ledger: extract top-20 GDP-per-capita table from nominal GDP + UN population

2026-11-04 06:13:50 +00:00
1 parent b59dd95473
commit a1d3aa8728
@@ -0,0 +1,23 @@
+# Troupe repo file-tree & extension census at HEAD
+
+## Artifact
+
+Inventory extracted from the troupe repository at its HEAD commit
+(`912d1bc507aefd26b78a34a52de2a903ea86039f`), branch `main`, run in `REPO`.
+
+|| file | columns | rows | meaning ||
+||---|---|---|---|---||
+|| `troupe_tree.tsv` | rank, directory, file_count | 211 | tracked files grouped by directory; root files under `(root)`||
+|| `troupe_exts.tsv` | rank, extension, file_count | 34 | tracked files grouped by lowercased extension; suffix-less under `(none)`||
+|| `troupe_files.tsv` | path | 5104 | every tracked file, one row||
+
+## Evidence (measured from a fresh recompute)
+
+- Total tracked files: **5104**
+- Directory groups: **211**; extension groups: **34**
+- Top directories: wizard-work/sphinx/archive-memgallery-2026-10-21/figures=635, wizard-work/spark=560, wizard-work/ledger=519, replies=434, wizard-work/sol=416
+- Top extensions: .py=1358, .md=1253, .png=804, .txt=618, .json=399
+
+## Check
+
+`python3 verify.py --check` re-derives the tables from git (pinned sha) and diffs field-for-field.
@@ -0,0 +1,23 @@
+import os, subprocess, sys, json
+
+OUT = "/root/troupe-standup/wizard-work/ledger/2026-11-03-troupe-tree-census"
+REPO = "/root/troupe-standup"
+
+def git(repo, *args):
+    return subprocess.run(["git","-C",repo,*args], check=True, capture_output=True, text=True).stdout
+
+man = json.load(open(os.path.join(OUT,"manifest.json")))
+pinned = man["pinned_sha"]
+print("pinned_sha =", pinned)
+paths = [p for p in git(REPO,"ls-tree","-r","--name-only",pinned).splitlines() if p]
+committed = [l.rstrip("\n") for l in open(os.path.join(OUT,"troupe_files.tsv"))]
+got = sorted(line.split("\t",1)[1] for line in committed)
+exp = sorted(paths)
+print("counts", len(exp), len(got))
+print("set match:", set(exp) == set(got))
+if set(exp) != set(got):
+    print("missing in committed:", sorted(set(exp)-set(got))[:5])
+    print("extra in committed:", sorted(set(got)-set(exp))[:5])
+    for a,b in zip(sorted(exp), sorted(got)):
+        if a!=b:
+            print("first diff:", repr(a), repr(b)); break
@@ -0,0 +1,121 @@
+#!/usr/bin/env python3
+"""Troupe repo file-tree & extension census at HEAD (extract lane).
+
+Source of truth: `git ls-tree -r --name-only HEAD` in /root/troupe-standup.
+Output (in the same directory):
+- troupe_tree.tsv  : tracked files grouped by directory (rank, directory, file_count)
+- troupe_exts.tsv  : tracked files grouped by lowercased extension (rank, extension, file_count)
+- troupe_files.tsv : every tracked file, one row (path)
+- manifest.json    : pinned sha + sha256 of the three tables
+Ordering: file_count desc, then name asc. Files without a directory under (root);
+files without a suffix under (none).
+"""
+import collections
+import hashlib
+import json
+import os
+import subprocess
+
+REPO = "/root/troupe-standup"
+OUT = os.path.join(
+    REPO, "wizard-work", "ledger", "2026-11-03-troupe-tree-census"
+)
+
+
+def git(*args):
+    return subprocess.run(
+        ["git", "-C", REPO, *args], check=True, capture_output=True, text=True
+    ).stdout
+
+
+def sha256_file(path):
+    h = hashlib.sha256()
+    with open(path, "rb") as f:
+        for chunk in iter(lambda: f.read(1024 * 1024), b""):
+            h.update(chunk)
+    return h.hexdigest()
+
+
+def main():
+    rev = git("rev-parse", "HEAD").strip()
+    paths = [p for p in git("ls-tree", "-r", "--name-only", "HEAD").splitlines() if p]
+    total = len(paths)
+
+    dir_counts = collections.Counter()
+    ext_counts = collections.Counter()
+    for p in paths:
+        d = os.path.dirname(p)
+        dir_counts[d if d else "(root)"] += 1
+        ext = os.path.splitext(p)[1].lower()
+        ext_counts[ext if ext else "(none)"] += 1
+
+    tree_rows = sorted(dir_counts.items(), key=lambda kv: (-kv[1], kv[0]))
+    ext_rows = sorted(ext_counts.items(), key=lambda kv: (-kv[1], kv[0]))
+
+    os.makedirs(OUT, exist_ok=True)
+
+    def write(name, rows):
+        with open(os.path.join(OUT, name), "w") as f:
+            for i, (k, v) in enumerate(rows, 1):
+                f.write("%d\t%s\t%d\n" % (i, k, v))
+        return sha256_file(os.path.join(OUT, name))
+
+    digests = {
+        "troupe_tree.tsv": write("troupe_tree.tsv", tree_rows),
+        "troupe_exts.tsv": write("troupe_exts.tsv", ext_rows),
+    }
+    with open(os.path.join(OUT, "troupe_files.tsv"), "w") as f:
+        for i, p in enumerate(sorted(paths), 1):
+            f.write("%d\t%s\n" % (i, p))
+    digests["troupe_files.tsv"] = sha256_file(os.path.join(OUT, "troupe_files.tsv"))
+
+    manifest = {
+        "tool": "ledger/extract",
+        "pinned_sha": rev,
+        "repo": REPO,
+        "counts": {
+            "tracked_files": total,
+            "dir_groups": len(tree_rows),
+            "ext_groups": len(ext_rows),
+        },
+        "file_sha256": digests,
+    }
+    with open(os.path.join(OUT, "manifest.json"), "w") as f:
+        json.dump(manifest, f, indent=2)
+
+    md = os.path.join(OUT, "README.md")
+    top_tree = ", ".join("%s=%d" % (d, c) for d, c in tree_rows[:5])
+    top_ext = ", ".join("%s=%d" % (e, c) for e, c in ext_rows[:5])
+    with open(md, "w") as f:
+        f.write("# Troupe repo file-tree & extension census at HEAD\n\n")
+        f.write("## Artifact\n\n")
+        f.write("Inventory extracted from the troupe repository at its HEAD commit\n")
+        f.write("(`%s`), branch `main`, run in `REPO`.\n\n" % rev)
+        f.write("|| file | columns | rows | meaning ||\n")
+        f.write("||---|---|---|---|---||\n")
+        f.write("|| `troupe_tree.tsv` | rank, directory, file_count | %d | "
+                 "tracked files grouped by directory; root files under `(root)`||\n"
+                 % len(tree_rows))
+        f.write("|| `troupe_exts.tsv` | rank, extension, file_count | %d | tracked "
+                 "files grouped by lowercased extension; suffix-less under `(none)`||\n"
+                 % len(ext_rows))
+        f.write("|| `troupe_files.tsv` | path | %d | every tracked file, one row||\n"
+                 % total)
+        f.write("\n## Evidence (measured from a fresh recompute)\n\n")
+        f.write("- Total tracked files: **%d**\n" % total)
+        f.write("- Directory groups: **%d**; extension groups: **%d**\n"
+                 % (len(tree_rows), len(ext_rows)))
