jagoff / memo

Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 32 direkte und 217 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 216 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 1 tragen bekannte Advisories, davon 0 direkte. 33 konnten nicht bewertet werden – keine aufgelöste Version, ein nicht unterstütztes Ökosystem, oder außerhalb der ausgewiesenen Paketliste.

Ein Advisory bedeutet, dass die im Abhängigkeitsgraphen erfasste Version in den betroffenen Bereich eines Advisories fällt. Erreichbarkeit wird nicht analysiert, und der Graph enthält Entwicklungs- und Test-Pins — ein Fund kann das Werkzeug betreffen und nicht die ausgelieferte Software.

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          "body": "…ong-line files\n\nOverlap is clamped to half the chunk's own line span, so paragraph-per-line\nprose (exports, minified text) advances >= span/2 per chunk instead of one\nline — ~5-6x near-duplicate chunk inflation gone.",
          "is_bot": false,
          "headline": "fix: _chunk_lines no longer degenerates to 1-line sliding window on l…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-21T03:03:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1fc9dda6dcc9e16b24630ca00704bd3807013095",
          "body": "…dex stamping\n\n- list_by_tag / records_around_created / chunks_by_parent / chunks_adjacent\n  now exclude soft-deleted rows (they resurfaced tombstones to live read\n  surfaces); chunks_by_parent_id deliberately keeps tombstones for the\n  delete/prune cascades and its docstring pins that contract.\n- t\n[…]\nheck_embedder_version no longer stamps the current model onto a legacy\n  index that already holds vectors — it warns and leaves the stamp absent\n  so an unknown vector space is never silently blessed.",
          "is_bot": false,
          "headline": "fix: store — soft-delete filtering, tantivy write ordering, legacy-in…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-21T03:03:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4d2bc8b7dc5bb9d1192d928cd6de9061d3fa03ab",
          "body": "…rt escapes\n\n- sync_init_home creates the initial commit on an unborn HEAD before\n  gh repo create --push (the gh path failed on any fresh corpus).\n- stranded-commit detection and sync_status ahead-count no longer fail\n  open to 0 when the remote-tracking ref is absent (fresh clone / renamed\n  branc\n[…]\nry instead of escaping sync_once's domain-error handling.\n- memo sync bootstrap survives a signal schema mismatch (degrades with\n  guidance instead of a raw ValueError after the config was repointed).",
          "is_bot": false,
          "headline": "fix: sync robustness — unborn HEAD, missing tracking ref, signal-expo…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-21T03:03:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d458d27893de20e3b68553e3c6d797b03d42e579",
          "body": "…es; GPU tests use isolated lock\n\n- ingest-daemon/maint-daemon start: readiness now pings the socket (and\n  fails fast when the child dies) instead of passing on a stale socket\n  file — 'started' used to be reported for daemons that never booted.\n  Stale sockets are unlinked before spawn.\n- test_mlx_gpu reentrancy/serialization tests pin MEMO_GPU_LOCK_PATH to\n  tmp_path — they took the real machine-global GPU flock with no timeout\n  and could hang behind (or stall) the production recall daemon.",
          "is_bot": false,
          "headline": "fix: daemon start probes connect instead of trusting stale socket fil…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-21T03:03:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f59cc2bd955c9b283c1b30e44b6f228ee5a49559",
          "body": "The MCP tool read arbitrary absolute file paths (prompt-injected OCR of any\nfile on disk). Paths now resolve (defeating ../ and symlink escapes) and\nmust live under the configured data dir / vault or the import/export roots\n(cwd, Downloads, Desktop, Documents).",
          "is_bot": false,
          "headline": "fix: memo_ocr_image path allow-list",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-21T03:03:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8da25a9369e626ba7841a5b606678447e92fe340",
          "body": "_apply_source_feedback's non-None kwarg defaults always shadowed the\nflag_float reads — the three registry knobs (SIM_THRESHOLD/BOOST_PER_VOTE/\nBOOST_CAP) could never change behavior. Kwargs now default to None with\nresolution caller > flag > registry default.",
          "is_bot": false,
          "headline": "fix: MEMO_FEEDBACK_* knobs actually take effect in source-feedback boost",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-21T03:03:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "48dec6d5afdf354e214b68c08ce84db3393582d6",
          "body": "…portable\n\n- reflect no longer stamps reflected_at when the LLM output fails to parse\n  (parse_error status + exit 1); parsed-but-empty still stamps so sessions\n  aren't reprocessed forever.\n- token-economy gate tests derive paths from the repo root instead of a\n  hardcoded /Users/fer prefix (they silently skipped everywhere else), and\n  the vacuous len(...)>=0 assertion now asserts the L2-passthrough contract.",
          "is_bot": false,
          "headline": "fix: memo reflect retries on parse failure; token-economy gate tests …",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-21T03:03:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fd3ae6182d3330e5d72116e1fdc3fa775a8728a6",
          "body": "…c, mark inert knobs\n\n- memo config validate now type-checks the six config.py-owned typed env\n  vars (MEMO_EMBEDDER_DIMS etc.) via validation-only specs — garbage values\n  used to pass validation then hard-crash every command.\n- MEMO_GRAPH_SEMANTIC_RELATIONS was registered twice; the stale 'stub' s\n[…]\nrch one — removed, plus a\n  registry-completeness test locking len(_SPECS)==len(REGISTRY).\n- three reader-less secret-storage knobs marked INERT in their help text so\n  they can't masquerade as wired.",
          "is_bot": false,
          "headline": "fix: flags registry — validate config-owned vars, dedupe shadowed spe…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-21T03:03:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5dbf86d1163843ffd32d9c17ed12e70ad20cc3f3",
          "body": "…ed modules\n\n- hooks.json: four 90000-second timeouts -> 90 (unit is seconds; 90000 was\n  25 hours, i.e. no timeout).\n- README: 'memo dream consolidate' -> consolidate-episodes; dream receipt\n  path corrected to <state_dir>/dream/last.json (~/.local/share/memo);\n  MEMO_GRAPH_USE_CODEGRAPH is on by d\n[…]\nARCH_MODE does not exist -> MEMO_RECALL_MODE (default\n  vec).\n- reference.md: encryption/sharing modules were deleted from the package —\n  rows removed; memo map renders local Canvas HTML, not Plotly.",
          "is_bot": false,
          "headline": "docs: fix drift — hook timeouts, README claims, docker env var, delet…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-21T03:03:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e40130798bef49419bf37bf0c01439f4757bdafd",
