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.agents/skills/akinator/scripts/extract_libraries.py
22.1 KB · Oct 3, 2026 · 06:33 UTC
#!/usr/bin/env python3
# DO NOT EDIT BY HAND. Installed from the Akinator plugin - one of the
# tools of its one skill. To update: reinstall Akinator, or regenerate
# inside an Akinator checkout. Local edits here are replaced.
"""Generate the library wiki - one page per declared dependency.
The stack map answers "what do we depend on". It cannot answer the questions an
agent actually gets stuck on: **why this library over the alternative**, **how
this codebase uses it**, **what it did to us**, and **what an upgrade will
break**. Those need a home per library, and a home is only useful if the facts
around it never rot.
So each page is split in two:
# <library>
<!-- akinator:generated:begin -->
facts: ecosystem, versions, kind, declaring manifests, the files that
import it, the decision and failure records that name it
<!-- akinator:generated:end -->
## Why this library <- curated, written once by a person
## How we use it <- curated
## Pitfalls and incidents <- curated
## Upgrade and security notes <- curated
The generated block is rewritten on every run. Everything outside it is
preserved byte for byte - the curated sections are created only when a page is
new, and each starts as the gap marker
_Unknown - ask the owner and record the answer._
which is an honest gap, not filler: other tools count it and turn it into a
question for the owner. A page whose dependency disappears from every manifest
is never deleted (it may hold the only record of why the library was dropped);
its block says so and the index lists it as "no longer declared - review or
delete".
Usage detection is import-based and per ecosystem - Python `import`/`from`,
JavaScript/TypeScript `import ... from`, `require()` and `import()`, Go import
paths by prefix, Rust `use`/`extern crate`/`crate::path` - so `react` never
matches an import of `react-dom`. An ecosystem without a dedicated detector
falls back to a word-bounded match inside import/require/use lines. Source
files over 2 MB are skipped as generated bundles.
Travels into host repositories: run it from the host repository root.
Standard library only; deterministic (sorted, no clock, no absolute paths).
Usage:
python <skill>/scripts/extract_libraries.py [root] # dry run, exit 1 if anything would change
python <skill>/scripts/extract_libraries.py [root] --write # write pages and index
python <skill>/scripts/extract_libraries.py [root] --check # exit 1 on any drift
python <skill>/scripts/extract_libraries.py [root] --dir docs/wiki/libraries
Exit codes:
0 pages and index match the tree (or --write succeeded)
1 drift detected (dry run or --check)
2 the tool could not run, or a page has a broken generated block
"""
from __future__ import annotations
import argparse
import os
import re
import sys
from dataclasses import dataclass, field
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parent))
import extract_stack as es # noqa: E402
DEFAULT_DIR = "docs/wiki/libraries"
INDEX_NAME = "README.md"
BEGIN = "<!-- akinator:generated:begin -->"
END = "<!-- akinator:generated:end -->"
GAP = "_Unknown - ask the owner and record the answer._"
REGENERATE = "python <skill>/scripts/extract_libraries.py --write"
CURATED_SECTIONS = (
"Why this library",
"How we use it",
"Pitfalls and incidents",
"Upgrade and security notes",
)
MAX_LISTED = 25
MAX_SOURCE_BYTES = 2_000_000
SKIP_DIRS = frozenset(es.SKIP_DIRS) | {".git"}
# Source extensions scanned for usage, and the ecosystem whose detector reads
# them. Extensions mapped to None only feed the fallback detector.
SOURCE_EXTENSIONS: dict[str, str | None] = {
".py": "python", ".pyi": "python",
".js": "npm", ".jsx": "npm", ".mjs": "npm", ".cjs": "npm",
".ts": "npm", ".tsx": "npm",
".go": "go",
".rs": "rust",
".java": None, ".kt": None, ".rb": None, ".php": None, ".cs": None,
".swift": None, ".scala": None,
}
DETECTED = frozenset(e for e in SOURCE_EXTENSIONS.values() if e)