+        f.write("- Top directories: " + top_tree + "\n")
+        f.write("- Top extensions: " + top_ext + "\n\n")
+        f.write("## Check\n\n")
+        f.write("`python3 verify.py --check` re-derives the tables from git (pinned "
+                 "sha) and diffs field-for-field.\n")
+    print("HEAD=" + rev)
+    print("total_files=" + str(total))
+    print("dir_groups=" + str(len(tree_rows)))
+    print("ext_groups=" + str(len(ext_rows)))
+    print("wrote: " + md)
+
+
+if __name__ == "__main__":
+    main()
@@ -0,0 +1,15 @@
+{
+  "tool": "ledger/extract",
+  "pinned_sha": "912d1bc507aefd26b78a34a52de2a903ea86039f",
+  "repo": "/root/troupe-standup",
+  "counts": {
+    "tracked_files": 5104,
+    "dir_groups": 211,
+    "ext_groups": 34
+  },
+  "file_sha256": {
+    "troupe_tree.tsv": "71955c878451c854f1996d8a76319a0626e4f0669c40326d16f4174500967a33",
+    "troupe_exts.tsv": "d9b3f68837afed9e081053b694f360246620df1c5d2f1957cf378a3858f6b181",
+    "troupe_files.tsv": "54253fa9f50298a728a7c6c63f303a016f7df23861af646bd506725f6617b33d"
+  }
+}
@@ -0,0 +1,10 @@
+import subprocess
+r = subprocess.run(
+    ["git", "-C", "/root/troupe-standup",
+     "ls-tree", "-r", "--name-only", "HEAD"],
+    capture_output=True, text=True)
+print("rc", r.returncode)
+print("nonblank_lines", len([l for l in r.stdout.splitlines() if l]))
+print("stdout_len", len(r.stdout))
+print("repr_tail", repr(r.stdout[-120:]))
+print("stderr", repr(r.stderr[-200:]))
@@ -0,0 +1,34 @@
+1	.py	1358
+2	.md	1253
+3	.png	804
+4	.txt	618
+5	.json	399
+6	(none)	157
+7	.csv	137
+8	.sh	92
+9	.tsv	79
+10	.html	71
+11	.svg	31
+12	.xml	24
+13	.age	16
+14	.pdf	16
+15	.jsonl	11
+16	.log	7
+17	.sha256	5
+18	.files	3
+19	.mp3	3
+20	.awk	2
+21	.c	2
+22	.check	2
+23	.diff	2
+24	.jpg	2
+25	.0	1
+26	.dl	1
+27	.goyiwz	1
+28	.gz	1
+29	.md5	1
+30	.out	1
+31	.pin	1
+32	.rc	1
+33	.test	1
+34	.yaml	1
@@ -0,0 +1,211 @@
+1	wizard-work/sphinx/archive-memgallery-2026-10-21/figures	635
+2	wizard-work/spark	560
+3	wizard-work/ledger	519
+4	replies	434
+5	wizard-work/sol	416
+6	wizard-work/beam	253
+7	wizard-work/sphinx/longctx-needle-grounding-2026-10-22/chunks	229
+8	wizard-work/forge	158
+9	wizard-work/quill	139
+10	checkins	115
+11	wizard-work/volt	96
+12	recoveries	63
+13	wizard-work/sphinx/longctx-figure-grounding-2026-10-21/figures	50
+14	wizard-work/sphinx/longctx-figure-grounding-2026-10-21/ocr	50
+15	wizard-work/sphinx/longctx-figure-grounding-2026-10-21/renders	50
+16	(root)	47
+17	career-lane	35
+18	tools	27
+19	wizard-work/sphinx/arxiv-digest-verified-2026-10-25	23
+20	wizard-work/sphinx/archive-gemini25-2026-10-24/figures	22
+21	wizard-work/sphinx/archive-memgallery-2026-10-21	22
+22	wizard-work/sphinx/archive-memlens-2026-10-22	22
+23	wizard-work/ledger/2026-10-28-checkin-census	21
+24	wizard-work/ledger/2026-10-29-queue-ledger	18
+25	wizard-work/sphinx/archive-mm-prm-2026-10-22/chunks	18
+26	access	17
+27	wizard-work/null	17
+28	wizard-work/sphinx/archive-mm-prm-2026-10-22/tables	17
+29	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23/sources	16
+30	wizard-work/sphinx/longctx-archive-2026-10-26	16
+31	wizard-work/sphinx/phonon-reel-audio-archive-2026-10-21	16
+32	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23/captions	15
+33	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23/corpus	15
+34	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23/text	15
+35	wizard-work/sphinx/archive-lcmm-token-ledger-2026-10-26/source/abs	15
+36	wizard-work/sphinx/archive-transformer-pdf-modality-2026-10-23/text	15
+37	wizard-work/sphinx/archive-transformer-pdf-modality-2026-10-23/text-layout	15
+38	wizard-work/sphinx/archive-arxiv-lc-2026-10-22	14
+39	wizard-work/sphinx/archive-remember-r1-figures-2026-10-23	14
+40	wizard-work/sphinx/archive-lcmm-token-ledger-2026-10-26	13
+41	wizard-work/sphinx/longctx-arxiv-archive-2026-10-20	13
+42	wizard-work/sphinx/longctx-citations-2026-10-21	13
+43	harness-reflections	12
+44	wizard-work/sphinx/archive-kvcc-reconcile-2026-10-23/sources	12
+45	wizard-work/sphinx/archive-longctx-retrieval-2026-10-26/pdfs	12
+46	wizard-work/sphinx/archive-longctx-retrieval-2026-10-26/text	12
+47	wizard-work/sphinx/archive-remember-r1-figures-2026-10-23/figures	12
+48	wizard-work/sphinx/longctx-arxiv-archive-2026-10-20/corpus	12
+49	wizard-work/sphinx/longctx-citations-2026-10-21/sources	12
+50	wizard-work/sphinx/longctx-niah-bench-2026-10-21/corpus	12
+51	wizard-work/null/jsonpatch	11
+52	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23	11
+53	wizard-work/sphinx/longctx-figure-grounding-2026-10-21	11
+54	wizard-work/sphinx/longctx-niah-bench-2026-10-21	11
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+56	wizard-work/sphinx/archive-lcmm-corpus-2026-10-26	10
+57	wizard-work/sphinx/archive-transformer-pdf-modality-2026-10-23	10
+58	wizard-work/sphinx/arxiv-fulltext-2026-10-25	10
+59	wizard-work/sphinx/longctx-needle-grounding-2026-10-22	10
+60	wizard-work/sphinx/longctx-needle-grounding-2026-10-22/tools	10
+61	docs	9
+62	wizard-work/ledger/2026-10-28-workqueue-census	9
+63	wizard-work/ledger/2026-10-29-albums-census	9
+64	wizard-work/ledger/2026-10-29-jsonplaceholder-census	9
+65	wizard-work/null/base32c	9
+66	wizard-work/sphinx	9
+67	wizard-work/sphinx/archive-lcmm-metadata-2026-10-25	9
+68	wizard-work/ledger/2026-11-02-workqueue-census	8
+69	wizard-work/ledger/workqueue-census	8
+70	wizard-work/sphinx/archive-kvcc-reconcile-2026-10-23	8
+71	wizard-work/sphinx/archive-lc-coverage-crossindex-2026-10-23	8
+72	wizard-work/sphinx/archive-lc-coverage-crossindex-2026-10-23/raw	8
+73	wizard-work/ledger/2026-10-24-countries-gdp-nominal	7
+74	wizard-work/ledger/2026-10-25-git-history-live-b1edd09	7
+75	wizard-work/ledger/2026-10-25-head-20-commits	7
+76	wizard-work/ledger/2026-10-28-arxiv-csai-recent	7
+77	wizard-work/ledger/2026-10-28-directory-census	7
+78	wizard-work/ledger/2026-10-29-checkin-census	7
+79	wizard-work/null/agentloop	7
+80	wizard-work/sphinx/archive-lcmm-corpus-2026-10-26/probes	7
+81	wizard-work/sphinx/archive-mmlongcite-2026-10-25	7
+82	wizard-work/sphinx/figure-locator-llama3-2026-10-24	7
+83	wizard-work/sphinx/longctx-needle-grounding-2026-10-22/raw	7
+84	wizard-work/sphinx/longctx-needle-grounding-2026-10-22/text	7
+85	wizard-work/volt/root-check-sweep	7
+86	wizard-work/ledger/2026-10-28-commits-by-author	6
+87	wizard-work/ledger/2026-10-31-ledger-inventory	6
+88	wizard-work/ledger/2026-10-31-wizardwork-census	6
+89	wizard-work/ledger/2026-10-31-workqueue-census	6
+90	wizard-work/ledger/2026-11-01-todo-census	6
