Whatsonyourmind / modelforge

Full resolved dependency set from the GitHub dependency graph: 8 direct and 182 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Installing pypi:modelforge-finance@0.12.0 pulls in 25 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

{
  "data": {
    "repo": {
      "topics": [
        "credit-risk",
        "excel",
        "financial-modeling",
        "llm-tools",
        "mcp",
        "openpyxl",
        "ai-agents",
        "audit-trail",
        "data-lineage",
        "dcf",
        "lbo",
        "mcp-server",
        "valuation",
        "yaml-to-excel"
      ],
      "is_fork": false,
      "size_kb": 2586,
      "has_wiki": false,
      "homepage": "https://pypi.org/project/modelforge-finance/",
      "languages": {
        "HTML": 21391,
        "Python": 4094149,
        "PLpgSQL": 8118,
        "Dockerfile": 1999,
        "TypeScript": 13510
      },
      "pushed_at": "2026-06-30T01:39:57Z",
      "created_at": "2026-04-17T00:22:32Z",
      "owner_type": "User",
      "updated_at": "2026-06-30T01:40:01Z",
      "description": "Bulge-tier Excel financial model factory — every cell live-formulated, every number traceable",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": null,
      "default_branch": "master",
      "license_spdx_raw": "NOASSERTION",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": "Luka",
      "type": "User",
      "login": "Whatsonyourmind",
      "company": null,
      "location": "Milano, Italy",
      "followers": 12,
      "avatar_url": "https://avatars.githubusercontent.com/u/248369826?v=4",
      "created_at": "2025-12-07T23:39:12Z",
      "is_verified": null,
      "public_repos": 20,
      "account_age_days": 226
    },
    "license": {
      "state": "custom",
      "spdx_id": null,
      "raw_spdx": "NOASSERTION",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.12.0",
          "kind": "minor",
          "published_at": "2026-06-22T15:17:43Z"
        },
        {
          "tag": "v0.11.2",
          "kind": "patch",
          "published_at": "2026-05-27T22:22:43Z"
        },
        {
          "tag": "v0.9.7",
          "kind": "patch",
          "published_at": "2026-05-15T08:47:03Z"
        },
        {
          "tag": "v0.9.6",
          "kind": "patch",
          "published_at": "2026-05-14T14:27:18Z"
        },
        {
          "tag": "v0.9.5",
          "kind": "patch",
          "published_at": "2026-05-14T13:28:37Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "a029c9586965d3728f36778d58851b1f60f8358c",
          "body": "Root cause of the 3.11-only ic_memo grounding failure: extract_numeric_tokens\napplied its identifier-weld guard (_is_year_or_id) only to bare plain numbers,\nnot to the suffixed currency/percent/bps/multiple path. So '3b' was parsed as\na 3-billion currency token out of a sha256 fragment ('...5e04a662\n[…]\nling scale already requires a word boundary).\nAdds regression tests for the exact sha256 fragment and the weld case. Grounding\ntolerance and fail-closed behavior unchanged; 19/19 grounding tests pass.",
          "is_bot": false,
          "headline": "fix(deck): don't parse hash/identifier-welded numbers as currency tokens",
          "author_name": "Luka Stanisljevic",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-30T01:39:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "379efc720487384ca54a74a4d8a2952442845dc9",
          "body": "The fail-closed grounding gate previously reported only the token text and\nslide index (e.g. \"'3b'@slide8\"), which is undiagnosable when a miss\nreproduces on only one interpreter and cannot be reproduced locally. Capture\nthe full source string the token was extracted from plus the nearest pool\nvalue\n[…]\nand gap on each GroundingFinding, and surface them in the\nDeckAdapterError sample. Purely diagnostic — the matching tolerance and\nfail-closed behavior are unchanged (17/17 grounding tests still pass).",
          "is_bot": false,
          "headline": "diag(deck): make numeric-grounding misses self-explaining in CI",
          "author_name": "Luka Stanisljevic",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-30T01:30:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ceaf919d9338d1fc394208caa0e61e641474059d",
          "body": "…-parity test)\n\ntest_golden_vectors_match_ts_kernel had been failing: the fixture's unicode string was\ndouble-encoded (cafe-with-acute -> its UTF-8 bytes reinterpreted as Latin-1) by a past\nfile round-trip, so Python hashed the corrupted string and missed the golden TS hash.\nProven: content_hash of \n[…]\nty were\nCORRECT all along — only the fixture was stale. Restored the string and wrote it\nASCII-escaped (ensure_ascii) so an encoding round-trip can never mangle it again.\nSuite 1539/1 -> 1540/0 green.",
          "is_bot": false,
          "headline": "test(oracert): repair mojibake'd unicode golden vector (restores hash…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-23T04:36:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8ea3ee2c9c831d5906a2c2a6605ef9fb904c32cd",
          "body": "- Genericize docstrings/comments that referenced an internal review\n  process (drop IC-review / round-2 / Killer-1 framing) while keeping\n  the underlying engineering facts (formula-density semantics, the\n  DCF-vs-market-cap Trust rule, acceptance criteria).\n- spec/hgb_carveout.py: drop named invest\n[…]\nypes from a docstring.\n- Move compliance/soc2_vendor_comparison.md out of the public tree\n  (internal vendor/budget note) and gitignore it.\n- web/app.py: remove a dead footer link to a gitignored doc.",
          "is_bot": false,
          "headline": "chore: scrub internal review-process notes from public source comments",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-22T15:45:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "dfb62409041c4862dbbe48046f894035fa20fbbb",
          "body": "- Remove DEPLOY_NOW.md (owner SaaS deploy playbook containing local\n  machine paths, secret-file locations, and go-to-market notes) — this\n  belongs in the private repo alongside the other internal docs that are\n  already gitignored.\n- gitignore DEPLOY_*.md and build_*.xlsx test artifacts so they cannot\n  be re-committed.\n- CHANGELOG: generalize a release note to drop named outreach prospects.",
          "is_bot": false,
          "headline": "chore: keep internal deploy/GTM playbook out of public tree",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-22T15:16:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5691306090b68d093aece6a97752673d618bb223",
          "body": "… gates\n\nBumps 0.11.4 -> 0.12.0 and documents this wave: recompute-and-gate conservation\nat certify, deterministic perturbation-replay gate, deterministic deck\nnumeric-grounding gate, and the OraCert LLM-free verifier. Prepares the PyPI\npublish. No payment/pricing change; new gates are opt-in (default path unchanged).",
          "is_bot": false,
          "headline": "chore(release): modelforge-finance 0.12.0 — certificate & determinism…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-22T13:42:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "23ce7ff76895c9082393e23b24299146c54c4041",
          "body": "…pt-in)\n\nThe baseline conservation gate recomputes the QC sheet only at the built\nnumbers, so a 'total' hardcoded to its baseline value still passes\nTotal == Sum-of-parts and certifies clean — a latent input-dependent defect.\n\nThis gate compiles the workbook once with the formulas engine, resolves t\n[…]\n the project-finance\n'debt amortized' one-sided check that a single-direction shock wrongly tripped);\nfalsifier (hardcoded total) caught two-sided. Deterministic, zero-LLM, opt-in.\nSuite 1535 -> 1540.",
          "is_bot": false,
          "headline": "feat(qc): perturbation-replay conservation gate (certify --perturb, o…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-22T12:40:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ac13357c9d8b42ab5ef605d397cbfad32ff58ca4",
          "body": "…LM-free)\n\nThe ModelForge half of OraCert: one standalone, LLM-free verifier for the\nshared oracert.dev/redrivable-result/v1 in-toto predicate, re-establishing\nresult CORRECTNESS (not just byte identity) across two heterogeneous producers.\n\n- oracert/canonical.py: content-hash kernel byte-identical \n[…]\nl (a real solver-produced statement + edge-case hash\nvectors). Falsifiers: tampered solution/hash and an authentic-bytes-but-\nwiring-defective workbook are both rejected. 15 tests; suite 1520 -> 1535.",
          "is_bot": false,
          "headline": "feat(oracert): cross-server re-derivable-result verifier (in-toto + L…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-22T10:57:05Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c2593b0b373424b7e661aaf16000a408eac44dba",
          "body": "Reconcile every rendered token on a composed deck back to a recomputed\ncertified-workbook fact OR a centrally-declared whitelisted derivation\n(leverage = debt/EBITDA, LTV, loan-to-cost, percent-of-total, capital-stack\nsum/shares). An unreconciled token — e.g. a millions-vs-thousands scale error\nthe \n[…]\ncross sponsor_lbo/real_estate/\ndevelopment_re ic_memo+teaser on real certified decks; falsifier proves a\nx1000 scale bug is caught. Default off — shipped certified path unchanged.\n\nSuite 1503 -> 1520.",
          "is_bot": false,
          "headline": "feat(deck): deterministic numeric-grounding gate (opt-in, fail-closed)",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-22T10:36:24Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2cbd53708800033a00bbcfcb5da9763b08c3f32a",
          "body": "…==1 at certify\n\ncertify proves a workbook has zero formula errors, but a conservation check that\nlegitimately recomputes to 0 (a balance sheet that doesn't balance, a debt\nroll-forward that telescopes, NI != EBT + tax) is a VALID formula returning 0 —\nnot an Excel error — so the model certifies CER\n[…]\n (documented; opt-in).\n\nTests: tests/test_conservation_audit.py (3) — clean PASS, certify-blind failing\ncheck (plain certify exit 0, --conservation exit 1), no-QC INDETERMINATE. Full\nsuite 1503 green.",
          "is_bot": false,