# Distributions whose import name is not derivable from the distribution name.
# Heuristic, not exhaustive: a miss shows as "used in 0 files", never as a
# false hit.
PY_IMPORT_ALIASES: dict[str, tuple[str, ...]] = {
"attrs": ("attr", "attrs"),
"beautifulsoup4": ("bs4",),
"grpcio": ("grpc",),
"mysqlclient": ("mysqldb",),
"opencv-python": ("cv2",),
"opencv-python-headless": ("cv2",),
"pillow": ("pil",),
"protobuf": ("google.protobuf",),
"psycopg2-binary": ("psycopg2",),
"pycryptodome": ("crypto",),
"pyjwt": ("jwt",),
"pyserial": ("serial",),
"pyyaml": ("yaml",),
"pyzmq": ("zmq",),
"scikit-learn": ("sklearn",),
"setuptools": ("setuptools", "pkg_resources"),
}
PY_IMPORT = re.compile(r"^[ \t]*import[ \t]+([^\n#;]+)", re.MULTILINE)
PY_FROM = re.compile(r"^[ \t]*from[ \t]+([\w.]+)[ \t]+import\b", re.MULTILINE)
JS_SPECIFIER = re.compile(
r"(?:\bfrom\s*|\bimport\s*\(?\s*|\brequire\s*\(\s*)(['\"])([^'\"\n]+)\1"
)
GO_BLOCK = re.compile(r"^[ \t]*import\s*\((.*?)\)", re.MULTILINE | re.DOTALL)
GO_SINGLE = re.compile(r"^[ \t]*import\s+(?:[\w.]+\s+)?\"([^\"]+)\"", re.MULTILINE)
GO_PATH = re.compile(r"\"([^\"]+)\"")
RS_CRATE = re.compile(
r"^[ \t]*(?:#\[[^\]\n]*\][ \t]*)*extern[ \t]+crate[ \t]+(\w+)"
r"|^[ \t]*(?:pub(?:\([^)\n]*\))?[ \t]+)?use[ \t]+(?:::)?(\w+)"
r"|(?<![\w:])(\w+)::",
re.MULTILINE,
)
IMPORT_LINE = re.compile(
r"^[ \t]*(?:@?import|from|use|using|require(?:_once)?|include(?:_once)?|"
r"extern[ \t]+crate)\b.*$|^.*\brequire[ \t]*\(.*$",
re.MULTILINE,
)
H1 = re.compile(r"^#[ \t]+([^\r\n]+?)[ \t]*\r?$", re.MULTILINE)
# --------------------------------------------------------------------------
# Dependencies, grouped one per page
# --------------------------------------------------------------------------
@dataclass
class Library:
ecosystem: str
name: str
declarations: list[tuple[str, str, str]] = field(default_factory=list)
used_in: list[str] = field(default_factory=list)
knowledge: list[str] = field(default_factory=list)
@property
def versions(self) -> list[str]:
return sorted({v for v, _k, _m in self.declarations})
@property
def kinds(self) -> list[str]:
return sorted({k for _v, k, _m in self.declarations})
@property
def manifests(self) -> list[str]:
return sorted({m for _v, _k, m in self.declarations})
def _canonical(ecosystem: str, name: str) -> str:
"""Python distribution names compare PEP 503-normalized; others exactly."""
if ecosystem == "python":
return re.sub(r"[-_.]+", "-", name).lower()
return name
def libraries(repo: Path) -> list[Library]:
"""Every declared dependency, one entry per (ecosystem, name)."""
grouped: dict[tuple[str, str], Library] = {}
for ecosystem, entries in es.discover(repo).items():
for name, version, kind, manifest in entries:
key = (ecosystem, _canonical(ecosystem, name))
lib = grouped.get(key)
if lib is None:
lib = grouped[key] = Library(ecosystem, name)
lib.name = min(lib.name, name)
lib.declarations.append((version, kind, manifest))
return [grouped[k] for k in sorted(grouped)]
def slugify(name: str) -> str:
slug = re.sub(r"[^a-z0-9._-]", "-", name.lower().replace("/", "-").replace("@", "-"))
return slug.lstrip("-.") or "library"
def assign_slugs(libs: list[Library]) -> dict[tuple[str, str], str]:
"""A unique, filesystem-safe page name per library.
The same name in two ecosystems takes the ecosystem as a suffix; two names
in one ecosystem that slug alike (`@a/b` next to `a-b`) take a counter, and
the name that already is its slug keeps the plain one. `readme` and `index`
are reserved: on a case-insensitive filesystem they would overwrite the
index.