          "body": "- sync_once no longer proceeds into pull (rebase --autostash) with a dirty\n  tree after _commit_local fails — the exact uncommitted-work-loss the\n  commit-first ordering exists to prevent.\n- migrate_vault preserves single_db when rewriting the config (it silently\n  reverted consolidated installs to \n[…]\n-deleted.\n- reindex and gc skip memory_dir/inactive/: archived memories keep their\n  id: frontmatter and were resurrected by the post-sync-pull reindex,\n  making archive/supersede a no-op in practice.",
          "is_bot": false,
          "headline": "fix: sync/migrate/gc/archive data-safety holes",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-21T03:03:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1cb60502b8440b5d0ac7632c0a419ba22d44a6c4",
          "body": "…st state dir\n\n- daemon client retried 4x with 2s per-attempt timeout (~9s worst case vs\n  the 5s hook budget) — the hook path now fails over to subprocess after a\n  single attempt.\n- MEMO_RECALL_DAEMON_TIMEOUT_MS was a dead knob: the float alias's registry\n  default (2.0) always shadowed it; the fl\n[…]\nntly\n  suppress hits that were never actually delivered.\n- conftest MEMO_STATE_DIR fallback is a per-run mkdtemp instead of a fixed\n  shared /tmp path that accumulated a live sqlite index across runs.",
          "is_bot": false,
          "headline": "fix: recall hook latency + delivery-gated session dedup + hermetic te…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-21T03:03:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6feca1d5607c5788a4430958d1a9fc4b9bd0c252",
          "body": "…lent save failures\n\n- user-role messages whose content is only tool_result blocks (protocol\n  carriers) no longer become synthetic 'TOOL ACTIVITY: → ok' user turns that\n  displace the real prompt in exchange pairing — the extractor LLM saw no\n  user intent for essentially every tool-using turn.\n- v\n[…]\nlence capture for\n  the session.\n- ambient-capture save failures now log at warning level unconditionally\n  (previously debug-only stderr: a dims mismatch lost every mined insight\n  with zero signal).",
          "is_bot": false,
          "headline": "fix: capture transcript parsing — carrier turns, non-object lines, si…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-21T03:03:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "76f7db8c3ec051392be58f571e0c44ec3fee0430",
          "body": "…writes\n\n- _effective_session_id(): process-scoped generated id when no session env\n  var exists (Claude Desktop etc.) — session rows were inserted with id=NULL\n  and mem_session_end/mem_context silently matched nothing.\n- mem_session_start uses ON CONFLICT upsert instead of INSERT OR REPLACE,\n  whi\n[…]\n relation_id matches zero\n  rows, and clamps confidence to 0..1.\n- architecture guard now covers the mem_* prefix (mem_suggest_topic_key\n  explicitly exempt) so a mem_cognitive_* tool cannot evade it.",
          "is_bot": false,
          "headline": "fix: session-pattern MCP tools — session-id fallback, upsert, honest …",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-21T03:03:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7fcfacba85c4193f6b97173cd9aae24ce3bda0f4",
          "body": "config_set persisted the value to disk BEFORE validate_markdown_config —\nan invalid value stayed live for daemons/MCP/hooks even though the command\nexited non-zero. On validation failure the prior value (or absence) is now\nrestored before raising. Same for unset.",
          "is_bot": false,
          "headline": "fix: roll back memo config set/unset when validation fails",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-21T03:03:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c36e105d67ee896579b4d86f98e42f017c1824a1",
          "body": "…+ receipt errors\n\n- min_sim, graph-weight and graph-retrieval winners now pass the curated\n  no-regression gate before touching the overlay (previously only the rank\n  knobs and HyDE did — a floor that won on mined labels could bury a curated\n  must-surface memory and still apply).\n- HyDE, floor-ca\n[…]\nonline proofs.\n- tuner/graph_tuner/retrieval_tuner/boost_tuner/anticipate/consolidate pass\n  failures now land in receipt['errors'] like every other pass, so\n  'memo dream status' actually flags them.",
          "is_bot": false,
          "headline": "fix: dream tuner gate coverage — curated no-regression + proof-cycle …",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-21T03:03:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "491341dc45e84193a9564b67418dafff801236e3",
          "body": "overlay_values only looked at src['MEMO_STATE_DIR'], so unless that env var\nwas explicitly exported, flag() never applied tuner/graduation results —\nthe nightly dream tuner wrote overlays nothing ever read. Resolve the state\ndir mirroring Config.from_env (markdown storage config > repo-cwd dev\ndefault > XDG default) for the real os.environ; custom env mappings keep\nthe hermetic explicit-only contract.",
          "is_bot": false,
          "headline": "fix: tuned overlay resolves state dir via Config fallback chain",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-21T03:03:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe9d2e7c2dafbc42b81ddbac01c9a4840dfb7f41",
          "body": "The strong _conn_holders set (f8afe6a2) retained every worker thread's\nconnection forever: the recall daemon (one thread per client) leaked one\nopen vec0 connection per prompt, hitting fd limits within days. Holders now\nrecord their owning thread; _connect closes+prunes holders whose thread has\nexited. close() stays the deterministic shutdown boundary.",
          "is_bot": false,
          "headline": "fix: sweep dead-thread sqlite connection holders on _connect",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-21T03:03:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5c9a324d21fe7842f98b34792a7bb9f52e4824f1",
          "body": "synthesize_cross_cluster and dream_distill pulled embeddings with only\n{reference, synthesis} excluded — legacy 'type: secret' index rows (the\nclass SENSITIVE_TYPES defends against, tiers.py) could enter the helper-LLM\nprompt and be re-saved verbatim into a durable, recall-surfaced, git-synced\nsynthesis memory. Union SENSITIVE_TYPES at both call sites, mirroring\nconsolidate().",
          "is_bot": false,
          "headline": "fix: exclude legacy secret rows from synthesize/distill LLM prompts",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-21T03:03:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b053509a008c0da9cef83c6b3f9a267b7635f600",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump Homebrew formula to v3.8.0",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-20T19:43:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "540a4892e2c767426072f9f8e066d38d9d37bcdc",
          "body": "…Y.md 3.8.x",
          "is_bot": false,