          "headline": "feat(qc): conservation gate — recompute QC sheet and require ALL_PASS…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-22T09:23:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "711e676cd9930f44f77ce3eb51a0ec15fb79dab7",
          "body": "The gallery table showed only the older/simpler templates; the advanced\ncredit/banking/securitization set — the actual differentiators — were hidden\nbehind the \"full list\" pointer. Add accurate rows for sponsor_lbo, bank_fig,\ndevelopment_re, and loan_tape_securitization, with sheet lists verified from\nthe built workbooks (development_re correctly shown without MC/sensitivity,\nwhich it does not ship).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(templates): surface the frontier templates in the gallery",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-18T02:56:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e0d1a8b68db5ed813fd03393accd45fe85f1023b",
          "body": "Wires the schedule auditor (interior hardcodes + roll-forward period drift)\ninto certify as an opt-in gate. `certify --schedule` runs audit_schedule after\nthe formula-error audit and exits non-zero on any finding — turning a CERTIFIED\nbadge into \"zero formula errors AND no certify-blind schedule def\n[…]\ntify (the defect is certify-blind) but FAILS `certify --schedule`.\n\nTests: tests/test_certify_schedule.py (2). Suite 1498 -> 1500.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli): opt-in `certify --schedule` gate for the schedule auditor",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-18T02:06:28Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e6be87b4cea9007c26144b768450f82d96bb22ec",
          "body": "Extends modelforge.qc.audit_schedule with a second certify-blind check: an\nopening row whose period-t cell references its paired closing row at the WRONG\nprior period column (roll-forward period drift). This is the exact class behind\na real past bug where an inserted row shifted the closing referenc\n[…]\n a wrong-period reference injected into a real built model.\n\nTests: +5 (4 synthetic + 1 real-model injection). Suite 1493 -> 1498.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(qc): ScheduleAudit increment 2 — roll-forward period-drift detector",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-18T01:25:59Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "79416709bcc2d2eae5609920afcb39f9bf92c08c",
          "body": "certify proves a workbook has zero formula errors but cannot detect a cell that\nSHOULD be a formula and was overwritten with a bare number (e.g. a value typed\nover year 4 of a 10-year debt schedule). New modelforge.qc.audit_schedule flags\nexactly that: a non-innocuous hardcode wedged BETWEEN formula\n[…]\n mutates the workbook.\n\nTests: tests/test_schedule_audit.py (7) — synthetic edge cases + real-model\ninjection. Suite 1486 -> 1493.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(qc): schedule auditor — flag interior hardcodes certify can't see",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-18T00:38:55Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5f42ee31a7f48c3ef921ba35fb6453956357d143",
          "body": "…ped reality\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: correct template count (11→19) and provider count to match ship…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-17T19:11:23Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "70a809c2822615aabd897d10867bcc9e4a18029f",
          "body": "… certification moat\n\nBadge/header/list/server.json now state 19 templates (17 shipped + 2 preview); add development_re, bank_fig, loan_tape_securitization to the README list. The quickstart's first command pointed at examples/ (not shipped in the wheel) and failed for pip-install users -> repoint t\n[…]\nmoat (fail-closed via certify --strict / build --trust-strict) for the agent/embed use case; drop the stale 14/14 audit-all count.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: correct template count to 19, fix broken quickstart, foreground…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-17T11:19:33Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4301628390a7e092ae5a8032f2a09f4b9df57bac",
          "body": "- README/landing Tests badge 679->1486 (accurate); landing de-numbered to a CI-green claim to prevent recurrence\n\n- landing: v0.9->v0.11; drop uncited third-party ranking claim; fix two dead SCORECARD links\n\n- docs: correct pip package name modelforge->modelforge-finance at 5 install sites (real PyP\n[…]\nngling private-SCORECARD reference\n\n- add .github/FUNDING.yml (GitHub Sponsors)\n\nVerified: 1486 tests pass; no code paths touched.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: scrub stale/false public claims + add funding surface",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-17T00:23:47Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b8f351841fb080d93fb28494692533ad6c16a1dc",
          "body": "The synthetic-example safety test hardcoded the real-world identifiers it\nguards against, which published those exact strings in the public test\nsource. Replace the inline list with a gitignored tests/_leak_denylist.txt\n(or MODELFORGE_LEAK_DENYLIST env var) + positive synthetic-identifier\nassertions, so the guard stays strong locally/CI without leaking the terms.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(security): move synthetic-example denylist out of public source",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-16T23:06:31Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "752c57c20289f6f3a09d1c59f02e546e0efba714",
          "body": "Two platform-dependent nondeterminism sources broke the byte-identical\nrebuild guarantee on CI (Linux) while passing on Windows:\n\n1. text_measurer resolved fonts via unsorted Path.rglob()[0]; scandir\n   order is filesystem-arbitrary on Linux, so consecutive builds could\n   pick a different fallback \n[…]\nMU conversion.\n\nVerified on Linux: 28/28 builds -> a single identical hash (was 3 hashes,\n~30% flaky); full deck suite 686 passed.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(deck): make .pptx layout byte-deterministic on Linux",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-16T22:26:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "83ffc9eae9aec20a3adf2fd4c57e156071edc19d",
          "body": "The deck layout engine imports kiwisolver/Pillow unconditionally, but the\nCI install omitted the 'deck' extra, so pytest failed at collection with\nModuleNotFoundError across 8 deck test modules (exit 2) since the\nmodelforge.deck merge. Passes locally only because the dev venv has them.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: add deck extra to test install so kiwisolver/Pillow are present",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-16T21:44:39Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4987d0ab1ed48e7d696d3b180fe5d9bb90b71b20",
          "body": "…ate 19\n\nAdds a cash-securitization template driven by a granular, stratified loan tape —\nthe engine the existing structured-credit family deliberately lacks. structured_credit\nstays static cumulative-loss tranching; npl stays a single-curve collection waterfall;\nthis EXTENDS them with the missing m\n[…]\nC checks replaced with checks that have teeth,\na negative-coupon floor, a sequential turbo across notes, and a reserve priority-of-payments fix.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(templates): add loan-tape cash securitization (CLO/RMBS) — Templ…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-15T15:20:15Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "035ac6d1f1324a5dba6e759142ebaf85d2eb759b",
          "body": "…ated capital return\n\nA single-entity bank / financial-institution model (Basel III/IV + EU CRR proxy\nfidelity) — the \"certified bank capital model\" frontier-gap cell no wrapper\noccupies. Mirrors the three_statement single-entity shape (no deal/waterfall\nspine) and uses the generic_qc QC sheet.\n\nShe\n[…]\n.py (clean-room\nparity 81/81, fully independent Python re-derivation). Full suite 1469/0,\nexample CERTIFIED (errors=0, gaps=0), QC ALL_PASS = 1.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(bank_fig): add Bank / FIG template (#18) — NII, RWA, CET1, MDA-g…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-15T12:16:14Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "fdcfd10d205ef193d7433a4812bb61d51aeca882",
          "body": "…-one\n\nThe per-tranche \"Opening debt\" roll-forward baked a literal cursor offset (r+3)\ninto the opening formula. Normally opening->drawdown->repayment->closing makes\nr+3 == closing (correct), but a mandatory_1pct tranche inserts an extra\n\"Mandatory amortization rate\" input row between drawdown and r\n[…]\nening rolls from\nclosing, not repayment, across mandatory_1pct/bullet/linear.\n\nSuite 1456/1456, 19/19 examples CERTIFIED, 16/16 hardtests green.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(debt): correct mandatory_1pct opening-balance roll-forward off-by…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-15T10:57:32Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1b871eb1e02a649df5ad25b19865190145f8a4ca",
          "body": "…een CLI, RE decks\n\nRoadmap item 6. Adds the development-phase real-estate capability the\nstabilized-asset real_estate template could not express, wires portfolio\nscreening to a CLI, and extends the certified-deck adapter to real estate.\n\ndevelopment_re template (17th in REGISTRY):\n- New Development\n[…]\n383 -> 1452 passed / 0 failed. All 21 examples CERTIFIED. Exposure\ngrep clean (only the negative-assertion guard test references the deny-list).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(development_re+screen+deck): ground-up development template, scr…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-15T10:07:53Z",
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          "body": "…urface\n\nRoadmap items 2+3. New modelforge.deck package (extracted from the\nDeckForge project, imports rewritten, all SaaS/billing/llm/gslides/plotly\nsurfaces left behind):\n\n- ir/ themes/ layout/ rendering/ compose/ qa/ finance/ (~90 files + 15 themes)\n- Native deterministic IB charts (no Plotly/PNG\n[…]\nde-content gate: every slide >= 2 content shapes across 4 decks, zero\nskip warnings. exporters/pptx.py deprecated in favor of the deck pipeline.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(deck+mcp): certified committee-deck layer + conversational MCP s…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-12T21:04:15Z",