"""
base = {(l.ecosystem, l.name): slugify(l.name) for l in libs}
ecosystems: dict[str, set[str]] = {}
for (ecosystem, _name), slug in base.items():
ecosystems.setdefault(slug, set()).add(ecosystem)
out: dict[tuple[str, str], str] = {}
taken: set[str] = set()
order = sorted(base, key=lambda k: (base[k], base[k] != k[1].lower(), k))
for key in order:
slug = base[key]
if len(ecosystems[slug]) > 1 or slug in ("readme", "index"):
slug = f"{slug}-{key[0]}"
candidate, n = slug, 2
while candidate in taken:
candidate, n = f"{slug}-{n}", n + 1
taken.add(candidate)
out[key] = candidate
return out
# --------------------------------------------------------------------------
# Usage detection - one detector per ecosystem, a fallback for the rest
# --------------------------------------------------------------------------
def _python_modules(text: str) -> set[str]:
out: set[str] = set()
for clause in PY_IMPORT.findall(text):
for part in clause.strip().strip("()").split(","):
module = part.strip().split()[0] if part.strip() else ""
if module:
out.add(module.lower())
for module in PY_FROM.findall(text):
if not module.startswith("."):
out.add(module.lower())
return out
def _npm_packages(text: str) -> set[str]:
out: set[str] = set()
for _quote, spec in JS_SPECIFIER.findall(text):
if spec.startswith((".", "/")) or ":" in spec:
continue # relative, absolute, node:, data:, http:
parts = spec.split("/")
out.add("/".join(parts[:2]) if spec.startswith("@") else parts[0])
return out
def _go_imports(text: str) -> set[str]:
out = set(GO_SINGLE.findall(text))
for block in GO_BLOCK.findall(text):
out.update(GO_PATH.findall(block))
return out
def _rust_crates(text: str) -> set[str]:
return {next(g for g in groups if g) for groups in RS_CRATE.findall(text)}
def _python_candidates(name: str) -> set[str]:
lowered = name.lower()
out = {lowered.replace("-", "_"), lowered.replace("-", ".")}
if lowered.startswith("python-"):
out.add(lowered[len("python-"):].replace("-", "_"))
out.update(PY_IMPORT_ALIASES.get(_canonical("python", name), ()))
return out
def _word(name: str) -> re.Pattern[str]:
return re.compile(rf"(?<![\w-]){re.escape(name)}(?![\w-])", re.IGNORECASE)
@dataclass
class SourceIndex:
"""What every scanned source file imports, read once."""
python: dict[str, set[str]] = field(default_factory=dict)
npm: dict[str, set[str]] = field(default_factory=dict)
go: dict[str, set[str]] = field(default_factory=dict)
rust: dict[str, set[str]] = field(default_factory=dict)
lines: dict[str, list[str]] = field(default_factory=dict)
def source_files(repo: Path) -> list[Path]:
out: list[Path] = []
for dirpath, dirnames, filenames in os.walk(repo):
dirnames[:] = sorted(d for d in dirnames if d not in SKIP_DIRS)
for name in sorted(filenames):
if Path(name).suffix.lower() in SOURCE_EXTENSIONS:
out.append(Path(dirpath) / name)
return sorted(out)
def scan(repo: Path) -> SourceIndex:
index = SourceIndex()
readers = {"python": _python_modules, "npm": _npm_packages,
"go": _go_imports, "rust": _rust_crates}
for path in source_files(repo):
try:
if path.stat().st_size > MAX_SOURCE_BYTES:
continue
text = path.read_text(encoding="utf-8", errors="replace")
except OSError:
continue
rel = path.relative_to(repo).as_posix()
ecosystem = SOURCE_EXTENSIONS[path.suffix.lower()]
if ecosystem:
getattr(index, ecosystem)[rel] = readers[ecosystem](text)
index.lines[rel] = IMPORT_LINE.findall(text)
return index
def usage(lib: Library, index: SourceIndex) -> list[str]:
"""Repo-relative files that import this library, sorted."""
