Download pictures (or videos) along with their captions and other metadata from Instagram.
This report summarizes scanner evidence for instaloader/instaloader, a Python project with 13,546 GitHub stars. SynthScan examined 7,384 lines of code across 43 source files, recording 74 pattern matches distributed across 8 syntactic categories. The legacy adjusted pattern signal is 10.8 (Moderate pattern signal); it is not an authorship estimate.
Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.
Use each vector to guide manual verification of the underlying findings.
Can maintainers explain intent, assumptions, and trade-offs? 44 finding(s).
Are imports declared and package/API names verified? 27 finding(s).
Are wrappers, guards, and repeated structures necessary? 27 finding(s).
Which changes need focused human review? 74 finding(s).
This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.
Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.
This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.
The scanner identified 74 distinct pattern matches across 8 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.
Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | instaloader/__init__.py | 15 | CODE | |
| LOW | instaloader/__init__.py | 16 | CODE | |
| LOW | instaloader/__init__.py | 17 | CODE | |
| LOW | instaloader/__init__.py | 17 | CODE | |
| LOW | instaloader/__init__.py | 19 | CODE | |
| LOW | instaloader/__init__.py | 20 | CODE | |
| LOW | instaloader/__init__.py | 20 | CODE | |
| LOW | instaloader/__init__.py | 20 | CODE | |
| LOW | instaloader/__init__.py | 23 | CODE | |
| LOW | instaloader/__init__.py | 23 | CODE | |
| LOW | instaloader/__init__.py | 23 | CODE | |
| LOW | instaloader/__init__.py | 23 | CODE | |
| LOW | instaloader/__init__.py | 23 | CODE | |
| LOW | instaloader/__init__.py | 23 | CODE | |
| LOW | instaloader/__init__.py | 23 | CODE | |
| LOW | instaloader/__init__.py | 23 | CODE | |
| LOW | instaloader/__init__.py | 23 | CODE | |
| LOW | instaloader/__init__.py | 23 | CODE | |
| LOW | instaloader/__init__.py | 23 | CODE | |
| LOW | instaloader/__init__.py | 23 | CODE | |
| LOW | instaloader/__init__.py | 23 | CODE | |
| LOW | instaloader/__init__.py | 23 | CODE | |
| LOW | instaloader/__init__.py | 23 | CODE | |
| LOW | instaloader/__init__.py | 23 | CODE | |
| LOW | instaloader/instaloader.py | 21 | CODE | |
| LOW | instaloader/structures.py | 13 | CODE | |
| LOW | instaloader/instaloadercontext.py | 19 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | instaloader/instaloader.py | 42 | def get_default_session_filename(username: str) -> str: | CODE |
| LOW⚡ | instaloader/instaloader.py | 49 | def get_legacy_session_filename(username: str) -> str: | CODE |
| LOW⚡ | instaloader/instaloader.py | 56 | def get_default_stamps_filename() -> str: | CODE |
| LOW | instaloader/instaloader.py | 67 | def format_string_contains_key(format_string: str, key: str) -> bool: | CODE |
| LOW | instaloader/instaloader.py | 85 | def _retry_on_connection_error(func: Callable) -> Callable: | CODE |
| LOW | instaloader/instaloader.py | 376 | def _postcommentanswer_asdict(comment): | CODE |
| LOW | instaloader/instaloader.py | 503 | def format_filename_within_target_path(self, | CODE |
| LOW | instaloader/instaloader.py | 556 | def download_profilepic_if_new(self, profile: Profile, latest_stamps: Optional[LatestStamps]) -> None: | CODE |
| LOW | instaloader/instaloader.py | 585 | def download_hashtag_profilepic(self, hashtag: Hashtag) -> None: | CODE |
| LOW | instaloader/structures.py | 262 | def _fetch_play_count_from_clips(context: 'InstaloaderContext', user_id: str, | CODE |
| LOW | instaloader/structures.py | 545 | def _get_timestamp_date_created(self) -> float: | CODE |
| LOW | instaloader/structures.py | 739 | def _get_comments_via_iphone_endpoint(self) -> Iterable[PostComment]: | CODE |
| LOW | instaloader/structures.py | 1363 | def profile_pic_url_no_iphone(self) -> str: | CODE |
| LOW | instaloader/instaloadercontext.py | 813 | def per_type_next_request_time(): | CODE |
| LOW | instaloader/instaloadercontext.py | 820 | def gql_accumulated_next_request_time(): | CODE |
| LOW | instaloader/instaloadercontext.py | 831 | def untracked_next_request_time(): | CODE |
| LOW | instaloader/lateststamps.py | 83 | def get_last_tagged_timestamp(self, profile_name: str) -> datetime: | CODE |
| LOW | instaloader/lateststamps.py | 87 | def set_last_tagged_timestamp(self, profile_name: str, timestamp: datetime): | CODE |
| LOW | instaloader/__main__.py | 85 | def get_cookies_from_instagram(domain: str, browser: str, cookie_file: Optional[str] = None): | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | instaloader/instaloader.py | 211 | CODE | |
| LOW | instaloader/instaloader.py | 375 | CODE | |
| LOW | instaloader/instaloader.py | 691 | CODE | |
| LOW | instaloader/instaloader.py | 828 | CODE | |
| LOW | instaloader/instaloader.py | 952 | CODE | |
| LOW | instaloader/instaloader.py | 996 | CODE | |
| LOW | instaloader/instaloader.py | 1370 | CODE | |
| LOW | instaloader/instaloader.py | 1434 | CODE | |
| LOW | instaloader/instaloader.py | 389 | CODE | |
| LOW | instaloader/structures.py | 2381 | CODE | |
| LOW | instaloader/structures.py | 562 | CODE | |
| LOW | instaloader/structures.py | 1082 | CODE | |
| LOW | instaloader/structures.py | 1908 | CODE | |
| LOW | instaloader/structures.py | 2000 | CODE | |
| LOW | instaloader/instaloadercontext.py | 390 | CODE | |
| LOW | instaloader/instaloadercontext.py | 613 | CODE | |
| LOW | instaloader/__main__.py | 132 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | instaloader/__init__.py | 10 | except ImportError: | CODE |
| HIGH | instaloader/structures.py | 277 | except (ConnectionException, BadResponseException): | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | instaloader/instaloader.py | 211 | CODE | |
| LOW | instaloader/instaloader.py | 1434 | CODE | |
| LOW | instaloader/instaloader.py | 1561 | CODE | |
| LOW | instaloader/instaloadercontext.py | 81 | CODE | |
| LOW | instaloader/__main__.py | 132 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | instaloader/instaloadercontext.py | 859 | """This method is called before a query to Instagram. | STRING |
| MEDIUM | instaloader/instaloadercontext.py | 878 | """This method is called to handle a 429 Too Many Requests response. | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | instaloader/instaloadercontext.py | 625 | # Set headers to simulate an API request from iPad | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | instaloader/instaloader.py | 375 | def update_comments(self, filename: str, post: Post) -> None: | CODE |