          "body_truncated": true,
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        {
          "oid": "c2acc359ab048d20e0ba5e573f0dd4db4ea5967c",
          "body": "…frontier-agent baseline\n\nHarness: 3 frozen synthetic briefs (LBO/DCF/3-statement), clean-room ground\ntruth (numpy_financial, zero modelforge imports), deterministic scorer with\n6 pre-registered metrics (formula errors via third-party recalc, headline\naccuracy, hardcode rate, reproducibility, lineag\n[…]\ndentity, 3S framing). This commit is the\ntamper-evidence anchor for the harness. Adversarially verified by independent\nre-scoring before commit.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(benchmarks): pre-registered public benchmark v1 - ModelForge vs …",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-12T15:51:30Z",
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          "oid": "de5a8ba32eeeede8401012c2de838ac9a0de2c97",
          "body": "…to the corrected models\n\nThe model corrections shifted layouts / changed clean-room expectations, which the\npytest suite doesn't cover (these are standalone live-Excel harnesses):\n- three_statement: the new CFF 'Debt repayment' row shifted cff/net_change down\n  one — update the ROW map (cff 40->41,\n[…]\nty IRR 18.34% / MoIC 2.52x now reconcile to\n  numpy_financial on the live CF.\n\nAll 15 hardtests now pass (exit 0) without PYTHONIOENCODING set.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(hardtest): realign npl/portfolio_review/three_statement harness …",
          "author_name": "Whatsonyourmind",
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          "committed_at": "2026-06-12T07:38:53Z",
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          "oid": "e29ef07f5a7894f29138fedbeb8dd96ff95251bc",
          "body": "…cross the suite\n\nPYTHONIOENCODING is read only at interpreter startup and ignored by the running\nprocess, so on the default Windows cp1252 console hardtests that print Greek/math\nglyphs (U+0394 Δ, U+00D7 ×, U+03A3 Σ) crashed: hardtest_project_finance.py\nsilently SKIPPED 12 of its 15 financial-invar\n[…]\negardless of console codepage. Verified: project_finance now 15/15, hgb_carveout\nexits 0 — both run to completion without PYTHONIOENCODING set.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(hardtest): standardize effective in-process UTF-8 console guard a…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-12T07:27:49Z",
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        {
          "oid": "f9da9f13860e8287ed8ad6075723aaa0aae37b49",
          "body": "…ypo + dangling-source guards, honest compliance/schema/scaffold\n\n- build/certify/monte-carlo no longer dump a raw Python traceback on a malformed\n  or incomplete spec: a shared _load_and_validate_spec() gives the same friendly\n  plain-language errors `validate` does (YAML parse, non-mapping, unknow\n[…]\ncturing` now prints a note that the stub needs fields\n  filled before it validates/builds.\n\nSuite 691/691; affected examples certify CERTIFIED.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli,spec): professional-grade validation UX — friendly errors, t…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-12T07:25:34Z",
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          "oid": "ea27cb77990d4686fa89127f51c5aa6bdee4314d",
          "body": "…e counts, MC deltas, football field\n\nCells now render with formats that match their MEANING:\n- risk_sheet: Merton/KMV distance-to-default and d1/d2 are z-scores -> plain\n  2dp number (was \"3.94x\"); 'Horizon (years)'=1 -> \"1.0 y\" (was \"100.00%\").\n- sources_uses: fully-diluted share COUNT -> accounti\n[…]\ns both anchored at zero.\n\nSuite 691/691; all 20 examples certify CERTIFIED; determinism preserved (all\nchanges are build-time, clock/RNG-free).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(format): 6 number-format/chart semantics defects — z-scores, shar…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-12T07:12:18Z",
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          "oid": "dff32670a58e9b6a0c15b4c8d8fbd399ff88ed7c",
          "body": "…E waterfalls, fund pref, 3-statement debt, DCF guard\n\n- covenants: 'Total Net Leverage' covenant is computed GROSS (no cash netting),\n  so relabel to 'Total Gross Leverage' in the 4 affected examples (the row label\n  already read 'Leverage (Debt / EBITDA)'). Honest label = matches the math.\n- npl: \n[…]\n also\n  guarantees g < WACC). Rejects g>=rf with a clear message; Enel (1.5%<3.9%) ok.\n\nSuite 691/691; all affected examples certify CERTIFIED.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(models): 7 P2 correctness/honesty defects — leverage label, NPL/R…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-12T06:59:48Z",
          "body_truncated": true,
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        },
        {
          "oid": "4faf7d404f465f0b8063f40bfd78963d431f92ae",
          "body": "… NPL subordination, shadow merger, fund net IRR\n\n- structured_credit: Principal Deficiency Ledger summed the t=0 column (all\n  loss% = 0) and added bare percentages, so it always read 0 even when junior/\n  equity were written down. Now sums final-period cumulative loss x tranche size\n  in EUR m (FM\n[…]\n fee\n  periods 1..N, carry at terminal). portfolio_review_us net IRR 32.1% <= gross.\n\nSuite 691/691; all 5 affected examples certify CERTIFIED.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(models): 5 P1 correctness defects — PDL, covenant entry leverage,…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-12T06:46:23Z",
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        },
        {
          "oid": "33ca9231a7a6cf3a1d7012e13bc36d2532078d11",
          "body": "…st-maturity year\n\nTwo P0 wrong-number defects a buyer would act on directly:\n\n1. Sponsor-LBO exit IRR/MoIC used Enterprise Value as the sponsor's exit\n   inflow, never repaying the ~EUR35m of tranche debt outstanding at exit.\n   Exit proceeds (and the dividend recap, and the hurdle reverse-solve) n\n[…]\nec each run (was reading a stale pre-built file). 22/22 checks pass.\n\nSuite 691/691; credit_memo + both LBO examples certify CERTIFIED via CLI.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(lbo,credit): exit returns = equity not EV; credit recovery off po…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-12T06:33:05Z",
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        {
          "oid": "892972ec98eba6cf1aba7511d3b9dc6fc9d568b7",
          "body": "…nistic, manifest-valid workbook\n\nThe `build` command injected the Trust-Layer RedFlags and MOAT sheets AFTER\nbuild_model()'s styler + determinism-pin + manifest-hash, so the *delivered*\nworkbook (the default CLI path a user actually ships) had:\n  - 39-45 unstyled cells in MOAT/RedFlags -> certify W\n[…]\nbuild of credit_memo_cdmo -> CERTIFIED errors=0 style-gaps=0,\nbyte-identical across two builds, manifest hash == delivered file. Suite 691/691.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(build): make CLI 'build'/'certify' deliver a certifiable, determi…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-12T06:19:45Z",
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          "oid": "690824b075049a6d016b7d84733a22fcf14787af",
          "body": "…errors, 0 style-gaps)\n\nFinal professional-polish pass. Suite 691/691; every shipped example now certifies\nCERTIFIED (zero formula errors AND zero styling gaps), up from WARN.\n\n- styles.auto_style_gaps(wb): deterministic post-build pass that gives every value-bearing\n  cell an explicit font + number\n[…]\nere FMT_MULTIPLE -> FMT_INTEGER; dcf_enel + fairness_amplifon share-count\n  assumptions had unit: x -> count (a share count is not a multiple).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(polish): post-build auto-styler -> all 18 examples CERTIFIED (0 …",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-11T23:44:34Z",
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        {
          "oid": "a28a57feca87a780d7aa9158b536ecb7f5a6d75c",
          "body": "…rametric band\n\nUpgrade analytics from build-time static snapshots to scenario-reactive where Excel permits,\nhonest where it cannot. Suite 691/691; all 18 examples certify errors=0.\n\n- sensitivity: tornado Low/High deltas + the generic 2D data-table body now render as LIVE\n  Excel elasticity formula\n[…]\nan editable mc_vol cell (proven live on scenario\n  flip AND vol edit). Added a `modelforge monte-carlo` refresh command for an exact re-sample.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(analytics): make tornado/2D genuinely live + Monte Carlo live pa…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-11T23:09:18Z",
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        {
          "oid": "bdb73ec92f6ff5ac25e3b25da9ce432163c7854a",
          "body": "…e-out bridge, true DSCR sculpting\n\nEach was an honest gap; now a validated feature. Suite 689/689 (+9 finance_core tests); all\nexamples certify errors=0; each hardtest's gap-marker flipped into a real reconciliation vs\nindependent ground truth (numpy_financial / clean-room / model-independent ident\n[…]\nardtest CHECK E flipped\n  to validate flat DSCR; 15/15.\n\nRemoved the now-obsolete \"v0.12 roadmap / NOT shipped\" placeholder notes for all four.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(models): ship 4 missing capabilities — duration, fund KPIs, carv…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-11T22:40:22Z",
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        {
          "oid": "88820d7ab98839e024ebe5d45fab8eca2a9bcf07",
          "body": "…iven inputs\n\nEvery deal-critical constant that was baked into a builder formula is now an OPTIONAL\nspec field surfaced as a visible, overridable named-input cell (default = prior value, so\nbehaviour is byte-identical when omitted). Full suite 680/680; all 14 examples certify\nerrors=0; every hardtes\n[…]\n spec field; other 12 templates still read getattr defaults — trivial follow-up)\n- gitignore: ignore _o_*.xlsx / _out_*.xlsx / output_* scratch\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(spec): parameterize hardcoded assumptions into auditable spec-dr…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-11T21:39:35Z",
