG, not PNG",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-04-03T06:51:51Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "6e67dbd7ba0802ce284e2bec97bd91aafb6d196e",
          "body": "submitArbiterImageJob rejected HTTP 202 (Accepted), treating it as an\nerror. Arbiter returns 202 for cached completed jobs. This caused the\nspark provider to fail instantly and fall through to nano-banana-2.\n\nAlso add log.Printf logging in generateSpark and GenerateImage for\ndebugging provider chain decisions.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix: accept HTTP 202 from arbiter (cached completed jobs)",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-04-03T06:34:18Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "eeaf865d24a4bf4a95b754aea155cda9683e24c1",
          "body": "Co-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Rebuild agent-sdk binary — arbiter-only image gen",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-28T12:43:47Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "eebac4ac1bf6eac8c606d44fa920b49dc4508596",
          "body": "spark:8100 is dead. All image generation now goes through the arbiter\njob API at spark:8400, which supports model selection (z-image-turbo,\nflux-schnell) via the top-level model field.\n\nGo: generateSpark() now submits image-generate/image-edit jobs to\narbiter and polls for completion. Removed sparkB\n[…]\nhon: _generate_spark() now submits jobs to arbiter instead of\nposting directly to spark:8100. Uses same submit+poll pattern as\n_remove_background_spark.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Switch all spark image gen from spark:8100 to arbiter:8400",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-28T12:43:32Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "06ecf35b7f57c3f6bb8d152e383d0f93d2e35535",
          "body": "Co-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Rebuild agent-sdk binary with all provider and image changes",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-28T11:14:26Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "64b266a716114e239dd15809afcf35954cfa7006",
          "body": "Both Python and Go now accept an explicit steps override:\n- Python: agent.image(steps=8) or generate_image(steps=8)\n- Go: ImageOpts{Steps: 8}\n\nWhen steps is 0/None, falls back to tier-based lookup via config\n(typically 4 for high, 2 for low).\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add steps parameter to image generation (spark/mflux)",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-28T11:10:23Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d6a7f3a34188c2a0eec21eedb50dff0566bf3c31",
          "body": "The Claude provider was using anthropic-sdk-go (HTTP API requiring\nANTHROPIC_API_KEY). This is wrong — the entire point of claude_agent_sdk\nis ambient subscription login via the Claude CLI.\n\nRewrote Go Claude provider to wrap the `claude` CLI subprocess, matching\nthe Python implementation:\n- Finds c\n[…]\nics/anthropic-sdk-go dependency entirely.\n\nAdded auth policy documentation to CLAUDE.md: NO API KEYS except\nNano Banana 2 image generation (Gemini API).\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Replace Claude API provider with CLI wrapper — no API key needed",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-28T11:07:40Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d025263ecbfec8aa340c7979f0c1a74466b519dd",
          "body": "…field\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Update docs: image model selection, Go feature parity, arbiter model …",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-28T10:51:37Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c146ffc95057619ff03b824b2cddbaa5a968b675",
          "body": "…ma, agent opts\n\nGo image generation:\n- Spark backend (spark:8100) with model selection (z-image-turbo, flux-schnell)\n- Nano Banana 2 backend (Gemini 3.1 Flash) with aspect ratio mapping\n- Background removal via arbiter (spark:8400)\n- Image fallback chain from config\n- Image-to-image via multipart f\n[…]\nl parameter in generate_image/Agent.image\n- Spark requests use configurable model instead of hardcoded z-image-turbo\n\n241 Go tests passing (up from 184)\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Go feature parity: image backends, model selection, conversation sche…",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-28T10:39:21Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0ec835fdebf92f2b2c41044a468486f509e36d64",
          "body": "Co-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Update CLAUDE.md: Go providers, native structured output docs",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-27T22:39:30Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3e341473fad68ba060c08b13b36c2202881a0bf2",
          "body": "Python:\n- Claude provider now uses native output_format/StructuredOutput tool\n  instead of file-based extraction workaround\n- Captures structured_output from both ResultMessage.structured_output\n  and StructuredOutput ToolUseBlock\n- Falls back to parsing response text if native output unavailable\n\nG\n[…]\nni provider using google.golang.org/genai (v1.51.0)\n- Add structured output (JSON schema format) to Ollama provider\n- 184 Go tests passing (up from 102)\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add native structured output and Go providers for Claude, OpenAI, Gemini",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-27T22:38:46Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2ce8c6d5ab1c484b6a597cf0abc42e0010948e76",