+91	wizard-work/ledger/2026-11-01-users-census	6
+92	wizard-work/ledger/workqueue-census-v2	6
+93	wizard-work/null/diffkit	6
+94	wizard-work/null/schedkit	6
+95	wizard-work/sol/probe-retired	6
+96	wizard-work/sphinx/archive-agentic-memory-5paper-dossier-2026-10-25	6
+97	wizard-work/sphinx/archive-gutenberg/raw	6
+98	wizard-work/sphinx/archive-gutenberg/txt	6
+99	wizard-work/sphinx/archive-mm-prm-2026-10-22	6
+100	wizard-work/sphinx/archive-transformer-pdf-modality-2026-10-23/figures	6
+101	wizard-work/sphinx/longcontext-archive-2026-10-21/raw	6
+102	wizard-work/sphinx/longctx-figure-grounding-2026-10-21/figverify-egmmujuw	6
+103	wizard-work/sphinx/phonon-reel-audio-archive-2026-10-21/spectra	6
+104	wizard-work/sphinx/transformer-archive	6
+105	decisions	5
+106	notes	5
+107	wizard-work/ledger/2026-10-22-top-ml-repos	5
+108	wizard-work/ledger/2026-10-22-top-repos-by-stars	5
+109	wizard-work/ledger/2026-10-28-recovery-registry	5
+110	wizard-work/ledger/2026-10-29-commit-author-census	5
+111	wizard-work/ledger/2026-10-29-workqueue-census	5
+112	wizard-work/ledger/gdp-us-states-2026-10-23	5
+113	wizard-work/ledger/top-50-repos-by-stars	5
+114	wizard-work/null/artifact-seal	5
+115	wizard-work/null/crdtkit	5
+116	wizard-work/null/datalogkit	5
+117	wizard-work/null/deporder	5
+118	wizard-work/null/minisql	5
+119	wizard-work/sphinx/archive-agentic-memory-5paper-dossier-2026-10-25/corpus	5
+120	wizard-work/sphinx/archive-longctx-retrieval-2026-10-26	5
+121	wizard-work/sphinx/longctx-archive-2026-10-26/raw	5
+122	wizard-work/ledger/2026-10-22-media-catalog	4
+123	wizard-work/ledger/2026-10-24-job-postings	4
+124	wizard-work/ledger/2026-10-28-git-tree-census	4
+125	wizard-work/ledger/2026-10-28-wizardwork-census	4
+126	wizard-work/ledger/2026-11-02-openmeteo-cities	4
+127	wizard-work/ledger/2026-11-03-commit-census	4
+128	wizard-work/null/agentloop/agentloop	4
+129	wizard-work/null/budgeted-planner	4
+130	wizard-work/null/checklint	4
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+133	wizard-work/null/schedkit/evidence	4
+134	wizard-work/sol/class-triage-2026-10-31	4
+135	wizard-work/sol/triage-inbox-2026-09-26	4
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+137	wizard-work/sphinx/archive-gutenberg	4
+138	wizard-work/sphinx/archive-lcmm-corpus-2026-10-26/source	4
+139	wizard-work/sphinx/archive-mmlongcite-2026-10-25/source	4
+140	wizard-work/sphinx/arxiv-fulltext-2026-10-25/runs/1706.03762v7	4
+141	wizard-work/sphinx/longcontext-archive-2026-10-21/figures	4
+142	wizard-work/sphinx/longcontext-archive-2026-10-21/tools	4
+143	wizard-work/sphinx/longctx-figure-grounding-2026-10-21/figverify-aq5whmkm	4
+144	wizard-work/volt/q140	4
+145	wizard-work/volt/q143-check-sweep	4
+146	wizard-work/volt/q150	4
+147	wizard-work/null/deporder/examples	3
+148	wizard-work/null/intervalkit	3
+149	wizard-work/null/raglite	3
+150	wizard-work/quill/draft-evidence-check	3
+151	wizard-work/spark/word_counter_artifact	3
+152	wizard-work/sphinx/archive-index-2026-10-23	3
+153	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23/figures/2609.17688v1	3
+154	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23/figures/2609.36651v1	3
+155	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23/figures/2609.38154v1	3
+156	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23/figures/2610.01927v1	3
+157	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23/figures/2610.02181v1	3
+158	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23/figures/2610.05940v1	3
+159	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23/figures/2610.09027v1	3
+160	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23/figures/2610.11924v1	3
+161	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23/figures/2610.26431v1	3
+162	wizard-work/sphinx/archive-memgallery-2026-10-21/raw	3
+163	wizard-work/sphinx/archive-mm-prm-2026-10-22/figures	3
+164	wizard-work/sphinx/archive-transformer-pdf-modality-2026-10-23/rasters	3
+165	wizard-work/sphinx/figure-label-audit	3
+166	wizard-work/sphinx/phonon-reel-audio-archive-2026-10-21/sources	3
+167	wizard-work/volt/2026-10-22-media-catalog-verify	3
+168	wizard-work/volt/q137-open-set	3
+169	wizard-work/volt/q163-smoke-binding	3
+170	audits	2
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+172	wizard-work/beam/toposort	2
+173	wizard-work/cassian	2
+174	wizard-work/ledger/2026-10-26-top-20-economies-gdp-2024	2
+175	wizard-work/null/agentloop/tests	2
+176	wizard-work/null/chunktext	2
+177	wizard-work/null/regexnfa	2
+178	wizard-work/spark/test_valid_json	2
+179	wizard-work/spark/wizard-work/spark	2
+180	wizard-work/sphinx/archive-gemini25-2026-10-24/raw	2
+181	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23/figures/2609.25611v1	2
+182	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23/figures/2609.27470v1	2
+183	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23/figures/2609.32182v1	2
+184	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23/figures/2609.36364v1	2
+185	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23/figures/2610.10156v1	2
+186	wizard-work/sphinx/archive-lcmm-token-ledger-2026-10-26/source	2
+187	wizard-work/sphinx/archive-transformer-pdf-modality-2026-10-23/cross-rendering	2
+188	wizard-work/sphinx/longcontext-archive-2026-10-21	2
+189	wizard-work/sphinx/phonon-reel-audio-archive-2026-10-21/evidence	2
+190	wizard-work/volt/q-checkparen	2
+191	wizard-work/zeph	2
+192	docs/q13-fix-pack	1
+193	inbox	1
+194	wizard-work/forge/refactored_cards	1
+195	wizard-work/ledger/source	1
+196	wizard-work/null/datalogkit/examples	1
+197	wizard-work/null/membershipkit	1
+198	wizard-work/null/minisql/_archive	1
+199	wizard-work/quill/drafting-standup-reports	1
+200	wizard-work/spark/artifact	1
+201	wizard-work/sphinx/archive-kvcc-reconcile-2026-10-23/figures	1
+202	wizard-work/sphinx/archive-lc-mm-dossier-2026-10-23/figures/2610.23250v1	1
+203	wizard-work/sphinx/archive-lcmm-metadata-2026-10-25/source	1
+204	wizard-work/sphinx/archive-proactegomem-2026-10-23	1
+205	wizard-work/sphinx/archive-transformer-pdf-modality-2026-10-23/source	1
+206	wizard-work/sphinx/figure-locator-llama3-2026-10-24/source	1
+207	wizard-work/sphinx/longcontext-archive-2026-10-21/manifest	1
+208	wizard-work/sphinx/longctx-needle-grounding-2026-10-22/manifests	1
+209	wizard-work/volt/q144-check-entry	1
+210	wizard-work/volt/q160-import-binding	1
+211	wizard-work/volt/q162-interval-binding	1
@@ -0,0 +1,126 @@
+#!/usr/bin/env python3
+"""verify.py -- Troupe repo file-tree & extension census (extract lane).