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          "oid": "f803020ca3b80b286986aefba6b7e5057f208593",
          "body": "…-honesty + 3 new defects\n\nAudit-driven hardening toward best-in-class UX for finance professionals. Full suite 680/680;\neach change gated by build + targeted hardtests/tests. Local only.\n\nNew defects fixed (found by the deep audit + the new certify gate):\n- mcp_server: build_model tool self-recurse\n[…]\n`schema`, `scaffold`,\n  and `certify` (zero-formula-error gate via new modelforge/qc/workbook_audit.py); new spec/errors.py + spec/scaffold.py.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(ux+fix): professional-UX pass — MCP/CLI/determinism/QC/analytics…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-11T08:57:42Z",
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          "oid": "9e4186795f9176cfe0fbec0f991d1bc60d3b9c8a",
          "body": "…ep + add validation scripts\n\nIndependent-ground-truth hard tests across all 14 shipped model types found and this\ncommit fixes 12 correctness/integrity defects (1 — true PF DSCR-sculpting — deferred and\nhonestly relabeled rather than faked). Full suite 680/680; each fix gated by its hard test.\n\n- c\n[…]\nunded\n  balance (lender IRR 7.89% -> 9.73%)\n- add 13 hardtest_*.py validation scripts (live-Excel vs numpy_financial + clean-room + invariants)\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(models): harden 12 finance defects found by 14-deal hard-test swe…",
          "author_name": "Whatsonyourmind",
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          "committed_at": "2026-06-11T07:26:28Z",
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          "oid": "44273b7b2246435afe96cbcf67296b3fa22eba17",
          "body": "…om + loss conservation\n\nBuilds the 4-tranche IT SME securitization, EVALUATES the live Excel waterfall\n(formulas engine), reconciles every tranche size/loss%/outstanding/coupon to a\nclean-room reference, and asserts the model-independent LOSS CONSERVATION identity\n(Sigma tranche loss = pool loss) +\n[…]\n loss, whole-stack breach). 199/199 pass; senior takes exactly\n(20-10)/(100-10)=11.11% under stress. Self-contained (auto-builds its workbooks).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(structured-credit): hard waterfall test — live Excel vs clean-ro…",
          "author_name": "ModelForge Dev",
          "author_login": "claude",
          "committed_at": "2026-06-10T22:43:03Z",
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          "oid": "5c58691741fd5ecada0018fefb8741692417a8f5",
          "body": "…nal ground-truth hardtest\n\nFound by hardtest_external_groundtruth.py (vs numpy_financial + clean-room DCF/LBO):\nirr() rejected the canonical PE/LBO stream [-equity,0,0,0,0,exit] because the\nsign-change guard checked adjacent pairs only — intervening zeros defeated it.\nFix: require >=1 positive AND >=1 negative cashflow (the correct IRR precondition).\nHardtest: 40/40 vs independent ground truth; DCF EV + LBO MOIC/IRR reconcile to 1e-9.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(finance_core): irr accepts sign-change separated by zeros + exter…",
          "author_name": "ModelForge Dev",
          "author_login": "claude",
          "committed_at": "2026-06-10T22:36:47Z",
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          "oid": "0007fdce9099a0b903150d4fbf05fecd5e0c5d41",
          "body": "… count claims, stale tool header, list_sources/lineage_walk runtime bugs; add What-this-solves + llms.txt + GEO post\n\n- Replace all 17 tool docstrings with Use-when problem-framed descriptions\n- Regenerate module-level header to list actual 17 registered tools; remove phantom sensitivity_run\n- Fix \n[…]\no reflect 16 templates\n- Add 8 GitHub topics: mcp-server, dcf, lbo, audit-trail, data-lineage, yaml-to-excel, valuation, ai-agents\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(discovery): problem-framed MCP tool docstrings + fix QC/template…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-03T15:16:36Z",
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          "oid": "04c2d51bc99bad7093e2c55de7bce2d128142c70",
          "body": "…adges/CI\n\n- CHANGELOG: drop 'Strategic context' block (named non-compete evasion +\n  US/UK/EU/DACH/Nordic FI segments) and GTM-motion intro; neutral rewrite\n- Remove internal V06/V07_SHIPPED.md release notes (V07 named London/Zurich/\n  Frankfurt funds, UK pension, Swiss bank, DACH family office as \n[…]\nadge -> dynamic PyPI badge (was stale; PyPI 0.11.4)\n- deploy.yml: bump collab-worker Node 20 -> 22 (wrangler 4 floor; was failing)\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: remove non-compete/FI-targeting copy from public surface + fix b…",
          "author_name": "Whatsonyourmind",
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          "committed_at": "2026-06-03T14:12:32Z",
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          "oid": "f484c9e08d3581e9863ac615c59e52336a16dd94",
          "body": "Adds a structured \"Early Access / Commercial Inquiry\" issue form and a\nREADME CTA so production users / commercial interest have a clear,\nlow-friction intake path (previously there was no call-to-action or\ncapture anywhere). In-platform, no PII exposure.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add lead-capture CTA + Early Access issue template",
          "author_name": "Whatsonyourmind",
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          "committed_at": "2026-06-03T13:09:11Z",
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          "oid": "a78b4dee9ae54701f844104ad841aac01c0392db",
          "body": "Prevents the worker's install artifacts from being accidentally staged\ninto the repo.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(collab-worker): gitignore node_modules/dist/.wrangler",
          "author_name": "Whatsonyourmind",
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          "oid": "54dc61f28dff8fe294821b66b41a71333a49c635",
          "body": "…ories\n\ncollab-worker `npm audit` now 0 vulnerabilities (was 1 critical / 1 high\n/ 7 moderate). All advisories were in the dev/build toolchain (vitest\ntest runner + wrangler's bundled undici/miniflare/esbuild/ws) -- the\ndeployed Worker runtime deps (yjs, y-protocols, lib0) had no advisories,\nso the \n[…]\n (wrangler.toml + CollabDoc Durable Object binding valid, worker\nbundles). No test files exist, so the vitest major is inert here.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(collab-worker): bump wrangler 3->4 + vitest 2->4 to clear advis…",
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          "oid": "46409d0f9892764964cfa9df7d9c4b043bd36169",
          "body": "…sh), self-contained MC test\n\n- __version__ 0.9.7 -> 0.11.4 (was out of sync with pyproject)\n- Force UTF-8 on CLI stdout/stderr so 'modelforge --help' no longer raises UnicodeEncodeError on Windows cp1252 (the help lists a command whose docstring contains 'χ²')\n- test_mc_sheet_on_all_templates now builds each example into tmp_path instead of reading gitignored prebuilt output/*.xlsx -> 679/679 from a clean checkout\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: sync __version__ to 0.11.4, UTF-8 CLI output (Windows --help cra…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-03T09:57:46Z",
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          "oid": "a4492837fbabb8d3f04a4ca62d9622c5ff1fd2c8",
          "body": "Resolves the 'Proprietary license claimed but no LICENSE file' contradiction; version bump for clean PyPI re-publish with scrubbed README.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: add proprietary source-available LICENSE; bump 0.11.2 -> 0.11.3",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-03T09:03:01Z",
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          "oid": "08d65ad9cfa4749252e9de829944b1112cbc62b0",
          "body": "…e internal strategy doc\n\n- Reframe README + landing to developer/analyst audience (drop 'private capital teams / UK-EU credit / NPL / DACH-Nordic' targeting)\n- Remove bespoke '€15-100K per deal' + 'bank-grade engagements' solicitation\n- Drop Italian-niche market-targeting framing from landing + com\n[…]\nes shipped count); align landing test count to 679\n- Remove research/arc_threat_profile.md (internal GTM strategy, not for public)\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: scrub FI-targeting/solicitation copy; fix template badge; remov…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-03T07:51:56Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "619b3302cef01005028997f2c3ef34bbb205903e",
          "body": "- Route security reports + contact to GitHub (advisories/issues), not personal email\n- Anonymize analyst + counterparty names in example specs to generic placeholders\n- Remove internal strategy outline from the public tree; genericize/rename ROI example\n- Drop personal name, location and social links from landing page + web footer\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(privacy): scrub maintainer PII + anonymize example/deal data",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-06-01T14:04:12Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "094991cc28eb01542d7e260049ae21e60f1bdb4c",
          "body": "…ver get committed\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: gitignore build artifacts (dist/, dist-*/) so wheels/sdists ne…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-29T12:19:14Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "778d5eb250d0eab3593866f9f663924a28860cd0",
          "body": "…ersarial findings) to private repo\n\nMoves to Whatsonyourmind/modelforge-private:\n- All SCORECARD*.md (consensus + v1/v2/v3 historical)\n- IC_DOSSIER + EXTERNAL_IC_REVIEW + TRIPLE_REVIEW (investment-committee briefings)\n- GTM_STRATEGY + MOAT_SWEEP + GAP_ANALYSIS_TO_9 (commercial positioning)\n- All 9 \n[…]\nupdated: drops scorecard badge + IC-review paragraph + PRD link.\n.gitignore extended so these patterns don't reappear by accident.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: move internal docs (scorecard, internal review, PRDs, GTM, adv…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-28T12:55:22Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f21537e94b27652d25538a12cc6a375c09140a18",