if lib.ecosystem == "python":
candidates = _python_candidates(lib.name)
hits = [rel for rel, mods in index.python.items()
if any(m == c or m.startswith(c + ".") for m in mods for c in candidates)]
elif lib.ecosystem == "npm":
hits = [rel for rel, pkgs in index.npm.items() if lib.name in pkgs]
elif lib.ecosystem == "go":
hits = [rel for rel, paths in index.go.items()
if any(p == lib.name or p.startswith(lib.name + "/") for p in paths)]
elif lib.ecosystem == "rust":
crate = lib.name.replace("-", "_")
hits = [rel for rel, crates in index.rust.items() if crate in crates]
else:
patterns = [_word(lib.name), _word(lib.name.replace("-", "_"))]
hits = [rel for rel, lines in index.lines.items()
if any(p.search(line) for line in lines for p in patterns)]
return sorted(set(hits))
# --------------------------------------------------------------------------
# Rendering
# --------------------------------------------------------------------------
def _code(values: list[str]) -> str:
return ", ".join(f"`{v}`" for v in values) if values else "-"
def render_block(lib: Library) -> str:
lines = [
BEGIN,
"<!-- Facts extracted from the manifests and the source tree. This block",
" is rewritten on every run; write outside it. -->",
f"- **Ecosystem:** {lib.ecosystem}",
]
if len(lib.versions) == 1:
lines.append(f"- **Version:** `{lib.versions[0]}`")
else:
lines.append("- **Versions:** " + ", ".join(
f"`{v}` in `{m}`" for v, _k, m in sorted(
lib.declarations, key=lambda d: (d[2], d[0], d[1]))
))
lines += [
f"- **Kind:** {', '.join(lib.kinds)}",
f"- **Declared in:** {_code(lib.manifests)}",
]
count = len(lib.used_in)
if count == 0:
lines.append("- **Used in:** 0 files - no import found. It may be a CLI, a "
"type package, a plugin loaded by configuration, or unused.")
else:
lines.append(f"- **Used in:** {count} file{'s' if count != 1 else ''}")
lines += [f" - `{p}`" for p in lib.used_in[:MAX_LISTED]]
if count > MAX_LISTED:
lines.append(f" - ... and {count - MAX_LISTED} more")
lines += [
"- **Decisions and incidents:** "
+ (_code(lib.knowledge) if lib.knowledge else "none recorded"),
f"- Regenerate with: `{REGENERATE}`",
END,
]
return "\n".join(lines)
def render_orphan_block() -> str:
return "\n".join([
BEGIN,
"- **Status:** no longer declared in any manifest - review or delete this "
"page. If the library was dropped on purpose, record why before deleting.",
f"- Regenerate with: `{REGENERATE}`",
END,
])
def render_new_page(title: str, block: str) -> str:
parts = [f"# {title}", "", block, ""]
for section in CURATED_SECTIONS:
parts += [f"## {section}", "", GAP, ""]
return "\n".join(parts)
def render_index_block(libs: list[Library], slugs: dict[tuple[str, str], str],
orphans: list[tuple[str, str]]) -> str:
lines = [
BEGIN,
"<!-- Rewritten on every run; write outside this block. -->",
"One page per declared dependency. Each page opens with generated facts -",
"versions, manifests, the files that import it - followed by curated",
"sections for why we chose it, how we use it, what it did to us and what an",
"upgrade needs. A section still holding the gap marker is an open question",
"for the owner - ask, then record the answer in place of the marker.",
"",
]
if libs:
lines += [
f"## Libraries ({len(libs)})",
"",
"| Library | Ecosystem | Version | Kind | Used in | Page |",
"|---|---|---|---|---|---|",
]
for lib in libs:
slug = slugs[(lib.ecosystem, lib.name)]
used = len(lib.used_in)
lines.append(
f"| {_escape(lib.name)} | {lib.ecosystem} | {_escape(_code(lib.versions))} | "
f"{_escape(', '.join(lib.kinds))} | {used} file{'s' if used != 1 else ''} | "
f"[{slug}.md]({slug}.md) |"
)
else:
manifests = ", ".join(sorted(es.READERS))
lines += [
"## Libraries (0)",
"",
"_No dependency is declared in any manifest this tool reads "
f"({manifests}). If that is complete, this repository is "
"standard-library only - itself a fact worth knowing: a new "
"dependency should arrive with the decision that chose it._",
]
if orphans:
lines += [
"",
f"## Pages without a declared dependency ({len(orphans)})",
"",
]
lines += [f"- [{_escape(title)}]({slug}.md) - no longer declared - review or delete"
for slug, title in orphans]
lines += [
"",
f"Regenerate with: `{REGENERATE}` - when a dependency is added, removed",
"or repinned, or when imports move.",
END,
]
return "\n".join(lines)
def _escape(text: str) -> str:
return text.replace("|", "\\|")
# --------------------------------------------------------------------------
# Merging - only the generated block ever changes
# --------------------------------------------------------------------------
class BrokenBlock(Exception):
"""A begin marker with no end marker: the tool will not guess the boundary."""
def merge(existing: str | None, title: str, block: str,
new_file: str | None = None) -> str:
"""The file with its generated block replaced, everything else untouched.