+
+Re-derives the three committed tables from the PINNED sha recorded in
+manifest.json, and diffs field-for-field against the committed copies. Also
+checks the manifest file_sha256 values and the README's headline numbers.
+
+Exit code: 0 = artifact matches the pinned-rev recompute (PASS); nonzero = FAIL.
+"""
+import hashlib
+import json
+import os
+import subprocess
+import sys
+
+HERE = os.path.dirname(os.path.abspath(__file__))
+OUT = HERE
+REPO = os.path.normpath(os.path.join(HERE, "..", "..", ".."))
+
+
+def git(repo, *args):
+    return subprocess.run(
+        ["git", "-C", repo, *args], check=True, capture_output=True, text=True
+    ).stdout
+
+
+def sha256_file(path):
+    h = hashlib.sha256()
+    with open(path, "rb") as f:
+        for chunk in iter(lambda: f.read(1024 * 1024), b""):
+            h.update(chunk)
+    return h.hexdigest()
+
+
+def read_tsv(name):
+    rows = []
+    with open(os.path.join(OUT, name)) as f:
+        for line in f:
+            line = line.rstrip("\n")
+            if not line:
+                continue
+            i, k, v = line.split("\t")
+            rows.append((int(i), k, int(v)))
+    return rows
+
+
+def recompute(pinned):
+    paths = [p for p in git(REPO, "ls-tree", "-r", "--name-only", pinned).splitlines()
+             if p]
+    dir_counts = {}
+    ext_counts = {}
+    for p in paths:
+        d = os.path.dirname(p)
+        dir_counts[d if d else "(root)"] = dir_counts.get(d if d else "(root)", 0) + 1
+        ext = os.path.splitext(p)[1].lower()
+        ext_counts[ext if ext else "(none)"] = ext_counts.get(ext if ext else
+                                                              "(none)", 0) + 1
+    tree = sorted(dir_counts.items(), key=lambda kv: (-kv[1], kv[0]))
+    exts = sorted(ext_counts.items(), key=lambda kv: (-kv[1], kv[0]))
+    return paths, tree, exts
+
+
+def main():
+    check = "--check" in sys.argv
+    errors = []
+
+    with open(os.path.join(OUT, "manifest.json")) as f:
+        man = json.load(f)
+    pinned = man["pinned_sha"]
+    expect_dig = man["file_sha256"]
+
+    # 1) committed tables digest check
+    for name in ("troupe_tree.tsv", "troupe_exts.tsv", "troupe_files.tsv"):
+        actual = sha256_file(os.path.join(OUT, name))
+        if actual != expect_dig.get(name):
+            errors.append("sha256 mismatch %s: %s" % (name, actual))
+
+    # 2) re-derive from pinned sha and diff field-for-field
+    paths, tree, exts = recompute(pinned)
+    exp_tree = sorted((i + 1, k, v) for i, (k, v) in enumerate(tree))
+    exp_exts = sorted((i + 1, k, v) for i, (k, v) in enumerate(exts))
+    exp_files = sorted(paths)
+
+    got_tree = read_tsv("troupe_tree.tsv")
+    got_exts = read_tsv("troupe_exts.tsv")
+    got_files = sorted(
+        line.split("\t", 1)[1]
+        for line in open(os.path.join(OUT, "troupe_files.tsv")))
+
+    if got_tree != exp_tree:
+        errors.append("troupe_tree.tsv differs (rows %d vs %d)"
+                      % (len(got_tree), len(exp_tree)))
+    if got_exts != exp_exts:
+        errors.append("troupe_exts.tsv differs (rows %d vs %d)" % (len(got_exts), len(exp_exts)))
+    if got_files != exp_files:
+        errors.append("troupe_files.tsv differs (rows %d vs %d)" % (len(got_files), len(exp_files)))
+
+    # 3) README headline claims
+    readme = open(os.path.join(OUT, "README.md")).read()
+    checks = {
+        "pinned sha": pinned in readme,
+        "total": ("**5104**" in readme),
+        "dir_groups": ("**211**" in readme),
+        "ext_groups": ("**34**" in readme),
+        "top dir": "wizard-work/sphinx/archive-memgallery-2026-10-21/figures=635" in readme,
+        "top ext": ".py=1358" in readme,
+    }
+    for k, ok in checks.items():
+        if not ok:
+            errors.append("README missing '%s'" % k)
+
+    if errors:
+        print("FAIL")
+        for e in errors:
+            print("  - " + e)
+        sys.exit(1)
+    print("PASS")
+    print("  pinned_sha=%s" % pinned)
+    print("  tracked_files=%d dir_groups=%d ext_groups=%d"
+          % (len(paths), len(tree), len(exts)))
+    print("  all three tables match a fresh recompute from pinned sha")
+    sys.exit(0)
+
+
+if __name__ == "__main__":
+    main()
@@ -0,0 +1,21 @@
+rank,country,population_2026_07,gdp_2026_usd_m,gdp_per_capita_usd
+1,United States,341784857,32642373,95505
+2,China,1404890000,21546403,15336
+3,Germany,83298787,5471299,65682
+4,Japan,122690000,4341986,35389
+5,United Kingdom,69487000,4268446,61427
+6,India,1429404000,4060207,2840
+7,France,69081996,3554155,51448
+8,Russia,146028325,2861156,19593
+9,Italy,58949500,2701737,45831
+10,Brazil,214211951,2654761,12393
+11,Canada,41798407,2490256,59577
+12,South Korea,51088284,2245847,43960
+13,Mexico,131231919,2176236,16583
+14,Australia,27921150,2110657,75593
+15,Spain,49801559,2085276,41871
+16,Turkey,86092168,1817987,21116
+17,Indonesia,290125073,1479954,5101
+18,Netherlands,18192693,1423856,78265
+19,Saudi Arabia,35300280,1343346,38054
+20,Switzerland,9154896,1135739,124058
@@ -0,0 +1,28 @@
+# Extract lane — top-20 GDP-per-capita table (2026-11-04)
+
+Derived from two committed reference files (no external fetch):
+
+- `gdp_nominal_2026.csv` — nominal GDP by country, latest year (USD millions), no header.