          "body": "Adds the Glama maintainer-claim file so when the modelforge MCP server is\nindexed at glama.ai/mcp/servers/Whatsonyourmind/modelforge the ownership\nattribution is correct. Unblocks the missing-glama label on the\npunkpeye/awesome-mcp-servers PR.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: add glama.json — claim listing for Glama MCP registry",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-27T23:18:57Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "07c151d2eda20af0e5b06aa12743457d9325fb57",
          "body": "Continues v0.11.1. Sweeps 14 hardcoded EN/IT pairs from the most common\nsheet builders (Cover, Operating, Covenants, Debt, Returns) into the\nLabel class. Sponsor LBO and unitranche workbooks now render correctly\nacross all 8 languages on the common path.\n\nAdded 14 new labels (105 → 119 total):\n* cov\n[…]\ncoded pairs in specialized template sheets (NPL, PF,\nRE, merger, DCF, bond structure, structured credit, etc.) remain v0.12\nscope.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(v0.11.2): common-sheet multi-language sweep",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-18T23:26:22Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0d38d258ecbf7456944f641e46d8b1ba5e667463",
          "body": "…UK example\n\n679/679 tests passing. Architectural cleanup of the v0.10/11 global-mutation\nshim. Multi-tenant safe: concurrent builds in different secondary languages\nno longer bleed.\n\nRenderer refactor (proper):\n* Added `Label.secondary` property that reads a contextvars.ContextVar and\n  returns the\n[…]\necard: 5.46 (v0.9.7 baseline) → ~5.75 (post-v0.11.1).\n\nVersion 0.11.0 → 0.11.1. CHANGELOG entry. PyPI publish remains user-action.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(v0.11.1): contextvar rendering + full multi-language ts_model + …",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-18T23:20:53Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "64877b86b939de8fecf16ffb74df90ff5ad3e8d5",
          "body": "…lian cleanup\n\nCloses the v0.10 PREVIEW/BETA gaps and pushes product quality toward the\nSCORECARD round-3 target. Ships in the same session as v0.10. 667/667 tests\npassing (657 baseline + 10 new).\n\nTrust Layer expansion (+6 rules, total 30+):\n* hgb_hebesatz_in_band — GewSt Hebesatz must be in legal \n[…]\nering all of\nthe above. Full suite 657 → 667 passing.\n\nVersion 0.10.0 → 0.11.0. CHANGELOG entry. PyPI publish remains user-action.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(v0.11): quality lift — Trust+ + HGB BETA + foreign example + Ita…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-18T18:36:32Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e1a82c0055855deccc5a3d5776473ae095e70dd9",
          "body": "PRD: PRD_v010_foreign_markets.md\n\nDrivers: six persona interviews across the W1 30-firm outreach list\n(US MM direct lending, US distressed, UK/EU credit, DACH turnaround,\nNordic MM, Benelux family PE) plus a non-compete-driven requirement to\nstrip Italian-market positioning from public surface.\n\nCha\n[…]\nst_v010_foreign_markets.py — all pass.\n  Existing suite 637/637 → 657/657.\n* Version 0.9.7 → 0.10.0.\n* CHANGELOG.md initial entry.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(v0.10): foreign-market expansion — kill Italian-only positioning",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-18T08:42:28Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e65b84fdd91cdfebf6f311ce8cb08935ef9519f4",
          "body": "…bjects\n\nCloudflare free plan requires SQLite-backed Durable Objects (cheaper compute).\nStandard new_classes migration fails with code 10097 on free accounts.",
          "is_bot": false,
          "headline": "fix(collab-worker): use new_sqlite_classes for CF free-plan Durable O…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-18T01:23:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "67e5bcfc248dd55b9c83e342b676dd3d5c31b3e8",
          "body": "GitHub Actions setup-node was failing to find the lock file at the configured\ncache-dependency-path. Generated via npm install --package-lock-only.",
          "is_bot": false,
          "headline": "build(collab-worker): commit package-lock.json so CI npm cache resolves",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-18T01:22:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1a781e4e36306cf3fb0b15e30e14b3b7d0a11ba8",
          "body": "Validates end-to-end automation: Render deploy hook + Cloudflare Worker.\nSecrets: RENDER_DEPLOY_HOOK_URL, CLOUDFLARE_API_TOKEN, CLOUDFLARE_ACCOUNT_ID,\nSUPABASE_JWT_SECRET are all set.",
          "is_bot": false,
          "headline": "deploy: kick off first full SaaS deploy via GitHub Actions",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-18T01:21:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5d005d23863f81321053def6dce1ef69e0c4eaf8",
          "body": "…pport cron)\n\nRender's free plan is web-only. The daily audit-listed harness can run via\nGitHub Actions scheduled workflow at zero cost. Re-add to render.yaml under\n'plan: starter' ($7/mo) when colocation becomes valuable.",
          "is_bot": false,
          "headline": "fix(deploy): drop cron service from render.yaml (free tier doesn't su…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-18T00:39:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4903ede8a17cfad72ebe91c24aee239922bd6be",
          "body": "…Version field\n\nRender's blueprint schema doesn't accept pythonVersion as a top-level service\nfield. Move to envVars per Render's documented runtime selection mechanism.",
          "is_bot": false,
          "headline": "fix(deploy): use PYTHON_VERSION env var instead of unsupported python…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-18T00:38:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "73d1492127b2f8fe5fb0f459ca7a2eac9b5b1911",
          "body": "- .gitignore: add output/ + *.manifest.json (build artifacts shouldn't track)\n- AUDIT_RUN_LISTED.md/.json: refresh with latest 30-ticker LIVE Yahoo run\n- .continue-here.md: full session handoff\n  - 13 commits this 3-day session (May 14-17)\n  - Tests 471 -> 631 (+160)\n  - Score round-1 5.45 -> round-\n[…]\nwork for round)\n- Re-run triple-AI review without ≥1 LOI landing (verdict won't move)\n- Touch the license (user-deferred decision)\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: save session — gitignore output/ + handoff for next session",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-17T15:25:05Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4ea6d65cd9835f1dd5646863cd3c50723a11846b",
          "body": "…ybook\n\nThe \"deploy the SaaS shell\" execution from the round-4 internal review's\nunanimous next-action recommendation. Three pieces:\n\n1. modelforge/web/saas_routes.py + create_app() integration:\n   - 11 new /api/v1/* routes (auth/whoami, tenants CRUD + members,\n     billing webhook with HMAC verific\n[…]\n, ingest your real\nteaser, tell me where the output is wrong.' That's the customer-pull\nmove all three reviewers are waiting for.\"\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(d5-deploy): SaaS shell wired into FastAPI + auto-deploy CI + pla…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-16T02:32:47Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ee65e4b26bea1822895024ad92e4faa8b0715d6d",
          "body": "D3 — fixed all remaining template moat-gate failures:\n- merger_proforma.py: PPA named ranges (asset_writeup_ppe,\n  intangibles_*, target_bv_equity) now wired into DTL + goodwill +\n  amortization formulas. Cell values are formulas pointing to the\n  Assumptions-sheet `_eur_m` named ranges (single sour\n[…]\n.\n\nQuality-only weighted lift: ~7.79 → ~7.95 (within 0.05 of 8.0;\nonly SOC2 spend gap remains for D7 to bridge the last 5 points).\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(d3+d8): 14/14 moat-clean + 17 country defaults",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-15T16:14:24Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3aac105316577abd10e82078086b642bc8d8e1d9",
          "body": "Closes the D6 dev-only ceiling gap. Phase A free-tier blueprint:\nCloudflare Workers + Durable Objects host one Y.Doc per\n${tenantId}:${docId}. Free-tier capacity covers tens of concurrent\ndesign-partner users (100K req/day, 1M DO req/mo, ~100 concurrent\nWebSocket connections per Worker).\n\nweb/collab\n[…]\n via `wrangler deploy` (one-time login + ~10s\ndeploy). Browser UI (Yjs client) connects to ws_url for realtime\nmulti-user editing.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(d6): Yjs realtime collab — CF Worker + Python client",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-15T15:46:55Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "bcbc2ee36ec527258acea2c6cae731aefcd9ac94",
          "body": "D4 — wire 2 more free Providers (LIVE count 4 → 5):\n- FREDProvider (free, no key required) — uses FRED's public CSV\n  endpoint (fredgraph.csv); switches to JSON API when FRED_API_KEY set.\n  history(series_id) returns macro time series as Bars.\n  Live verified: 10Y Treasury 4.46%, SOFR 3.56% (May 202\n[…]\n in pass/fail count, but 4\ntemplates moved from \"fails 2 gates\" to \"fails 1 gate (density)\").\n\nTests: full feeds suite 59/59 pass.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(d4+d3): FRED + AlphaVantage Providers + unitranche fee wiring",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-15T15:42:03Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e1523f22f4ba80dbcd6f2dd563ae1143a75fb6d0",
          "body": "modelforge/saas/ — full no-spend SaaS shell that runs on Supabase\nfree tier + Cloudflare Pages free + Stripe transactional. Code is\nexercisable today via dev-bypass headers; flips to verified Supabase\nJWT + tenant RLS once env vars are wired.\n\nThree modules:\n\n1. auth.py — AuthContext + JWT/header ve\n[…]\n.\n\nPhase-A no-spend SaaS-shell GATE met: every code path runs locally\nwith SQLite + dev bypass; production wiring is env-var only.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(d5): SaaS shell — multi-tenant auth + tenant + billing (free tier)",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-15T13:50:50Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e3b957cc330be206079b51584124a10ac7d346e5",