          "headline": "release: v3.8.0 consistency — rebuild mcpb archives, uv lock, SECURIT…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-20T19:36:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "982f824866d4c256253150f95328686ffb43451d",
          "body": null,
          "is_bot": false,
          "headline": "release: v3.8.0",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-20T19:36:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "72a9486bbdfb54ad6364c07981cb6641de0ec0a9",
          "body": "Deliberate bumps only: the new guarded functions (eval_ab cmd,\nrun_edge_verify, import_embed_cache) and the degrade-not-break broad\nexcepts on derived-data paths (sync export/import, edge-verify,\nbootstrap) that the adversarial review mandated. All increases listed\nby the gate's own --update output.",
          "is_bot": false,
          "headline": "chore: ratchet quality baseline for cbm-learnings wave",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-20T19:16:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8db94abd6508654bcdb23a6ba6fb49cc2a3b4e3f",
          "body": "A challenger pass attacked every claim and its 12 findings are\npublished verbatim with resolutions (cbm-style): precision@5 reframed\nas noise-free slot-fill (83% corpus base rate makes it\nnon-discriminative — the id-pinned subset is the sharp measurement),\nnoise@5=0.000 kept only where it is a real \n[…]\nclusion drawn), telemetry windows relabeled\n(~31-day log, not 7 days), referenced_rate=0.01 disclosed, drift and\noperating-point caveats added. README results block realigned to the\nsurviving numbers.",
          "is_bot": false,
          "headline": "docs: adversarial challenger review of BENCHMARK.md, findings published",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-20T19:16:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7739f19298aea084870a29aa3d6d3e81dc3c95bb",
          "body": "…nce of absence\n\nAn empty recall used to emit {} — indistinguishable from every bail, so\nagents could read 'memo has no record of X' as 'X is false'. Now a\nsuccessful search with zero relevant hits emits a one-line marker\n(MEMO_RECALL_EMPTY_MARKER, default on), gated on session_id so\nsessionless cal\n[…]\ns paths (absence unproven — parity\ntested), and session-dedup/bails stay silent ('already in context' is\nnot 'no record'). Also refreshes dev_audit broad-exception line anchors\nshifted by these edits.",
          "is_bot": false,
          "headline": "feat: epistemic marker on empty recall — absence of record, not evide…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-20T19:16:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9d6aeebe2cc5fbbe7c5b56565dc2a172a57b3bb8",
          "body": "…pass)\n\nNightly pass (MEMO_DREAM_EDGE_VERIFY_ENABLED, default off, gate\ndeclared) that promotes semantic_relations confidence when both\nendpoints of an edge were recalled AND used in the same grounded turn,\nwith gentle reversible decay. A sidecar ledger\n(state_dir/dream/edge_verify_ledger.json) make\n[…]\n its '· unverified' qualifier only when every\nshown edge crosses the shared VERIFIED_CONFIDENCE threshold — label\ntext only, ranking untouched (the measured-negative proximity re-rank\nstays reverted).",
          "is_bot": false,
          "headline": "feat: graph edges earn trust from grounded co-use (dream edge-verify …",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-20T19:16:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "19c08539aaf0838cf5ab3373ed9e98c5dfbeb73b",
          "body": "…text)\n\nThe instrument BENCHMARK.md lacked: same prompts, two conditions (ON =\nrecall-faithful top-K context via the shared rank_hits/knobs_from_flags\npath; OFF = bare question), answered by the local MLX LLM and scored by\na blind LLM judge (3 sub-scores, tie band, deterministic pair order by\nseed, \n[…]\nyte-identical to OFF, and a pre-judge leak scrub that forces a tie and\nreports leaked_pairs. Raw run persists to state_dir/eval/ for audit.\nRun: memo eval ab --labels eval/regression_labels.json --k 5",
          "is_bot": false,
          "headline": "feat: memo eval ab — blind-judge A/B (with vs without memo recall con…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-20T19:16:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2e3ba2da8e8a18973f589e20aed510d85f9f8c60",
          "body": "… block\n\nEvery number from real command output on the live corpus (4,933\nmemories, 2026-07-20): curated retrieval regression set (37 prompts,\nprecision@5 0.75-0.83, noise@5 0.00), LongMemEval oracle retrieval-only\n(recall@5 0.746 weighted micro over 60 stratified questions), live\nrecall telemetry (9\n[…]\nk/turn), two of three token-economy\nlevers FAIL their own gate, and abstention (refuse-when-empty) is\nexplicitly not yet measured. Reproduce section gives the exact commands\nfor any user's own corpus.",
          "is_bot": false,
          "headline": "docs: publish measured benchmark (docs/BENCHMARK.md) + README results…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-20T19:16:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "057e5c1a9c759dd2b86d3b518e436862a60001aa",
          "body": "…trap accelerator)\n\nMemories sync as .md but their embeddings did not — a fresh 'memo sync\nbootstrap' or a Mac catching up on pulls re-embedded everything through\nMLX. Now each machine exports a per-device shard\n(embed_cache/<device_id>.json) of content-addressed (sha256(embed_text)\n-> f32 vector) p\n[…]\nmost-recently-updated durable parents (a 2560-dim vector is ~13.7KB\nin base64 — uncapped would be ~62MB on a mature corpus).\n\nFlags: MEMO_SYNC_EMBED_CACHE (default on), MEMO_SYNC_EMBED_CACHE_MAX_ROWS.",
          "is_bot": false,
          "headline": "feat: carry embed-cache shards through memo-sync (cross-machine boots…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-20T19:16:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "439f1917351a5626b90609c4decd5fd543fe6ce5",
          "body": "Graph section existed (line ~302) but nothing above the fold mentioned it.",
          "is_bot": false,
          "headline": "docs: surface knowledge graph in What is memo + Core features",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-20T16:52:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f7298ae32d7f10d73d1cef2d7da4b0e31f4dae1",
          "body": null,
          "is_bot": false,
          "headline": "docs: add memo organic launch execution plan",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-20T16:52:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "96a8815b368c70166b2986d425a2a8e9c9e6f36f",
          "body": null,
          "is_bot": false,
          "headline": "docs: correct memo directory coverage",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-20T16:52:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f546feeaf85b94af4c60217f1bd2ac05aab4a82f",
          "body": null,
          "is_bot": false,
          "headline": "docs: design memo organic traction launch",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-20T16:52:55Z",