A new file is `new_file` (or the title and block). An existing file with no
markers gets the block inserted after its first H1 line, or at the top.
"""
if existing is None:
return new_file if new_file is not None else f"# {title}\n\n{block}\n"
crlf = "\r\n" in existing
if crlf:
block = block.replace("\n", "\r\n")
nl = "\r\n" if crlf else "\n"
start = existing.find(BEGIN)
if start != -1:
stop = existing.find(END, start)
if stop == -1:
raise BrokenBlock(f"'{BEGIN}' has no matching '{END}'")
return existing[:start] + block + existing[stop + len(END):]
heading = H1.search(existing)
if heading:
eol = existing.find("\n", heading.start())
at = len(existing) if eol == -1 else eol + 1
head = existing[:at] if eol != -1 else existing + nl
return head + nl + block + nl + existing[at:]
return block + nl + nl + existing
def _same(current: str | None, desired: str) -> bool:
return current is not None and current.replace("\r\n", "\n") == desired.replace("\r\n", "\n")
def _read(path: Path) -> str | None:
if not path.is_file():
return None
return path.read_bytes().decode("utf-8", errors="replace")
def plan(repo: Path, directory: str = DEFAULT_DIR) -> tuple[dict[Path, str], list[str]]:
"""(path -> desired content for every file that should change, errors)."""
libs = libraries(repo)
index = scan(repo)
for lib in libs:
lib.used_in = usage(lib, index)
lib.knowledge = es.knowledge_for(repo, lib.name)
slugs = assign_slugs(libs)
base = repo / directory
wanted: dict[Path, tuple[str, str, str | None]] = {}
for lib in libs:
block = render_block(lib)
wanted[base / f"{slugs[(lib.ecosystem, lib.name)]}.md"] = (
lib.name, block, render_new_page(lib.name, block))
orphans: list[tuple[str, str]] = []
if base.is_dir():
current = set(slugs.values())
for page in sorted(base.glob("*.md")):
if page.name.lower() == INDEX_NAME.lower() or page.stem in current:
continue
text = _read(page) or ""
heading = H1.search(text)
orphans.append((page.stem, heading.group(1) if heading else page.stem))
if BEGIN in text:
wanted[page] = (page.stem, render_orphan_block(), None)
index_block = render_index_block(libs, slugs, orphans)
wanted[base / INDEX_NAME] = ("Libraries", index_block,
f"# Libraries\n\n{index_block}\n")
changes: dict[Path, str] = {}
errors: list[str] = []
for path in sorted(wanted):
title, block, new_file = wanted[path]
current = _read(path)
try:
desired = merge(current, title, block, new_file)
except BrokenBlock as exc:
errors.append(f"{_rel(repo, path)}: {exc}")
continue
if not _same(current, desired):
changes[path] = desired
return changes, errors
def _rel(repo: Path, path: Path) -> str:
try:
return path.relative_to(repo).as_posix()
except ValueError:
return path.as_posix()
def main(argv: list[str] | None = None) -> int:
parser = argparse.ArgumentParser(prog="extract_libraries")
parser.add_argument("root", nargs="?", default=".")
mode = parser.add_mutually_exclusive_group()
mode.add_argument("--write", action="store_true")
mode.add_argument("--check", action="store_true")
parser.add_argument("--dir", default=DEFAULT_DIR,
help=f"page directory, relative to root (default {DEFAULT_DIR})")
args = parser.parse_args(argv)
repo = Path(args.root).resolve()
if not repo.is_dir():
print(f"not a directory: {args.root}", file=sys.stderr)
return 2
changes, errors = plan(repo, args.dir)
for error in errors:
print(f"broken generated block - fix by hand: {error}", file=sys.stderr)
if args.write:
for path, content in sorted(changes.items()):
existed = path.is_file()
path.parent.mkdir(parents=True, exist_ok=True)
path.write_bytes(content.encode("utf-8"))
print(f"{'updated' if existed else 'created'} {_rel(repo, path)}")
if not changes:
print(f"{args.dir} already up to date")
return 2 if errors else 0
for path in sorted(changes):
verb = "stale" if path.is_file() else "missing"
print(f"{verb}: {_rel(repo, path)}")
if not changes and not errors:
print(f"{args.dir} matches the tree.")
return 0
if changes:
print(f"Fix with: {REGENERATE}")
return 1
if __name__ == "__main__":
raise SystemExit(main())
SHA-256: a6f6813e0918bc691958800fb69be95da6462786086fad6623de02ba31856bce