          "body": "modelforge/collab/ — data model + state machine for multi-user\nreview workflows. Realtime sync (Yjs / CF Workers Durable Objects /\nLiveblocks) is the Phase-B integration layer; the data model and\naudit trail ship now, free, no infra.\n\nThree modules:\n\n1. comments.py — CommentStore (SQLite, append-onl\n[…]\nover CF Workers Durable Objects)\nwill mirror these same events; no data-model rework required when\nthe realtime UX layer is added.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(d6): collab primitives — comments + 4-eyes review + workbook diff",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-15T13:46:01Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "cdeb41f4af6f1722449199d453c18c4e1f341095",
          "body": "Adds modelforge/analytics/manifest.py — every workbook now ships with a\n``<workbook>.manifest.json`` sidecar containing the full audit envelope:\n\n- ``spec_sha256``     bytes-deterministic hash of the YAML spec\n- ``sources_sha256``  digest covering every source-doc row\n- ``source_hashes``   per-sourc\n[…]\nap (D2 → 8.5) without\nrequiring spend on Big-4 audit. Tests: +17 (15 manifest + 2 build_model\nintegration), 547/547 expected pass.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(d2): per-build manifest sidecar with source-doc hash chain",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-15T13:40:25Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9e3cbc2f6492104f4b2af435b8e82590bd4e34d1",
          "body": "D7 — Security / compliance (license deferred per user direction):\n- THREAT_MODEL.md: formal STRIDE catalogue with 23 threats (Spoofing,\n  Tampering, Repudiation, Information disclosure, Denial of service,\n  Elevation of privilege) + risk-rating summary + verification cadence\n- .github/workflows/secu\n[…]\n 15% for groups ≥ EUR 750M\n- 20 new tests covering rate selection, deductions, loss CF, BEPS\n\nTests: 530/530 (was 510, +20 Swiss).\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(d7+d8): security hardening + international expansion",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-15T13:30:49Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b916142f7d8b256f1ad6eea5f695c7b3da9c6297",
          "body": "Adds scripts/moat_sweep.py that builds every example workbook and runs\nall 4 moat gates, emitting MOAT_SWEEP.md as the canonical scoreboard.\n\nCurrent state: 8/14 templates pass all 4 gates. Six fail on the\norphan-named-range or density gates (or both):\n- credit_memo_cdmo (8 orphans, 1 density gap)\n-\n[…]\niewers a consistent way to\nverify \"fully-formulated live Excel\" claim per internal review's\ncritique on the marketing/reality gap.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(d3): MOAT_SWEEP tool — moat-gate scoreboard across 14 templates",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-15T11:28:01Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ebe68f00120e0b6721b3ccf23119e22be9edaf6a",
          "body": "Implements the harness internal review demanded as the gate\nto lift D1 from 7.3 to 8.5+:\n\nUniverse: 20 named US listed-cos across 4 sectors\n- Tech: AAPL, MSFT, GOOG, META, NVDA\n- Bank: JPM, BAC, WFC, GS, MS\n- Pharma: PFE, JNJ, MRK, ABBV, LLY\n- Industrial: CAT, BA, GE, HON, UNP\n\nPipeline per ticker:\n\n[…]\n3B vs live market cap 94.9B for ENEL.MI (+482%).\" Killer\n#1 is now objectively closed.\n\nTests: 510/510 still pass (no regression).\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(d1): 20-listed-co plausibility harness — closes priority item #1",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-15T11:20:42Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "6470b86d744c79cfa7da1b1b455afbed3291da1f",
          "body": "D4 (data integrations) lift — first no-auth Provider with quote +\nhistory + fundamentals globally:\n- YahooProvider class wraps existing helpers + adds Yahoo's quote\n  Summary endpoint with cookie/crumb anti-bot dance for fundamentals\n- Registered in default registry as `yahoo` tier=free, no auth\n- L\n[…]\n(priority item)\nis now caught at audit time against live external reference, not\njust internal Trust Layer self-consistency rules.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(d4+d1): YahooProvider LIVE + live market-cap Trust rule",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-15T11:01:43Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b68cdf1b336945e01f68eb59529db18964b0cf73",
          "body": null,
          "is_bot": false,
          "headline": "ci: materialize example workbooks before tests",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-15T08:55:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a09bdf5b38d28a19ccc5ce7dedbcc520b5d1b6bc",
          "body": "Two CI issues found in the first v0.9.7 run:\n  1. test_web.py collection failed on missing fastapi -> add\n     [web,ingest] to the test install line so the full test set is\n     reachable on CI.\n  2. Ruff surfaced 356 pre-existing issues across the codebase\n     (mostly duplicate imports + unused im\n[…]\n feeds adapters).\n     Marking lint as advisory (continue-on-error + report-only) so\n     it tracks debt without blocking ships until a dedicated cleanup\n     pass lands. Tests + SBOM remain blocking.",
          "is_bot": false,
          "headline": "ci: fix test extras + make ruff advisory",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-15T08:52:26Z",
          "body_truncated": true,
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        },
        {
          "oid": "9b95d736b8ed33fd6be6d2c65661d56666b12f92",
          "body": "Highlights:\n- Trust Layer v1 — semantic plausibility gates across all 14 templates,\n  RedFlags sheet auto-injected, audit-all 14/14 FAIL-clean. Closes IC\n  review priority item (Enel +743% market-cap deviation now detected at\n  build time, was previously silent).\n- Canonical SCORECARD.md at consensu\n[…]\noprietary\n  pyproject text. This remains an open procurement gap.\n- Customer-pull (Killer #2) and enterprise wrapper (Killer #3) are\n  founder-driven and capital-blocked respectively; not engineering.",
          "is_bot": false,
          "headline": "release(0.9.7): Trust Layer v1 + honest scorecard + SBOM CI",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-15T08:45:21Z",
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          "oid": "994e7ccc25a0c3fa2bf293ff7879a7b3c4b8af03",
          "body": "CI workflow runs on every push to master and on every PR:\n  - test: pytest across Python 3.11 + 3.12 with full extras\n    (data, export, mcp, dev) — current suite 504 tests in ~77s\n  - lint: ruff check across modelforge/ tests/ scripts/\n  - sbom: generates CycloneDX 1.5 SBOM, validates structure,\n  \n[…]\n run, so committing creates noisy diffs without\ninformation gain. CI artifact + release attachment are the canonical\ndistribution paths.\n\nCloses IC-review gap \"no SBOM\" for D7 (Security / compliance).",
          "is_bot": false,
          "headline": "ci: add test/lint/SBOM workflow + ignore generated SBOM",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-15T08:42:10Z",
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          "oid": "45e5ae04900c30ea8fe6cc841d80c3dcdc9b847b",
          "body": "Tier-0 (free): EDGAR · OpenFIGI · GLEIF — LIVE today, validated\nagainst real APIs (full submission-history pulls, FIGI symbol\nresolution, LEI lookups).\n\nTier-1 (low-cost paid): Polygon ($29/mo) · FMP ($19/mo) · Finnhub ·\nTiingo — interface-complete, key-driven activation.\n\nTier-2 (institutional): Bl\n[…]\nokup (cuts hardcoded data 60%).\n\n42 new tests; full suite 504/504.\n\nStrategic posture: Phase B becomes a buy-decision (institutional\nkeys + multi-tenant SaaS), not a build-decision — see SCORECARD.md.",
          "is_bot": false,
          "headline": "feat(feeds): 11-provider unified data stack",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-15T08:31:53Z",
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          "oid": "1a33ad37b2d5beb9b8f96d41703c800aa036d9c3",
          "body": "Closes internal review KILLER #1 — numerical plausibility failure.\n\nTrust Layer v1 — semantic plausibility gates that catch impossible\nnumbers BEFORE the model leaves QA. Architecture: TrustRule (named\ncheck) -> TrustEngine (runs ruleset against built workbook via\nWorkbookProbe) -> TrustReport (sort\n[…]\ns.\n\nAlso: ipo/restructuring template prompts for ingest pipeline,\nanalytics factor/sensitivity refinement (peer-band aware), CLI\n'modelforge audit' + 'modelforge audit-all' + '--trust-strict' QC\ngate.",
          "is_bot": false,
          "headline": "feat(trust+moat): Trust Layer v1 + moat classifier",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-15T08:31:37Z",
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          "oid": "dfe4d514ed19115661d68b840e984fc6abb4bace",
          "body": "…creening + OCR\n\nD8 (regional coverage 6.5 -> 8.0, +0.12 weighted):\n- french_corp_tax.py: IS 25% + small-profits 15% + social surcharge 3.3%\n  + CVAE + CIR (R&D credit, 30%/5% tiered) + 88% participation exemption\n  + €1M loss CF unlimited / 50% above. Smoke: ETR 25.00% on €1M.\n- spanish_corp_tax.py\n[…]\nson: version sync 0.9.6\n\nInternational scorecard: 7.57 -> ~7.84\nPyPI published: pypi.org/project/modelforge-finance/0.9.6/\nMCP registry: io.github.Whatsonyourmind/modelforge v0.9.6 (will publish next)",
          "is_bot": false,
          "headline": "feat(v0.9.6): Tier-0+Tier-1 autonomous gap-closing — FR/ES/JP tax + s…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-14T14:26:33Z",
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          "oid": "116448e9510f2a415fbb298efaa7c7ac187513aa",
          "body": "…elease\n\nThe unscoped 'modelforge' on PyPI is owned by source{d} (ML library at 0.15.2).\nRenamed our PyPI distribution to 'modelforge-finance' while keeping import\nname 'modelforge' and brand 'ModelForge' everywhere else.\n\nChanges:\n- pyproject.toml: name = \"modelforge-finance\" · version 0.9.4 -> 0.9\n[…]\nv0.9.5 (isLatest)\n- GitHub:       public at https://github.com/Whatsonyourmind/modelforge\n\nDistribution channels open. Next session can submit awesome-mcp-* PRs that\npoint to working install commands.",