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          "oid": "6ad0a0c1e6eeea96f15602a90d18cb197a141c35",
          "body": "* docs: move Install section right after What is memo? in readme\n\n* chore: retrigger checks",
          "is_bot": false,
          "headline": "docs: move Install section right after What is memo? in readme (#38)",
          "author_name": "Fer F",
          "author_login": "jagoff",
          "committed_at": "2026-07-19T19:11:05Z",
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          "oid": "7bfa58eae2982f93f680fd2fbb27121bfffaca19",
          "body": null,
          "is_bot": false,
          "headline": "docs: add project website to readme (#37)",
          "author_name": "Fer F",
          "author_login": "jagoff",
          "committed_at": "2026-07-18T16:41:54Z",
          "body_truncated": false,
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        },
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          "oid": "77a3785197b5981072700f1d113d42f4380fbe48",
          "body": "…real)' (#36)\n\nThe real linux-cpu-smoke workflow is path-filtered, so PRs that do not\ntouch the CPU backend leave the required context 'expected' forever and\ncannot merge (this blocked PR #35 and a dependabot PR). Add the\nGitHub-documented no-op twin: same job name, inverse paths-ignore set.",
          "is_bot": false,
          "headline": "ci: no-op twin for path-filtered required check 'Ubuntu CPU backend (…",
          "author_name": "Fer F",
          "author_login": "jagoff",
          "committed_at": "2026-07-17T14:59:54Z",
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          "body": "…(#35)\n\n* docs(homebrew): bump formula to v3.7.0 with real tarball sha256\n\n* fix(security): possessive quantifier in sentence-split regex (ReDoS)\n\nCodeQL py/polynomial-redos (alert 38): _SENTENCE_RE's \\s+ followed by a\nfailable lookahead backtracks over long whitespace runs reachable from\nthe HTTP API body. \\s++ is semantically identical here — the lookahead\ncan only succeed at the end of a whitespace run — and removes the\nbacktracking entirely.",
          "is_bot": false,
          "headline": "fix(security): possessive quantifier in sentence-split regex (ReDoS) …",
          "author_name": "Fer F",
          "author_login": "jagoff",
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          "oid": "82604e618dc3f697f42521f2b275c05cb3236f25",
          "body": "…ssion",
          "is_bot": false,
          "headline": "release: v3.7.0 — MCP client-sampling synthesis + save-time chunk emi…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-16T03:54:48Z",
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        {
          "oid": "5a230d535851f2dacad6e8b2dc410c1de3b720d4",
          "body": null,
          "is_bot": false,
          "headline": "chore(quality): refresh ratchet for sampling/chunks/graduation additions",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-16T03:01:50Z",
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        },
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          "oid": "0d9a1a551ba494dcb9c7dce8540e431cc0f30bc9",
          "body": null,
          "is_bot": false,
          "headline": "style: ruff format cli_dream, flags_behavior, llm (CI format gate)",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-16T03:01:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "00be5fd430ab1be2d829dd18cf1e49387846a858",
          "body": "…ase fix",
          "is_bot": false,
          "headline": "chore: realign broad-exception allowlist; changelog for chunks + rele…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-16T03:01:50Z",
          "body_truncated": false,
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          "oid": "3e6f9c2c44d1c6931bab957a81bea26c6b11da91",
          "body": "…NK_INGEST)",
          "is_bot": false,
          "headline": "feat(chunks): emit heading-aware chunks at save/update time (MEMO_CHU…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-16T03:01:50Z",
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        },
        {
          "oid": "5beb8a053666942c13af6d778fa9299c946b0428",
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          "is_bot": false,
          "headline": "docs: spec for chunk emission at save/update time",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-16T03:01:50Z",
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        },
        {
          "oid": "f266f23ff79fc277027e737f1b92e75ffa5e9b75",
          "body": "…k, SECURITY.md",
          "is_bot": false,
          "headline": "fix(release): realign v3.6.0 metadata — rebuild mcpb archives, uv loc…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-16T03:01:50Z",
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        },
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          "oid": "f6ca8b8b41e6029d55e983b0e30b0403b2cda2b3",
          "body": "…g group",
          "is_bot": false,
          "headline": "docs: changelog for MCP client-sampling synthesis; map sampling confi…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
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        },
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          "oid": "6c4a306cca1bd1f6b5c01409c6dbecfa0aadd5bc",
          "body": "…ent sampling",
          "is_bot": false,
          "headline": "feat(mcp): reflect/synthesize/consolidate route synthesis through cli…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-16T03:01:50Z",
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        {
          "oid": "8f47fbb9a70ca463f32aa429061b7cc75a18e2b0",
          "body": null,
          "is_bot": false,
          "headline": "feat(mcp): memo_ask + memo_chat_ask synthesize via client sampling",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-16T03:01:50Z",
          "body_truncated": false,
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        },
        {
          "oid": "eb45a2c29c2d849803279cb52ad6e4ef87e398c1",
          "body": "…ays local",
          "is_bot": false,
          "headline": "feat(sampling): route _ensure_chat through SamplingChat; grounding st…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-16T03:01:50Z",
          "body_truncated": false,
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        {
          "oid": "7727b0b9360b2518df8aae461dea4a6a568a0a07",
          "body": null,
          "is_bot": false,
          "headline": "feat(sampling): ctx.sample bridge + flag-gated state construction",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-16T03:01:50Z",
          "body_truncated": false,
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        },
        {
          "oid": "7553491e87ffa2d693e7265b4fa1ead125b6fbb6",
          "body": null,
          "is_bot": false,
          "headline": "feat(flags): MEMO_SAMPLING_* dark flags + manual graduation gate",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-16T03:01:50Z",
          "body_truncated": false,
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        },