          "body": "- Implements sdk.Provider interface: Name, Available, ListModels, Complete, Stream\n- Static model catalog: claude-opus-4-6 (HIGH), claude-sonnet-4-6 (MEDIUM), claude-haiku-4-5-20251001 (LOW)\n- Structured output via OutputConfigParam.Format (JSONOutputFormatParam) when opts.Schema is set\n- Streaming \n[…]\n false (not error) when ANTHROPIC_API_KEY is absent\n- 16 tests: 10 unit tests always run, 6 integration tests skip when key absent\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add Go-native Claude provider using anthropic-sdk-go",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-27T22:28:31Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "bfaa663cf9ce1d63a543b514070beb2f92f5f577",
          "body": "Co-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Update CLAUDE.md: conversation no longer uses fallback chain",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-27T22:04:06Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "707f5fe86d1375fb8b71cdc436bda16644375ead",
          "body": "- Remove error message truncation in fallback (was splitting to first\n  line and capping at 200 chars, losing useful multi-line API errors)\n- Conversations now call provider directly instead of going through\n  fallback chain (conversations are tied to one provider's state)\n- Increase conversation timeout to 3600s and max_turns to 10000\n- Remove empty response guard from Claude provider (valid for tool-only turns)\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix truncated error messages and simplify conversation provider path",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-27T22:03:09Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "91488a4027f414e52018cf4a424520f7438d835f",
          "body": "Claude provider:\n- Raise AgentError on empty non-structured responses (triggers retry/fallback)\n- Set max_turns>=2 for structured output so file-write tools execute\n- Only swallow parse errors if text was already collected\n- Debug logging for skipped content blocks (ThinkingBlock etc.)\n\nOllama provi\n[…]\nrdcode model ID\n- Update fallback tests for max_retries=3 attempt counts\n- Fix cascade timing test to use NOT_AVAILABLE (no retry)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix empty response handling, structured output, and stale tests",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-27T04:43:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "28ab90374cb0182a559101a446cd6fe5d86c7ee4",
          "body": null,
          "is_bot": false,
          "headline": "Update license link to darren-static.waft.dev/license",
          "author_name": "Darren Oakey",
          "author_login": "darrenoakey",
          "committed_at": "2026-03-26T23:52:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3d1fbe145131f1786a9791a298ce0a2bab4f9e91",
          "body": null,
          "is_bot": false,
          "headline": "Add license section linking to CC BY-NC 4.0",
          "author_name": "Darren Oakey",
          "author_login": "darrenoakey",
          "committed_at": "2026-03-26T01:46:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a2ef6830e868dfc0b58b5c41216e9784bec3cfb5",
          "body": "Expose arbiter-based BiRefNet background removal as a standalone\nAgent method. Update CLAUDE.md with image fallback chain docs.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add Agent.remove_background and update fallback docs",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-25T03:48:10Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "52c0ea024b9018330c29ff8ab9b9a5812cdded13",
          "body": "Co-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Bump version to 0.2.9",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-24T22:22:32Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b9695179658f4553affc4ed6433a9969f587738a",
          "body": "Refactors generate_image into _generate_one (per-provider dispatch) and\na fallback loop that tries [primary] + cfg.image.fallback on failure.\nConfig already supported image.fallback list — now it's wired up.\n\nExample config:\n  image:\n    fallback:\n      - nano-banana-2\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add configurable image provider fallback chain",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-24T22:16:44Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "35b1d05a90f4f537e3cfdb6c8302c0e123a817a8",
          "body": "Co-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Bump version to 0.2.8",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-24T21:51:42Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "aa815d20695cc608be4a32041cfff2fe6a33d720",
          "body": "The spark image server doesn't handle --transparent server-side.\nNow submits a background-remove job to arbiter (spark:8400) which\nruns BiRefNet on the GPU instead of running it locally.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Use arbiter BiRefNet on spark for transparent background removal",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-23T23:14:29Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c0fafb9c289cccba25528561ed47294e24d8116d",
          "body": "The installed 0.2.6 package still defaulted to mflux for image generation,\nso spark (CUDA FLUX.1-schnell on GB10) was never being used. This deploys\nthe spark provider as default, which was already in the working tree.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Switch default image provider from mflux to spark",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-23T22:56:20Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d0864c594fd842b37020bee360bfc9e168ae1b4d",