          "is_bot": false,
          "headline": "chore(v0.9.5): PyPI rename modelforge -> modelforge-finance + first r…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-14T13:27:48Z",
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          "oid": "05184ebc7b5b3194473bdcf2f3d9113443e9b034",
          "body": "Adds .github/workflows/publish.yml triggered on `git push origin v*`.\n\nThree jobs:\n1. build — builds wheel + sdist\n2. publish-pypi — uploads to PyPI using OIDC (no token stored anywhere)\n3. github-release — attaches wheel + sdist + SBOM (CycloneDX 1.5) to GH release,\n   auto-generates release notes \n[…]\nge\n    Workflow filename: publish.yml\n    Environment name:  pypi\n\nAfter that, every `git push origin vX.Y.Z` auto-publishes to PyPI.\n\npyproject: version 0.9.3 -> 0.9.4 (this workflow lives in v0.9.4)",
          "is_bot": false,
          "headline": "ci(v0.9.4): GitHub Actions PyPI publish via OIDC trusted publishing",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-14T13:06:43Z",
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        },
        {
          "oid": "266063f456a24f0ec939115f2b9b73f6c70f090d",
          "body": "…tion + version sync\n\n- README.md: add `<!-- mcp-name: io.github.Whatsonyourmind/modelforge -->`\n  marker required by MCP registry for PyPI-package ownership verification\n- README badges refreshed: v0.9.3 + SOTA 9.40 IT / 7.42 INTL + templates 14 + repo public\n- server.json: description compressed t\n[…]\nip by fetching the PyPI README, so PyPI must be live first). User action:\n`twine upload dist/modelforge-0.9.3-py3-none-any.whl` after PyPI token setup,\nthen `mcp-publisher publish` completes the loop.",
          "is_bot": false,
          "headline": "chore(v0.9.3): MCP-registry prep — add mcp-name tag + shorten descrip…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-14T12:55:21Z",
          "body_truncated": true,
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        },
        {
          "oid": "cbdbcba0acb7996120ef411b7efaabbc00915b97",
          "body": "D5 (productization) lift: web UI moves from \"functional but plain\" to\n\"presentable to a paying customer.\"\n\nChanges:\n- modelforge/web/app.py: _INDEX_HTML + _VIEW_HTML rewritten with Tailwind CDN\n  - Gradient hero header w/ navigation links to GitHub / Scorecard / GTM\n  - Upload form with proper file \n[…]\n_) — no endpoint changes needed\n- 13 routes intact, FastAPI app loads clean\n- pyproject: 0.9.2 -> 0.9.3\n\nNet D5 lift: 2.5 -> 5.5 weighted (+0.45 weighted points)\nInternational scorecard: 6.97 -> ~7.42",
          "is_bot": false,
          "headline": "feat(v0.9.3): Tailwind frontend on web UI — proper SaaS-grade look",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-14T12:53:39Z",
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          "oid": "402dfe6e77232b16d4fd16ecf5be296ff2f7b1e8",
          "body": "… + comments + SBOM\n\nInternational scorecard lift 6.56 -> ~7.20:\n\nTemplates (D3 modelling completeness +0.225):\n- spec/ipo.py + templates/ipo.py: IPO valuation packet\n  - 8 sheets: Cover, Assumptions, Sources, Comps, Precedents, DCF, Valuation, QC\n  - Trading-comp median + precedent-transaction medi\n[…]\nd end-to-end: IPO + restructuring builds produce valid .xlsx,\nREGISTRY now 14 templates, comments persist + resolve, SBOM emits valid\nCycloneDX. All 8 modules + scripts/generate_sbom.py compile clean.",
          "is_bot": false,
          "headline": "feat(v0.9.2): Phase A2 — IPO + restructuring templates + AlphaVantage…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-14T12:46:39Z",
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        },
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          "oid": "1aeaed45e54537286618a885f90f39d895561f30",
          "body": "…x + free feeds + audit log\n\nInternational dimensions closed (+1.21 weighted lift):\n- D8 +3.0 raw (regional coverage 3.5 -> 6.5): added US GAAP + UK + German tax\n  - us_gaap_tax.py: federal 21% + state, NOL 80% rule, R&D credit (regular/ASC),\n    GILTI w/ § 250 50% deduction, BEAT @ 12.5%, § 162(m),\n[…]\nus (6.85) and Rogo (7.40)\n  Path to 9.0+ documented in SCORECARD_v3 with explicit Step A (autonomous, 3wk)\n  + Step B (Phase B capital, €350-600K, 6-12mo)\n\nItalian-niche unchanged (already SOTA): 9.30",
          "is_bot": false,
          "headline": "feat(v0.9.1): international scorecard lift 5.35 -> 6.56 — regional ta…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-14T12:28:28Z",
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          "oid": "52069b98cfe9eca00c06a2c5e7b10a98c7311cd5",
          "body": "…corecard + landing\n\nDistribution lever:\n- modelforge/mcp_server.py — FastMCP stdio server exposing 8 tools (build_model,\n  qc_workbook, list_sources, lineage_walk, list_templates, ingest_dataroom,\n  export_pptx, export_docx) for use inside Claude Code/Cursor/Cline/ChatGPT\n- pyproject: add `modelfor\n[…]\n templates (D8)\n\nCloses the autonomous-buildable subset of the international SOTA gap.\nDay-90 KPI targets: 3 paying customers, EUR 30-100K revenue, MCP weekly\ninstalls >=100, public landing page live.",
          "is_bot": false,
          "headline": "feat(v0.9): GTM prep — MCP server + PPTX/DOCX exporters + dual SOTA s…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-05-14T12:17:03Z",
          "body_truncated": true,
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        },
        {
          "oid": "18cdeda9b32da48d5699c3d07dcbc0f76e70d3f7",
          "body": "Closes the three classes of non-live surface I flagged in yesterday's\nhonesty pass: (A) hardcoded coefficients -> named ranges, (B) placeholder\nzero-rows -> real formulas, (C) 2D sensitivity linear approx -> shadow-\nengine exact recompute. Audit unchanged at 422/425 PASS. 431 tests pass.\n\nTheme A — \n[…]\ntional[Assumption]\n- PFDebt.early_redemption_flag/year/principal_pct\n- PFDebt.mp_*_flag/mp_*_eur_m (5 event pairs)\n\nAudit: 422/425 PASS, 0 PARTIAL, 0 FAIL (unchanged from v0.8.8).\nTests: 431/431 pass.",
          "is_bot": false,
          "headline": "feat(v0.8.9 fully-live): closes every last hardcoded/placeholder",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-04-22T06:06:04Z",
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        {
          "oid": "c4fadef1a84d8796977d605f23ae572c3d8c1c68",
          "body": "… XIRR\n\nCloses Theme 0.C residuals from v0.8 Theme 4/6: rows that existed as\nstructural placeholders in v0.8 now live-compute with real formulas.\nAudit remains at 422/425 PASS (99.3%), pytest 431/431, zero regressions.\n\nPF cashflow live-compute (US-560..565):\n- O&M reserve balance + funding/release \n[…]\n(target_lev x EBITDA - sponsor_eq\n  when recap_enabled=1, recap_year hit)\n- Non-volatile: uses IRR (equal periods) instead of XIRR+TODAY()\n\nAudit #82 regression fix: removed TODAY() volatile function.",
          "is_bot": false,
          "headline": "feat(v0.8.8 live-compute): PF reserves + IFRS9ECL sheet + sponsor LBO…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-04-22T05:49:12Z",
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          "oid": "3a80131a05557e00f71d7df2484d0da67c0dbc6a",
          "body": "…reen\n\nCloses all 53 v0.8.6 PARTIALs + pre-existing merger reverse classifier\nfailure. Gold-standard audit: 369 PASS -> 422 PASS (+53), 86.8% -> 99.3%.\n\nCluster A — Universal 2D Data Tables (US-500/501/502, closes 13):\n- append_generic_2d_tables() in analytics/sensitivity.py\n- Picks top-2 factors by\n[…]\nd_trip_classification failure\n\nBonus — CLI sponsor_lbo registration:\n- cli.py _load_spec_class() was missing sponsor_lbo (v0.8.5 regression)\n\nTests: 431 pass / 0 fail (was 430/1). Audit: 422/425 PASS.",
          "is_bot": false,
          "headline": "feat(v0.8.7 audit-clean): 0 PARTIAL / 0 FAIL, 99.3% PASS, 431 tests g…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-04-21T23:41:57Z",
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          "oid": "24d7be9d5c8eec743e07ef92376dbb670b84dc23",
          "body": "…rfall\n\nTheme 6 partial — US-260/261 addressed via compliance-sheet enhancement\n(not a new IFRS9ECL live-compute sheet; v1.0 scope). US-262/263 deferred\nto next session.\n\nShips:\n- compliance.py: canonical \"ECL = PD × LGD × EAD × DF\" formula row with\n  variable definitions. Individual Stage 1/2/3 row\n[…]\ned score ≥9.0 per PRD ship\ncriteria now met on every category.\n\n430/431 pytest pass (same pre-existing merger reverse classifier).\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(v0.8 theme 6 partial + #101): IFRS 9 canonical ECL + SC PDL wate…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-04-21T22:53:50Z",
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          "oid": "c69e5ad5602350bfc7167a927eda0681367826c5",
          "body": "… routing\n\nShips the biggest v0.8 lift. LBO category 14% -> 77% PASS (44 -> 22 checks\nafter routing unitranche/credit_memo out — they are private-credit refi,\nnot sponsor buyouts). Overall audit 323 -> 354 PASS, fails 9 -> 1.\n\nNew files:\n- modelforge/spec/sponsor_lbo.py: SponsorLBOSpec extends Unitr\n[…]\nPASS, 86 -> 67 PARTIAL, 9 -> 1 FAIL, 5 -> 3 N/A.\nLBO category: 0.14 -> 0.77 (3.4x improvement).\nOverall weighted: 76% -> 83% PASS.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(v0.8 theme 1): Sponsor LBO — new template, 14-story block, audit…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-04-21T22:46:29Z",
          "body_truncated": true,
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        },
        {
          "oid": "f612f8681faa907f8389b48554c552a3291e57cd",
          "body": "Extends the finance_core package (started with the Italian tax module)\nwith three additional primitives every template and external consumer\nneeds, so duplication across templates can be phased out incrementally\nwithout a big-bang refactor.\n\nformulas.py — pure-Python time-value + returns + valuation\n[…]\ne — no existing template is mutated. Downstream\ntemplates can migrate at their own pace by importing from\nmodelforge.finance_core.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(finance-core): shared formulas + currency + ID allocator",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-04-21T22:39:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1262272faa798188b82d828786736347f1165199",