        {
          "oid": "0dd5f6a1d53b85958b260cbcb854f07ebf5f7841",
          "body": null,
          "is_bot": false,
          "headline": "feat(sampling): per-request client-sampling state + SamplingChat router",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-16T03:01:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a01dec8a21c9eb4d52ded9660994aa980bec425d",
          "body": null,
          "is_bot": false,
          "headline": "docs: pin MEMO_SAMPLING_MAX_TOKENS default in sampling spec",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-16T03:01:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "83ec0bf04b650d663ae2b8453fa1482ec7ddaccc",
          "body": null,
          "is_bot": false,
          "headline": "docs: spec for MCP client-sampling synthesis (contextvar + SamplingChat)",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-16T03:01:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "00022e6bf19620bffdff39619fbe5e1715f278c9",
          "body": "Tag push now triggers publish.yml, and a new github-release job creates\nthe Release from the tag's CHANGELOG section (no-op when it already\nexists). Closes the gap where tags flowed but the Release -> PyPI -> MCP\nregistry chain silently froze at v2.12.17.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci(release): create GitHub Release automatically on tag push",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-16T03:01:50Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "06cd7dd99610a68b5493f9cbbbde284d245f523e",
          "body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "release: v3.6.0 — dark-feature graduation pipeline",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-16T03:01:50Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "40398149f4444732c8335a865236e0e59057a8fe",
          "body": "… ON or gets culled\n\nEvery default-off *_ENABLED flag now declares a GateSpec in dream_flags.GATES\n(recall A/B / tuner-owned / manual+reason); completeness is CI-enforced so new\ndark flags cannot merge without a gate. Recall-gated flags A/B-measure nightly\nvia the eval flag_overrides seam and gradua\n[…]\nEADLINE_DAYS surface as cull candidates in\n`memo dream graduate-flags --status`. Pass gated by\nMEMO_DREAM_FLAG_GRADUATION_ENABLED (default off).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(dream): dark-feature graduation pipeline — every dark flag earns…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-16T03:01:50Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3d1bdd59087e3f5501c43845be7e3969ce7d3085",
          "body": "…own-config layer)\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: sync CLAUDE.md to current code (12 mixins, flags_capture, markd…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-16T03:01:50Z",
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          "is_coding_agent": true
        },
        {
          "oid": "0732bbc2d2a10c7940d79630f53c98b58b59f5dc",
          "body": "Comprehensive reliability, security, packaging, release, and runtime hardening. Bumps memo to 3.5.2 and adds regression coverage for all audited fixes.",
          "is_bot": false,
          "headline": "fix: harden memo for production and release 3.5.2",
          "author_name": "Fer F",
          "author_login": "jagoff",
          "committed_at": "2026-07-15T09:38:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9eb725aaaa311b35e1895cfc566519ce5b792f86",
          "body": "* fix(security): harden repository workflows\n\n* fix(ci): close remaining verification gaps",
          "is_bot": false,
          "headline": "fix(security): harden repository workflows (#26)",
          "author_name": "Fer F",
          "author_login": "jagoff",
          "committed_at": "2026-07-15T02:46:17Z",
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        },
        {
          "oid": "69c15dcba5108a846927d5362dcfd884495b1bce",
          "body": null,
          "is_bot": false,
          "headline": "fix(deps): keep Dependabot below pytest 9 (#25)",
          "author_name": "Fer F",
          "author_login": "jagoff",
          "committed_at": "2026-07-15T01:37:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d8c73bda5385dc4dd12096cde0f2996a75a8458c",
          "body": "* fix(deps): keep Dependabot within compatible bounds\n\n* fix(ci): reuse compatible model cache",
          "is_bot": false,
          "headline": "fix(deps): keep Dependabot within compatible bounds (#24)",
          "author_name": "Fer F",
          "author_login": "jagoff",
          "committed_at": "2026-07-15T01:28:09Z",
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          "is_coding_agent": false
        },
        {
          "oid": "53213ab8a14eff10537d8a9eb17b2505c7ea8ea3",
          "body": "* build(deps): bump python from 3.13-slim to 3.14-slim\n\nBumps python from 3.13-slim to 3.14-slim.\n\n---\nupdated-dependencies:\n- dependency-name: python\n  dependency-version: 3.14-slim\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\n\n* test(docker): accept\n[…]\n--\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Fernando Ferrari <fernandoferrari@gmail.com>",
          "is_bot": true,
          "headline": "build(deps): bump python from 3.13-slim to 3.14-slim (#20)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-15T01:11:02Z",
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          "is_coding_agent": false
        },
        {
          "oid": "955e50bb5d6e7f717a88939b4318dc9e7cb62ea0",
          "body": "* feat(hype): raw-embed variant + reembed mode (pre-flip instrumentation)\n\nHyPE stored question embeddings used embed_query (query prefix) while doc\nvectors are raw, so question-side cosines ran systematically higher and the\nmax-fold could displace correct doc hits. Adds MEMO_HYPE_EMBED_RAW to embed\n[…]\nard that traces (never hard-fails) when the store's dominant variant\ndoesn't match the active flag.\n\n* fix(hype): harden variant migration workflow\n\n* refactor(hype): contain expected migration errors",
          "is_bot": false,
          "headline": "feat(hype): support raw question embeddings (#23)",
          "author_name": "Fer F",
          "author_login": "jagoff",
          "committed_at": "2026-07-15T00:40:43Z",
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          "oid": "c5dabc0ea12d1e6ac0aac121b175deeb8818d0b8",
          "body": null,
          "is_bot": false,
          "headline": "test: isolate sqlite cleanup warnings (#22)",
          "author_name": "Fer F",
          "author_login": "jagoff",
          "committed_at": "2026-07-15T00:12:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f8afe6a260eedbe119fd952efb4d3bea35272d44",
          "body": "* ci: enforce contract and dependency security\n\n* fix: close worker sqlite connections deterministically",
          "is_bot": false,
          "headline": "ci: enforce contract and dependency security (#19)",
          "author_name": "Fer F",
          "author_login": "jagoff",