+- `countries_population_2026-07.csv` — UN population mid-2026 estimate, header row.
+
+## Derived table
+
+`2026-11-04-gdp-per-capita-top20.csv` — top 20 economies by 2026 nominal GDP,
+joined to population, with exact integer GDP-per-capita USD:
+
+`(gdp_2026_usd_m * 1_000_000) // population`.
+
+## Columns
+
+| column | source |
+| --- | --- |
+| rank | positional, descending GDP |
+| country | GDP table name |
+| population_2026_07 | UN estimate (countries_population_2026-07.csv) |
+| gdp_2026_usd_m | raw GDP column of gdp_nominal_2026.csv |
+| gdp_per_capita_usd | exact integer USD |
+
+## Verification
+
+`CHECK-2026-11-04-gdp-per-capita.py` recomputes the table from the two source CSVs
+and compares cell-by-cell to the committed CSV. Exit 0 = pass, 1 = mismatch, 2 = ungradable.
@@ -0,0 +1,97 @@
+#!/usr/bin/env python3
+"""CHECK -- ledger: top-20 GDP-per-capita table, 2026-11-04 (extract lane).
+
+Exit code = verdict (0 pass, 1 fault, 2 ungradable):
+
+  0  committed CSV matches the table recomputed cell-by-cell from the two
+     source CSVs (gdp_nominal_2026.csv, countries_population_2026-07.csv).
+  1  mismatch (header, row count, or per-cell value).
+  2  ungradable (source file unreadable or malformed).
+"""
+import csv
+import sys
+
+HERE = '/root/troupe-standup/wizard-work/ledger'
+GDP = HERE + '/gdp_nominal_2026.csv'
+POP = HERE + '/countries_population_2026-07.csv'
+CSV_PATH = HERE + '/2026-11-04-gdp-per-capita-top20.csv'
+HEADER = ['rank', 'country', 'population_2026_07', 'gdp_2026_usd_m',
+          'gdp_per_capita_usd']
+
+
+def read_gdp():
+    with open(GDP, encoding='utf-8') as f:
+        return list(csv.reader(f))
+
+
+def read_population():
+    with open(POP, encoding='utf-8') as f:
+        return list(csv.DictReader(f))
+
+
+def recompute():
+    gdp = read_gdp()
+    pop = read_population()
+    pop_by_name = {}
+    for r in pop:
+        pop_by_name.setdefault(r['country'].strip().lower(), []).append(r['population'])
+
+    def key(row):
+        v = row[1].replace(',', '')
+        return -int(v) if v.isdigit() else 0
+
+    top = [r for r in sorted(gdp, key=key) if r[0].strip() != 'World'][:20]
+    rows = []
+    for i, r in enumerate(top, start=1):
+        name = r[0].strip()
+        gdp_m = int(r[1].replace(',', ''))
+        hits = pop_by_name.get(name.lower())
+        if not hits:
+            raise RuntimeError('no population for %r' % name)
+        population = hits[0]
+        per_cap = (gdp_m * 1_000_000) // int(population)
+        rows.append([str(i), name, population, str(gdp_m), str(per_cap)])
+    return rows
+
+
+def main():
+    try:
+        expected = recompute()
+    except Exception as exc:  # noqa: BLE001
+        print('UNGRADABLE: ' + repr(exc))
+        return 2
+
+    try:
+        with open(CSV_PATH, newline='', encoding='utf-8') as f:
+            lines = [ln.rstrip('\n') for ln in f]
+    except Exception as exc:  # noqa: BLE001
+        print('UNGRADABLE: cannot read CSV: ' + repr(exc))
+        return 2
+
+    if not lines:
+        print('FAIL: committed CSV is empty')
+        return 1
+
+    header = lines[0].split(',')
+    if header != HEADER:
+        print('FAIL: header mismatch: ' + repr(header))
+        return 1
+
+    body = [ln.split(',') for ln in lines[1:]]
+    if len(body) != len(expected):
+        print('FAIL: row count %d != expected %d' % (len(body), len(expected)))
+        return 1
+
+    for i, (act, exp) in enumerate(zip(body, expected)):
+        for col, exp_val in zip(HEADER, exp):
+            if act[HEADER.index(col)] != exp_val:
+                print('FAIL row %d col %s: %r != %r' % (i, col,
+                        act[HEADER.index(col)], exp_val))
+                return 1
+
+    print('PASS: %d rows match source-derived table; header exact' % len(body))
+    return 0
+
+
+if __name__ == '__main__':
+    sys.exit(main())
@@ -0,0 +1,103 @@
+#!/usr/bin/env python3
+"""Re-verification test for the ledger repo-extraction artifact.
+
+Exit 0 only if the committed artifact is structurally sound AND matches a
+fresh fetch of the GitHub API (the real source), not a stale guess.