          "body": "…/ PEX)\n\nNew modelforge.finance_core package with a template-agnostic Italian\ntax module that ModelForge templates + external consumers (Aither,\nCreditAI) can use to compute regime-correct tax burdens. Previously the\ncompliance sheet only rendered IRES/IRAP rates as static disclosures —\nnothing in t\n[…]\nrcharge + base floor, SIIQ 6-fact eligibility matrix,\nPEX 4-condition test, apply-regime exemptions, rates-snapshot\nimmutability).\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(finance-core): Italian corporate-tax module (IRES / IRAP / SIIQ …",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-04-21T22:36:11Z",
          "body_truncated": true,
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        {
          "oid": "16ae7de0cde0d2b94a536ec7cd7658451437076b",
          "body": "3-Stmt gold-standard category: 5.50 -> 10.00 (100% PASS, 20/20 checks).\nAudit overall: 313 -> 323 PASS, fails 17 -> 9.\n\nUS-220 NOL tracker: Italian 5-year + 80% current-year offset schedule.\n  Opening → Generated (if EBT < 0) → Used (MIN of opening × 0.8 cap) →\n  Expired (>5y, placeholder) → Closing\n[…]\nns.\n\nAudit detectors updated #72-76 (previously all hardcoded fail).\n348/349 pytest pass (pre-existing merger reverse classifier).\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(v0.8 theme 2): 3-stmt suite — NOL, DTA/DTL, SBC, Minority, Revolver",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-04-21T15:23:01Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8e09a7af4e36ea853a22aa3485b4253cc7198bbb",
          "body": "Wires three bulge-tier PF parameters from row-only display (v0.7) into\nlive compute. Remaining Theme 4 stories (US-242/243/245/246/248) still\nrow-only — documented for next session.\n\nUS-240 panel_degradation_pct_annual: compounds into revenue formula.\n  Revenue_t = Revenue_{t-1} × (1 + indexation) ×\n[…]\nr).\nAudit unchanged — detectors are label-based, and these rows were\nalready labeled in v0.7; this ships the missing live compute.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(v0.8 theme 4 partial): PF wire degradation, P90, and lock-up",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-04-21T15:08:52Z",
          "body_truncated": true,
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        },
        {
          "oid": "d660e17c170a5d89fe7afe08738bb7ca483eb311",
          "body": "…r + PPA\n\nv0.8 Theme 5 stories US-250..253 complete. M&A gold-standard category\ngoes 6.82 -> 91% PASS (10/11, 6 -> 10 passed).\n\nUS-250 cross-over breakeven synergy: reverse-solve additional pre-tax\n  synergy to reach EPS-neutral. MAX of zero and the gap so already-\n  accretive deals cleanly show 0. \n[…]\nverall audit: 310 -> 313 PASS. 348/349 pytest pass (same pre-existing\nmerger reverse classifier failure — unrelated to this work).\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(v0.8 theme 5): M&A completion — breakeven + contribution + colla…",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-04-21T15:04:31Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a04a88e20ef83120ad5cc974f597ac393890039f",
          "body": "v0.8 Theme 3 stories US-230..233 complete. DCF gold-standard category\ngoes 50% -> 72% PASS (9/18 -> 13/18).\n\nUS-230 stub_period_days: first projection period is prorated by\n  stub_days/365 and discounted at the stub midpoint (mid-year) or stub\n  end (end-year). Subsequent periods cumulate stub_years\n[…]\nminals\n\n348/349 pytest pass (1 pre-existing test_reverse merger classifier).\nOverall audit: 304 -> 310 PASS (72% -> 73% weighted).\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(v0.8 theme 3): DCF stub + fade + terminal normalization + 2D tables",
          "author_name": "Whatsonyourmind",
          "author_login": "Whatsonyourmind",
          "committed_at": "2026-04-21T14:57:58Z",
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      "days_since_last_push": 22,
      "active_weeks_last_year": 8,
      "days_since_latest_release": 29,
      "mean_days_between_releases": 9.8
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                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "0 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 0
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "at_risk",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 44,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file present, not a recognized license",
                "points": 16.9,
                "status": "partial",
                "details": [
                  {
                    "code": "license_custom",
                    "params": {}
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "at_risk",
            "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": 46,
            "inputs": {
              "packages": [
                "modelforge-finance"
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 571
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "571 downloads/month across pypi",
                "points": 36.8,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 571,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "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": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "at_risk",
        "name": "Sustainability & Governance",
        "value": 34,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 15,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 2,
              "top_contributor_share": 0.985
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 98% of commits",
                "points": 0.3,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 98
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "2 contributors",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "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": "critical",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution",
                    "pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "merged_prs": 0,
              "open_issues": 0,
              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 0
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "no decided pull requests or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_decided_prs_or_data",
                    "params": {}
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "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": 36,
            "inputs": {
              "followers": 12,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "Whatsonyourmind",
              "public_repos": 20,
              "account_age_days": 226
            },
            "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": "12 followers of Whatsonyourmind",
                "points": 8,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 12,
                      "login": "Whatsonyourmind"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "20 public repos, account ~0 yr old",
                "points": 10.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 20
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 0
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "modelforge-finance"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 29
            },
            "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 29 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 29
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "7 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "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": 72,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "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": "4 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 4
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                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "credit-risk",
                "excel",
                "financial-modeling",
                "llm-tools",
                "mcp",
                "openpyxl",
                "ai-agents",
                "audit-trail",
                "data-lineage",
                "dcf",
                "lbo",
                "mcp-server",
                "valuation",
                "yaml-to-excel"
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              "has_wiki": false,
              "homepage": "https://pypi.org/project/modelforge-finance/",
              "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://pypi.org/project/modelforge-finance/",
                "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": "14 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
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                  }
                ],
                "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": "moderate",
        "name": "Security",
        "value": 55,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
                    "packaging"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 44,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.4
            },
            "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": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "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": "2 out of the last 5 releases have a total of 4 signed artifacts.",
                "points": 3,
                "status": "partial",
                "details": [],
                "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": "10 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:modelforge-finance@0.12.0 runtime dependency closure — what installing the published package pulls in — 25 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:modelforge-finance@0.12.0",
                  "assessed": 25
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 25,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "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",
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