          "committed_at": "2026-07-15T00:01:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba68f7d0b830d8e7fc3faf2a2d8e4f52e22ffbba",
          "body": "* feat(verbatim): flags + verbatim_db config property\n\nAdd three flags for Total Recall F1 (verbatim turn-level lexical index):\n- MEMO_VERBATIM_INDEX (bool, default False) — nightly index toggle\n- MEMO_VERBATIM_MAX_DAYS (int, default 90, min 1) — retention window\n- MEMO_VERBATIM_MIN_CHARS (int, defa\n[…]\natching Path.home().\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n* feat(verbatim): add private bounded transcript search\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(verbatim): ship private bounded transcript search (#18)",
          "author_name": "Fer F",
          "author_login": "jagoff",
          "committed_at": "2026-07-14T23:42:12Z",
          "body_truncated": true,
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        {
          "oid": "1d1cb0602f89be6d35f6cf71b445ee1c131154b9",
          "body": null,
          "is_bot": false,
          "headline": "fix(release): make package builds reproducible (#17)",
          "author_name": "Fer F",
          "author_login": "jagoff",
          "committed_at": "2026-07-14T23:26:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1bcbeb21e3b55a7fd3d3d4dc17a42faba5ac90be",
          "body": null,
          "is_bot": false,
          "headline": "fix(secrets): isolate encrypted credential storage (#16)",
          "author_name": "Fer F",
          "author_login": "jagoff",
          "committed_at": "2026-07-14T23:20:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e386ef220513384ff7a70fca01ce729d00c7d42a",
          "body": "* fix(http): secure REST and MCP transports\n\n* fix(http): add shared API hardening middleware",
          "is_bot": false,
          "headline": "fix(http): secure REST and MCP transports (#15)",
          "author_name": "Fer F",
          "author_login": "jagoff",
          "committed_at": "2026-07-14T22:53:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c6a8cb8a57d403423a9f71bb221844281afdf2e5",
          "body": "* fix(ci): restore deterministic green gates\n\n* test(tui): make snapshots terminal-independent",
          "is_bot": false,
          "headline": "fix(ci): restore deterministic green gates (#14)",
          "author_name": "Fer F",
          "author_login": "jagoff",
          "committed_at": "2026-07-14T19:15:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "686751a1935b5af6994c6f7752fbc370b86d6b8b",
          "body": "* chore(quality): enforce formatting and refresh ratchets\n\n* style: format auxiliary Python scripts",
          "is_bot": false,
          "headline": "chore(quality): enforce formatting and refresh ratchets (#13)",
          "author_name": "Fer F",
          "author_login": "jagoff",
          "committed_at": "2026-07-14T18:53:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cc4c0f89326c9229a8f119d38c1bb4359a530cb8",
          "body": null,
          "is_bot": false,
          "headline": "fix(security): confine backup paths (#12)",
          "author_name": "Fer F",
          "author_login": "jagoff",
          "committed_at": "2026-07-14T18:42:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "74ebcd9380f8b6ac82fdffba7f7e0c7b23975241",
          "body": null,
          "is_bot": false,
          "headline": "build: release v3.5.1 — embedder-client per-op timeouts + HyPE hardening",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-14T01:28:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5b332b5d7258206de00a5ed2bb519599d8f0d4c8",
          "body": "…nfig\n\nConfig.from_env() reads markdown config via config_md.field_values(os.environ),\nwhich defaults MEMO_CONFIG_DIR to ~/.config/memo/config when unset. Tests that\nbuild Config without pinning it leaked this machine's real data_dir/model_profile/\ndream flags into assertions, failing test_config.py\n[…]\nstead). Mirrors the existing MEMO_CONFIG_FILE\nisolation pattern; tests that set their own MEMO_CONFIG_DIR (test_config_md.py,\ntest_flags.py, etc.) are unaffected since they never read bare os.environ.",
          "is_bot": false,
          "headline": "test: isolate MEMO_CONFIG_DIR from the dev machine's real markdown co…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-14T01:27:21Z",
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        },
        {
          "oid": "f974e309530de93e1a61e2fdd4a64402786fb79f",
          "body": "… (dev-only)",
          "is_bot": false,
          "headline": "chore(deps): document pytest<9 transitive pin; dismiss dependabot #10…",
          "author_name": "Fernando Ferrari",
          "author_login": "jagoff",
          "committed_at": "2026-07-14T01:15:52Z",
          "body_truncated": false,
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          {
            "name": "typer",
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            "version": "0.26.8",
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          },
          {
            "name": "types-pyyaml",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
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            "name": "types-pyyaml",
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            "version": "6.0.12.20260518",
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            "name": "typing-extensions",
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            "version": "4.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
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            "version": "0.4.2",
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          {
            "name": "uc-micro-py",
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          },
          {
            "name": "uncalled-for",
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          {
            "name": "urllib3",
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            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
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          {
            "name": "uvicorn",
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            "version": "0.51.0",
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          {
            "name": "watchfiles",
            "direct": false,
            "version": "1.2.0",
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          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.8.2",
            "ecosystem": "pypi"
          },
          {
            "name": "websockets",
            "direct": false,
            "version": "16.1",
            "ecosystem": "pypi"
          },
          {
            "name": "xxhash",
            "direct": false,
            "version": "3.8.1",
            "ecosystem": "pypi"
          },
          {
            "name": "yarl",
            "direct": false,
            "version": "1.24.2",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 249,
        "direct_count": 32,
        "indirect_count": 217
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 4,