          "body": "Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Update CLAUDE.md with mflux lock, py.typed, and deploy docs",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-16T23:02:24Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3c086353e163df37308906c59eeb8ae3aa57c0b4",
          "body": "Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Bump version to 0.2.6",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-16T23:01:39Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "40728951a7a1a35278a56270be621f79bfaf66e1",
          "body": "- fcntl.flock exclusive lock ensures only one mflux generation at a time across all processes\n- Add PEP 561 py.typed marker so callers get type info from the package\n- Make extract_result generic (T instead of BaseModel) fixing pyright errors for callers\n- Fix claude.py import ordering (E402 ruff errors)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add system-wide mflux lock, py.typed marker, and fix type errors",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-16T23:00:02Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "00d10ebf2c2071942ac7ea728d63849870c9a75d",
          "body": "Python: Replace Nano Banana 2 (Gemini API) with mflux ZImageTurbo as\ndefault image provider. 3 steps for high/medium tiers. Nano Banana 2\nremains available via provider=\"nano-banana-2\".\n\nGo: Full port of daz-agent-sdk as go/ subdirectory with 102 tests.\nIncludes types, config (shared YAML), Ollama provider, registry,\nfallback engine, conversation, agent, structured output, image gen\n(via Ollama z-image-turbo), TTS/STT subprocess wrappers, and CLI.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Switch image gen to mflux Z-Image-Turbo default and add Go port",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-15T20:21:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "472b326535191999e5b37bcfd3f1af1b6ad761bf",
          "body": "Claude's agentic mode writes the JSON file but it's ephemeral — not\npersisted to the temp cwd. Updated schema_instructions to ask the AI\nto also include JSON in its response text. Made parse_json_from_llm\nsmarter: tries direct parse, then markdown fences anywhere in text,\nthen scans backwards for the last JSON object in prose.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Improve JSON extraction from prose responses",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-08T05:31:34Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b82f94e7f1e0d8b596593d69bc752546f6dcb28b",
          "body": "Schema handling moved from inline _build_prompt to dedicated structured.py\nmodule. Providers append file-writing instructions via schema_instructions(),\nthen extract_result() reads from file (agentic) or response text (non-agentic).\nAll 3 providers pass real structured output integration tests.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add file-based structured output extraction",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-08T01:04:34Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "fbe509ab26b1c4fefd4662a6f37c04647c9a8720",
          "body": "Co-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Bump version to 0.2.4",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-02T20:23:23Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "ce7338b35448aee11ad78d98a29f035987a0d132",
          "body": "…ht errors\n\ngenerate_image(), Agent.image(), and CLI all accept --image for passing\nan input image to Nano Banana 2 for image editing. Also fixes 9 pyright\nerrors in claude.py (private import usage, possibly unbound variables).\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add image input parameter for img2img editing and fix claude.py pyrig…",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-02T20:22:04Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e464986f553f2ddfc094ad612cb09d57117e76f2",
          "body": "Co-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add CLI provider patterns and model compatibility notes to CLAUDE.md",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-01T09:04:19Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "69dfabcbdb8b2a942f4bf9277d0011101b930b34",
          "body": "Co-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Bump version to 0.2.3",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-01T09:03:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "42bd08c1ccd4735dcf1a4b5b800c15a050b0a22f",
          "body": "Both providers now use subprocess calls to their respective CLI tools\n(codex exec --json, gemini -p -o json) instead of requiring API keys.\nAuth is handled by the CLI tools themselves (ChatGPT/Google accounts).\nRemoves google-genai dependency. Fixes all pyright warnings.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Rewrite Codex and Gemini providers to use CLI tools instead of API SDKs",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-01T09:01:55Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "5be1c954dd2af2ac089553af9f00e0a8f613e2b9",
          "body": "Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Update CLAUDE.md with ResultMessage handling and mflux v0.16.6 patterns",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-01T05:58:06Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f08bccf86cafb4bebe99fe33225f22b6fe1a16c9",
          "body": "Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Bump version to 0.2.2",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-01T05:56:59Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b38f2a9b818068b814f2de75ac776cee691fe791",