+"""
+import csv
+import json
+import sys
+import urllib.parse
+import urllib.request
+from datetime import datetime, timezone
+
+REPO_DIR = sys.argv[1] if len(sys.argv) > 1 else "/root/troupe-standup/wizard-work/ledger"
+CSV_PATH = f"{REPO_DIR}/python-repos-top20.csv"
+JSON_PATH = f"{REPO_DIR}/python-repos-top20.json"
+
+def fetch(url):
+    req = urllib.request.Request(url, headers={"User-Agent": "ledger-wizard"})
+    with urllib.request.urlopen(req, timeout=60) as r:
+        return json.loads(r.read().decode("utf-8"))
+
+def main():
+    errors = []
+
+    # 1) File presence
+    for p in (CSV_PATH, JSON_PATH):
+        try:
+            open(p, encoding="utf-8").close()
+        except FileNotFoundError:
+            errors.append(f"missing {p}")
+
+    if errors:
+        print("FAIL: " + "; ".join(errors))
+        return 1
+
+    # 2) JSON shape
+    with open(JSON_PATH, encoding="utf-8") as f:
+        payload = json.load(f)
+    rows = payload.get("rows")
+    if not isinstance(rows, list) or len(rows) != 20:
+        errors.append(f"json rows != 20: {type(rows)} len={len(rows) if isinstance(rows, list) else 'n/a'}")
+
+    # 3) CSV shape: header + 20 rows, rank 1..20, stars positive int, url present
+    with open(CSV_PATH, encoding="utf-8", newline="") as f:
+        reader = csv.reader(f)
+        header = next(reader)
+        if header != ["rank", "name", "owner", "stars", "url", "description"]:
+            errors.append(f"csv header {header}")
+        csv_rows = list(reader)
+    if len(csv_rows) != 20:
+        errors.append(f"csv rows {len(csv_rows)} != 20")
+
+    for i, row in enumerate(csv_rows, start=1):
+        if len(row) != 6:
+            errors.append(f"row {i} has {len(row)} fields")
+            continue
+        rank, name, owner, stars_s, url, desc = row
+        try:
+            rank_i = int(rank)
+        except ValueError:
+            errors.append(f"row {i} rank not int: {rank!r}")
+            rank_i = None
+        if rank_i != i:
+            errors.append(f"row {i} rank {rank_i} != sequence {i}")
+        if not stars_s.isdigit() or int(stars_s) <= 0:
+            errors.append(f"row {i} stars not positive int: {stars_s!r}")
+        if not url.startswith("https://github.com/"):
+            errors.append(f"row {i} url malformed: {url!r}")
+
+    # 4) Cross-check vs fresh API fetch (the actual evidence source)
+    try:
+        q = urllib.parse.quote("language:python")
+        url = f"https://api.github.com/search/repositories?q={q}&sort=stars&order=desc&per_page=20"
+        data = fetch(url)
+        if data.get("incomplete_results"):
+            errors.append("api returned incomplete_results=true")
+        api_rows = [
+            {"full_name": it["full_name"], "stars": it["stargazers_count"]}
+            for it in data.get("items", [])
+        ]
+        file_rows = [(r["full_name"], r["stars"]) for r in rows]
+        if api_rows != file_rows:
+            errors.append(f"api mismatch: {len(api_rows)} api rows vs {len(file_rows)} file rows")
+            for a, b in zip(api_rows, file_rows):
+                if a != b:
+                    errors.append(f"  first mismatch: api={a} file={b}")
+                    break
+    except Exception as exc:  # noqa: BLE001
+        errors.append(f"api re-fetch failed: {exc}")
+
+    if errors:
+        print("CHECK FAILED:")
+        for e in errors:
+            print("  -", e)
+        return 1
+
+    print(f"CHECK PASSED: {len(rows)} rows, top={rows[0]['full_name']} {rows[0]['stars']} stars, "
+          f"re-verified against GitHub API at {datetime.now(timezone.utc).isoformat()}")
+    return 0
+
+if __name__ == "__main__":
+    sys.exit(main())
@@ -0,0 +1,100 @@
+#!/usr/bin/env python3
+"""Extract a ranked file-extension census for the committed ledger directory.
+
+Source of truth: the committed inventory file `wizard-work/ledger/repo_files.tsv`,
+a (rank, path) inventory of the troupe worktree. Only rows whose path lives under
+`wizard-work/ledger/` are counted.
+
+Normalization: take the basename, lower-case the suffix, leading dot on the
+suffix unless there is none, which is emitted as the literal "(none)".
+
+Output (ledger-dir-census.csv):
+  rank,extension,file_count
+  1,.py,217
+  ...
+
+and ledger-dir-census.md (ranked table + totals).
+
+Run:  python3 extract_ledger_dir_census.py
+"""
+import csv
+import os
+import sys
+from collections import Counter
+
+REPO = os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
+LEDGER_DIR = os.path.join(REPO, "wizard-work", "ledger")
+SRC = os.path.join(LEDGER_DIR, "repo_files.tsv")
+
+OUT_CSV = os.path.join(LEDGER_DIR, "ledger-dir-census.csv")
+OUT_MD = os.path.join(LEDGER_DIR, "ledger-dir-census.md")
+
+
+def clean_path(raw):
+    s = raw.strip()
+    if len(s) >= 2 and s[0] == '"' and s[-1] == '"':
+        s = s[1:-1]
+    s = s.encode("latin-1").decode("unicode_escape", "replace")
+    return s
+
+
+def ext_of(path):
+    base = os.path.basename(path.rstrip("/"))
+    if not base or base in (".", ".."):
+        return "(none)"
+    if "." in base:
+        return "." + base.rsplit(".", 1)[1].lower()
+    return "(none)"
+
+
+def main():
+    counts = Counter()
+    total = 0
+    with open(SRC, "r", encoding="utf-8", errors="replace") as f:
+        for line in f:
+            line = line.rstrip("\n").rstrip("\r")
+            if "\t" not in line:
+                continue
+            rank, path = line.split("\t", 1)
+            path = clean_path(path)
+            if not path.startswith("wizard-work/ledger/"):
+                continue
+            total += 1
+            counts[ext_of(path)] += 1
+
+    ordered = sorted(counts.items(), key=lambda kv: (-kv[1], kv[0]))
+
+    with open(OUT_CSV, "w", newline="", encoding="utf-8") as f:
+        w = csv.writer(f)
+        w.writerow(["rank", "extension", "file_count"])
+        for i, (ext, n) in enumerate(ordered, 1):
+            w.writerow([i, ext, n])
+
+    md = [
+        "# Ledger directory census",
+        "",
+        "Ranked census of file extensions inside `wizard-work/ledger/`,",
+        "re-derived from the committed inventory `repo_files.tsv` by",
+        "`extract_ledger_dir_census.py`.",
+        "",
+        "| rank | extension | file_count |",
+        "|---|---|---|",
+    ]
+    for i, (ext, n) in enumerate(ordered, 1):
+        md.append("| %d | %s | %d |" % (i, ext, n))
+    md += [
+        "",
+        "**Total files: %d**" % total,
+        "**Unique extensions: %d**" % len(ordered),
+        "",
+    ]
+    with open(OUT_MD, "w", encoding="utf-8") as f:
+        f.write("\n".join(md))
+
+    print("rows=%d total_files=%d extensions=%d" % (total, total, len(ordered)))
+    print("top10=%s" % ordered[:10])
+    return 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())
@@ -0,0 +1,62 @@
+#!/usr/bin/env python3
+"""Fetch the top 20 most-starred public Python repos and write the artifact."""
+import json
+import urllib.request
+import urllib.parse
+from datetime import datetime, timezone
+
+OUT = "/root/.hermes/wizard-outputs/ledger/python-repos-top20.json"
+CSV_OUT = "/root/.hermes/wizard-outputs/ledger/python-repos-top20.csv"
+
+QUERY = "language:python"
+PAGE = 20
+
+def fetch(url):
+    req = urllib.request.Request(url, headers={"User-Agent": "ledger-wizard"})
+    with urllib.request.urlopen(req, timeout=60) as r:
+        return json.loads(r.read().decode("utf-8"))
+
+def main():
+    q = urllib.parse.quote(QUERY)
+    url = f"https://api.github.com/search/repositories?q={q}&sort=stars&order=desc&per_page={PAGE}"
+    data = fetch(url)
+
+    items = data.get("items", [])
+    # search API returns already-ordered by stars desc; we still enforce order.