        "merged_prs": 50,
        "open_issues": 0,
        "closed_ratio": null,
        "closed_issues": 0,
        "closed_unmerged_prs": 7
      },
      "bus_factor": 1,
      "bot_contributors": 1,
      "top_contributors": [
        {
          "type": "User",
          "login": "jagoff",
          "commits": 1441,
          "avatar_url": "https://avatars.githubusercontent.com/u/16609254?v=4"
        }
      ],
      "contributors_sampled": 1,
      "top_contributor_share": 1
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "dependency-security.yml",
        "docker-publish.yml",
        "linux-cpu-smoke-noop.yml",
        "linux-cpu-smoke.yml",
        "macos-smoke.yml",
        "publish.yml",
        "release-quality.yml",
        "repo-stats.yml",
        "slow-tests.yml",
        "test.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "package-lock.json",
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": null,
            "reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "16 out of 16 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 0/16 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 3,
            "reason": "project has 1 contributing companies or organizations -- score normalized to 3",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 0,
            "reason": "project was created within the last 90 days. Please review its contents carefully",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 5,
            "reason": "dependency not pinned by hash detected -- score normalized to 5",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 10,
            "reason": "SAST tool is run on all commits",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 9,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "5d016bf5cb82be9925c32cd58c41728a951c06ab",
        "ran_at": "2026-07-22T02:08:27Z",
        "aggregate_score": 6.9,
        "scorecard_version": "v5.5.0"
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      "has_codeql_workflow": false,
      "has_security_policy": true,
      "has_dependabot_config": true
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-22T02:05:25Z",
      "oldest_open_prs": [
        {
          "number": 58,
          "created_at": "2026-07-22T00:44:11Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 59,
          "created_at": "2026-07-22T00:45:03Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 60,
          "created_at": "2026-07-22T00:47:13Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 62,
          "created_at": "2026-07-22T02:07:23Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ],
      "last_merged_pr_at": "2026-07-22T02:00:47Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": []
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  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/jagoff/memo",
    "host": "github.com",
    "name": "memo",
    "owner": "jagoff"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 65,
      "inputs": {
        "security": 76,
        "vitality": 77,
        "community": 49,
        "governance": 50,
        "engineering": 77
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 77,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 62,
            "inputs": {
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              "human_commit_share": 0.96,
              "days_since_last_push": 0,
              "active_weeks_last_year": 11
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            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "11/52 weeks with commits",
                "points": 7.6,
                "status": "partial",
                "details": [
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                    "code": "commit_cadence_weeks",
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                      "weeks": 11
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                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "1443 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 1443
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                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "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",
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                  "components": [
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              },
              {
                "code": "weights_renormalized",
                "params": {}
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            "value": 100,
            "inputs": {
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              "latest_release_tag": "v3.10.0",
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              "days_since_latest_release": 0,
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            "components": [
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                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "30 releases published",
                "points": 27,
                "status": "met",
                "details": [
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                    "code": "releases_published",
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                ],
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              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
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                    "code": "release_recency",
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                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~1.7 days",
                "points": 27,
                "status": "met",
                "details": [
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                    "code": "release_cadence",
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                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
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                ],
                "max_points": 10
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            ]
          },
          {
            "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,
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              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
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            "components": [
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                "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": {}
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                ],
                "max_points": 100
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            ]
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        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 49,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 13,
            "inputs": {
              "forks": 2,
              "stars": 7,
              "watchers": 0,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "below_threshold"