          "body": "Claude provider now extracts text from ResultMessage (the definitive final\nanswer after tool use), not just AssistantMessage TextBlocks. Also updates\nmflux imports for v0.16.6 API changes and fixes pyright errors in image.py.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix empty response from agent.ask() in agentic mode and update mflux API",
          "author_name": "Darren Oakey",
          "author_login": null,
          "committed_at": "2026-03-01T05:55:52Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "06dcb925987c375423768a18ad7b102747d65b20",
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                "name": "Commit volume",
                "detail": "80 commits in the last year",
                "points": 17.1,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 80
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "27 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 88,
            "inputs": {
              "releases_count": 3,
              "latest_release_tag": "v0.2.19",
              "releases_from_tags": true,
              "days_since_latest_release": 7,
              "mean_days_between_releases": 0.1
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "3 version tags (no GitHub releases)",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "version_tags_no_releases",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 7 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~0.1 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 0.1
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "repository_too_young",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "critical",
        "name": "Community & Adoption",
        "value": 12,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 1,
            "inputs": {
              "forks": 0,
              "stars": 1,
              "watchers": 0,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "1 stars",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "0 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "critical",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 25,
            "inputs": {
              "has_readme": true,
              "has_license": false,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "no license file detected",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "license_absent",
                    "params": {}
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "at_risk",
        "name": "Sustainability & Governance",
        "value": 36,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 10,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 1,
              "top_contributor_share": 1
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "critical",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution",
                    "pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "merged_prs": 0,
              "open_issues": 0,
              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 0
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "no decided pull requests or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_decided_prs_or_data",
                    "params": {}
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 53,
            "inputs": {
              "followers": 10,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "darrenoakey",
              "public_repos": 92,
              "account_age_days": 4946
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "10 followers of darrenoakey",
                "points": 7.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 10,
                      "login": "darrenoakey"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "92 public repos, account ~13 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 92
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 13
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "daz-agent-sdk",
                "github.com/darrenoakey/daz-agent-sdk/go"
              ],
              "ecosystems": "go, pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "2 package(s) on go, pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 2,
                      "ecosystems": "go, pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "19 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 19
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "at_risk",
        "name": "Engineering Quality",
        "value": 38,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "at_risk",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 30,
            "inputs": {
              "has_ci": false,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "critical",
        "name": "Security",
        "value": 21,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "critical",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Dangerous-Workflow, Packaging, Pinned-Dependencies, Signed-Releases, Token-Permissions. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
                    "dangerous_workflow",
                    "packaging",
                    "pinned_dependencies",
                    "signed_releases",
                    "token_permissions"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 21,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 12,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 6,
              "scorecard_aggregate": 2.1
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no workflows found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "27 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
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