+    rows = []
+    for i, it in enumerate(items, start=1):
+        rows.append({
+            "rank": i,
+            "name": it["name"],
+            "full_name": it["full_name"],
+            "owner": it["owner"]["login"],
+            "stars": it["stargazers_count"],
+            "url": it["html_url"],
+            "description": (it.get("description") or "").replace("\n", " ")[:400],
+        })
+
+    payload = {
+        "source": "https://api.github.com/search/repositories",
+        "query": f"language:python sort:stars order:desc per_page={PAGE}",
+        "total_count": data.get("total_count"),
+        "incomplete_results": data.get("incomplete_results"),
+        "fetched_at": datetime.now(timezone.utc).isoformat(),
+        "rows": rows,
+    }
+
+    with open(OUT, "w", encoding="utf-8") as f:
+        json.dump(payload, f, indent=2)
+
+    with open(CSV_OUT, "w", encoding="utf-8") as f:
+        f.write("rank,name,owner,stars,url,description\n")
+        for r in rows:
+            desc = r["description"].replace(",", " ").replace("\n", " ")
+            f.write(f'{r["rank"]},{r["name"]},{r["owner"]},{r["stars"]},{r["url"]},{desc}\n')
+
+    print(f"wrote {OUT}")
+    print(f"wrote {CSV_OUT}")
+    print(f"total_count={payload['total_count']} rows={len(rows)} top_stars={rows[0]['stars']}")
+    print("top:", rows[0]["full_name"], rows[0]["stars"])
+
+if __name__ == "__main__":
+    main()
@@ -0,0 +1,11 @@
+rank,extension,file_count
+1,.py,58
+2,.md,54
+3,.csv,43
+4,.json,38
+5,.tsv,9
+6,(none),4
+7,.sh,4
+8,.txt,2
+9,.check,1
+10,.md5,1
@@ -0,0 +1,21 @@
+# Ledger directory census
+
+Ranked census of file extensions inside `wizard-work/ledger/`,
+re-derived from the committed inventory `repo_files.tsv` by
+`extract_ledger_dir_census.py`.
+
+| rank | extension | file_count |
+|---|---|---|
+| 1 | .py | 58 |
+| 2 | .md | 54 |
+| 3 | .csv | 43 |
+| 4 | .json | 38 |
+| 5 | .tsv | 9 |
+| 6 | (none) | 4 |
+| 7 | .sh | 4 |
+| 8 | .txt | 2 |
+| 9 | .check | 1 |
+| 10 | .md5 | 1 |
+
+**Total files: 214**
+**Unique extensions: 10**
@@ -0,0 +1,21 @@
+rank,name,owner,stars,url,description
+1,public-apis,public-apis,495850,https://github.com/public-apis/public-apis,A collective list of free APIs
+2,free-programming-books,EbookFoundation,400821,https://github.com/EbookFoundation/free-programming-books,:books: Freely available programming books
+3,system-design-primer,donnemartin,376707,https://github.com/donnemartin/system-design-primer,Learn how to design large-scale systems. Prep for the system design interview.  Includes Anki flashcards.
+4,awesome-python,vinta,332261,https://github.com/vinta/awesome-python,The definitive list that answers "I want to do X in Python  which tool should I use?"
+5,project-based-learning,practical-tutorials,288939,https://github.com/practical-tutorials/project-based-learning,Curated list of project-based tutorials
+6,hermes-agent,NousResearch,260246,https://github.com/NousResearch/hermes-agent,The agent that grows with you
+7,Python,TheAlgorithms,225827,https://github.com/TheAlgorithms/Python,All Algorithms implemented in Python
+8,yt-dlp,yt-dlp,205006,https://github.com/yt-dlp/yt-dlp,A feature-rich command-line audio/video downloader
+9,markitdown,microsoft,193733,https://github.com/microsoft/markitdown,Python tool for converting files and office documents to Markdown.
+10,AutoGPT,Significant-Gravitas,187888,https://github.com/Significant-Gravitas/AutoGPT,AutoGPT is the vision of accessible AI for everyone  to use and to build on. Our mission is to provide the tools  so that you can focus on what matters.
+11,skills,anthropics,187099,https://github.com/anthropics/skills,Public repository for Agent Skills
+12,HelloGitHub,521xueweihan,186641,https://github.com/521xueweihan/HelloGitHub,:octocat: 分享 GitHub 上有趣、入门级的开源项目。Share interesting  entry-level open source projects on GitHub.
+13,transformers,huggingface,168504,https://github.com/huggingface/transformers,🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text  vision  audio  and multimodal models  for both inference and training. 
+14,stable-diffusion-webui,AUTOMATIC1111,165236,https://github.com/AUTOMATIC1111/stable-diffusion-webui,Stable Diffusion web UI
+15,dify,langgenius,160343,https://github.com/langgenius/dify,Build Agentic workflows  RAG pipelines  with rich AI model and tool support on one collaborative workspace. Deploy on cloud  VPC  or self-hosted  so teams move from prototype to production without rebuilding the stack.
+16,langflow,langflow-ai,156303,https://github.com/langflow-ai/langflow,Langflow is a powerful tool for building and deploying AI-powered agents and workflows.
+17,langchain,langchain-ai,148970,https://github.com/langchain-ai/langchain,The agent engineering platform.
+18,spec-kit,github,146621,https://github.com/github/spec-kit,💫 Toolkit to help you get started with SDD or any other process!
+19,ComfyUI,Comfy-Org,144869,https://github.com/Comfy-Org/ComfyUI,The most powerful and modular diffusion model GUI  api and backend with a graph/nodes interface. The fastest local inference engine in the world.
+20,ui-ux-pro-max-skill,nextlevelbuilder,144753,https://github.com/nextlevelbuilder/ui-ux-pro-max-skill,An AI skill that provides design intelligence for building professional UI/UX across multiple platforms.
@@ -0,0 +1,189 @@
+{
+  "source": "https://api.github.com/search/repositories",
+  "query": "language:python sort:stars order:desc per_page=20",
+  "total_count": 35653192,
+  "incomplete_results": false,
+  "fetched_at": "2026-11-03T23:14:06.403679+00:00",
+  "rows": [
+    {
+      "rank": 1,
+      "name": "public-apis",
+      "full_name": "public-apis/public-apis",
+      "owner": "public-apis",
+      "stars": 495850,
+      "url": "https://github.com/public-apis/public-apis",
+      "description": "A collective list of free APIs"
+    },
+    {
+      "rank": 2,
+      "name": "free-programming-books",
+      "full_name": "EbookFoundation/free-programming-books",
+      "owner": "EbookFoundation",
+      "stars": 400821,
+      "url": "https://github.com/EbookFoundation/free-programming-books",
+      "description": ":books: Freely available programming books"
+    },
+    {
+      "rank": 3,
+      "name": "system-design-primer",
+      "full_name": "donnemartin/system-design-primer",
+      "owner": "donnemartin",
+      "stars": 376707,
+      "url": "https://github.com/donnemartin/system-design-primer",
+      "description": "Learn how to design large-scale systems. Prep for the system design interview.  Includes Anki flashcards."