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            "components": [
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                "key": "stars",
                "name": "Stars",
                "detail": "7 stars",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 7
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "2 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 2
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                  }
                ],
                "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": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "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": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "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
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "moderate",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 58,
            "inputs": {
              "packages": [
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 3119
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "3,119 downloads/month across pypi",
                "points": 46.6,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 3119,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
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                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 50,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 13,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 1,
              "top_contributor_share": 1
            },
            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
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                    "code": "bus_factor",
                    "params": {
                      "count": 1
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                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "missed",
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                    "params": {
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
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                    "code": "contributors_sampled",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 63,
            "inputs": {
              "merged_prs": 50,
              "open_issues": 0,
              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 7
            },
            "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": "50/57 decided PRs merged",
                "points": 33.6,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 50,
                      "decided": 57
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/16 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "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": 42,
            "inputs": {
              "followers": 0,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "jagoff",
              "public_repos": 37,
              "account_age_days": 3847
            },
            "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": "0 followers of jagoff",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 0,
                      "login": "jagoff"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "37 public repos, account ~10 yr old",
                "points": 23.5,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 37
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 10
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "mlx-memo"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "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": "29 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 29
                    }
                  }
                ],
                "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": "good",
        "name": "Engineering Quality",
        "value": 77,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "10 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "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": "16 out of 16 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "apple-silicon",
                "claude-code",
                "mcp",
                "mcp-server",
                "memory",
                "mlx",
                "model-context-protocol",
                "obsidian",
                "qwen",
                "rag",
                "sqlite-vec",
                "memo",
                "codegraph",
                "linux",
                "agent-memory",
                "claude",
                "embeddings",
                "knowledge-graph",
                "semantic-memory",
                "ai-agents"
              ],
              "has_wiki": false,
              "homepage": "https://memo-web-sigma.vercel.app",
              "has_readme": true,
              "has_docs_dir": true,
              "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": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://memo-web-sigma.vercel.app",
                "points": 15,
                "status": "met",
                "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": "20 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 20
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 76,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 70,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 6.9
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "16 out of 16 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "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 0/16 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "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 detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 5",
                "points": 2.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 216 resolved dependencies against OSV; 33 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 216
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 33
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 2,
              "affected_packages": 1,
              "assessed_packages": 216,
              "unassessed_packages": 33,
              "affected_by_severity": "moderate 1",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 216,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 67,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 24513
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "96 of 96 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 96,
                      "sampled": 96
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "package-lock.json",
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "editors/vscode/tsconfig.json"
              ],
              "agent_commit_share": 0.06,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.04
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "editors/vscode/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "editors/vscode/tsconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "6 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
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