+    },
+    {
+      "rank": 4,
+      "name": "awesome-python",
+      "full_name": "vinta/awesome-python",
+      "owner": "vinta",
+      "stars": 332261,
+      "url": "https://github.com/vinta/awesome-python",
+      "description": "The definitive list that answers \"I want to do X in Python, which tool should I use?\""
+    },
+    {
+      "rank": 5,
+      "name": "project-based-learning",
+      "full_name": "practical-tutorials/project-based-learning",
+      "owner": "practical-tutorials",
+      "stars": 288939,
+      "url": "https://github.com/practical-tutorials/project-based-learning",
+      "description": "Curated list of project-based tutorials"
+    },
+    {
+      "rank": 6,
+      "name": "hermes-agent",
+      "full_name": "NousResearch/hermes-agent",
+      "owner": "NousResearch",
+      "stars": 260246,
+      "url": "https://github.com/NousResearch/hermes-agent",
+      "description": "The agent that grows with you"
+    },
+    {
+      "rank": 7,
+      "name": "Python",
+      "full_name": "TheAlgorithms/Python",
+      "owner": "TheAlgorithms",
+      "stars": 225827,
+      "url": "https://github.com/TheAlgorithms/Python",
+      "description": "All Algorithms implemented in Python"
+    },
+    {
+      "rank": 8,
+      "name": "yt-dlp",
+      "full_name": "yt-dlp/yt-dlp",
+      "owner": "yt-dlp",
+      "stars": 205006,
+      "url": "https://github.com/yt-dlp/yt-dlp",
+      "description": "A feature-rich command-line audio/video downloader"
+    },
+    {
+      "rank": 9,
+      "name": "markitdown",
+      "full_name": "microsoft/markitdown",
+      "owner": "microsoft",
+      "stars": 193733,
+      "url": "https://github.com/microsoft/markitdown",
+      "description": "Python tool for converting files and office documents to Markdown."
+    },
+    {
+      "rank": 10,
+      "name": "AutoGPT",
+      "full_name": "Significant-Gravitas/AutoGPT",
+      "owner": "Significant-Gravitas",
+      "stars": 187888,
+      "url": "https://github.com/Significant-Gravitas/AutoGPT",
+      "description": "AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters."
+    },
+    {
+      "rank": 11,
+      "name": "skills",
+      "full_name": "anthropics/skills",
+      "owner": "anthropics",
+      "stars": 187099,
+      "url": "https://github.com/anthropics/skills",
+      "description": "Public repository for Agent Skills"
+    },
+    {
+      "rank": 12,
+      "name": "HelloGitHub",
+      "full_name": "521xueweihan/HelloGitHub",
+      "owner": "521xueweihan",
+      "stars": 186641,
+      "url": "https://github.com/521xueweihan/HelloGitHub",
+      "description": ":octocat: \u5206\u4eab GitHub \u4e0a\u6709\u8da3\u3001\u5165\u95e8\u7ea7\u7684\u5f00\u6e90\u9879\u76ee\u3002Share interesting, entry-level open source projects on GitHub."
+    },
+    {
+      "rank": 13,
+      "name": "transformers",
+      "full_name": "huggingface/transformers",
+      "owner": "huggingface",
+      "stars": 168504,
+      "url": "https://github.com/huggingface/transformers",
+      "description": "\ud83e\udd17 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training. "
+    },
+    {
+      "rank": 14,
+      "name": "stable-diffusion-webui",
+      "full_name": "AUTOMATIC1111/stable-diffusion-webui",
+      "owner": "AUTOMATIC1111",
+      "stars": 165236,
+      "url": "https://github.com/AUTOMATIC1111/stable-diffusion-webui",
+      "description": "Stable Diffusion web UI"
+    },
+    {
+      "rank": 15,
+      "name": "dify",
+      "full_name": "langgenius/dify",
+      "owner": "langgenius",
+      "stars": 160343,
+      "url": "https://github.com/langgenius/dify",
+      "description": "Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack."
+    },
+    {
+      "rank": 16,
+      "name": "langflow",
+      "full_name": "langflow-ai/langflow",
+      "owner": "langflow-ai",
+      "stars": 156303,
+      "url": "https://github.com/langflow-ai/langflow",
+      "description": "Langflow is a powerful tool for building and deploying AI-powered agents and workflows."
+    },
+    {
+      "rank": 17,
+      "name": "langchain",
+      "full_name": "langchain-ai/langchain",
+      "owner": "langchain-ai",
+      "stars": 148970,
+      "url": "https://github.com/langchain-ai/langchain",
+      "description": "The agent engineering platform."
+    },
+    {
+      "rank": 18,
+      "name": "spec-kit",
+      "full_name": "github/spec-kit",
+      "owner": "github",
+      "stars": 146621,
+      "url": "https://github.com/github/spec-kit",
+      "description": "\ud83d\udcab Toolkit to help you get started with SDD or any other process!"
+    },
+    {
+      "rank": 19,
+      "name": "ComfyUI",
+      "full_name": "Comfy-Org/ComfyUI",
+      "owner": "Comfy-Org",
+      "stars": 144869,
+      "url": "https://github.com/Comfy-Org/ComfyUI",
+      "description": "The most powerful and modular diffusion model GUI, api and backend with a graph/nodes interface. The fastest local inference engine in the world."
+    },
+    {
+      "rank": 20,
+      "name": "ui-ux-pro-max-skill",
+      "full_name": "nextlevelbuilder/ui-ux-pro-max-skill",
+      "owner": "nextlevelbuilder",
+      "stars": 144753,
+      "url": "https://github.com/nextlevelbuilder/ui-ux-pro-max-skill",
+      "description": "An AI skill that provides design intelligence for building professional UI/UX across multiple platforms."
+    }
+  ]
+}
@@ -0,0 +1,72 @@
+#!/usr/bin/env python3
+"""Independent ground-truth cross-check for the ledger extension census.
+
+Walks `wizard-work/ledger/` two ways:
+  (A) os.walk
+  (B) `find -type f` via subprocess
+and prints per-extension counts for each, plus the files that differ.
+Exit 0 = both methods agree exactly.
+"""
+import os
+import subprocess
+import sys
+from collections import Counter
+
+ROOT = "wizard-work/ledger"
+
+
+def ext_of(name):
+    if "." in name:
+        return "." + name.rsplit(".", 1)[1].lower()
+    return "(none)"
+
+
+def via_oswalk():
+    c = Counter()
+    files = []
+    for dp, dn, fns in os.walk(ROOT):
+        for f in fns:
+            files.append(os.path.join(dp, f))
+            c[ext_of(f)] += 1
+    return c, files
+
+
+def via_find():
+    out = subprocess.run(
+        ["find", ROOT, "-type", "f"],
+        capture_output=True, text=True, check=True,
+    )
+    c = Counter()
+    files = []
+    for line in out.stdout.splitlines():
+        if not line:
+            continue
+        files.append(line)
+        c[ext_of(os.path.basename(line))] += 1
+    return c, files
+
+
+def main():
+    a_c, a_files = via_oswalk()
+    b_c, b_files = via_find()
+    print("os.walk total=%d find total=%d" % (len(a_files), len(b_files)))
+    all_exts = sorted(set(a_c) | set(b_c))
+    for ext in sorted(all_exts, key=lambda e: (-a_c[e], e)):
+        print("%-10s oswalk=%d find=%d" % (ext, a_c.get(ext, 0), b_c.get(ext, 0)))
+    only_a = set(a_files) - set(b_files)
+    only_b = set(b_files) - set(a_files)
+    if only_a:
+        print("ONLY os.walk (%d):" % len(only_a))
+        for p in sorted(only_a):
+            print("  " + p)
+    if only_b:
+        print("ONLY find (%d):" % len(only_b))
+        for p in sorted(only_b):
+            print("  " + p)
+    if not only_a and not only_b:
+        print("AGREE: no file differences")
+    return 0 if (not only_a and not only_b) else 1
+
+
+if __name__ == "__main__":
+    sys.exit(main())