Leaderboard github.com
noahweidig/tiger-roads-scraper
Convert TIGER Roads into Shapefiles
unreviewed-ai-risk
AI provenance
73%
explicit
- Confidence
- 81%
- Coverage
- 100%
Estimated share of AI-generated code. Explicit attribution is a lower bound.
Code quality
35/100
poor
- Confidence
- 90%
- Coverage
- 100%
Complexity, duplication, lint density, tests, CI, docs and review process.
Security
84/100
adequate
- Confidence
- 85%
- Coverage
- 100%
Secrets, static analysis, vulnerable dependencies, CI and supply-chain posture.
AI provenance
73% explicit
Explicit AI attribution on 73% of first-party code added; an estimated 73% including velocity signals.
How the score is built
- Explicitly attributed share73%
- Unattributed share in AI-pace bursts0%
- Estimated AI-generated share73%
- AI tool configuration files1
- Work sessions at AI pace0
- Releases at AI pacenot measured
- Coding-style index (1.0+ means possible)0.00
Attributed AI tools
| Tool | Commits | Lines added | First seen | Last seen |
|---|---|---|---|---|
| Claude Code | 22 | 1,567 | 2026-05-29 | 2026-10-14 |
Lines added per month all AI-attributed share
- 2026-05614 · 18% AI
- 2026-06631 · 97% AI
- 2026-08892 · 94% AI
- 2026-090 · 0% AI
- 2026-102 · 100% AI
Findings in AI-attributed lines vs the rest
From git blame: 1,248 lines trace to AI-attributed commits, 301 to others. Too few lines in one group for a fair comparison. Reported, not scored.
| Findings per 1,000 lines | AI-attributed | Other | Ratio |
|---|---|---|---|
| Code quality | 3.21 | 26.58 | — |
| Security | 1.60 | 0.00 | — |
Evidence by analyzer
Explicit AI attributionok23 items
- Claude Code: 22 attributed commits, 1,567 lines added
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- Claude Code: author email [email protected]
- attributed_commit_share
- 51.2%
- attributed_commits
- 22
- attributed_loc
- 1,567
- attributed_loc_share
- 73.3%
- commits
- 43
- effective_loc
- 2,139
- tools_detected
- 1
AI tool configurationok1 item
- artifacts
- 1
- earliest_adoption
- 2026-06-01
- tools_configured
- 1
- workflow_agents
- 0
Commit velocityok
- excluded_import_loc
- 0
- flagged_loc
- 0
- flagged_loc_share
- 0.0%
- flagged_units
- 0
- max_loc_per_hour
- 126
- measured_loc
- 2,139
- median_loc_per_hour
- 73.75
- pr_timed_units
- 0
- pre_ai_era_burst_loc
- 0
- pre_ai_era_bursts
- 0
- pre_ai_era_measured_loc
- 0
- work_units
- 13
Release velocityskipped
Coding styleok
- count:assistant_voice
- 0
- count:emoji_in_code
- 0
- count:narrated_steps
- 0
- count:placeholder
- 0
- files:assistant_voice
- 0
- files:emoji_in_code
- 0
- files:narrated_steps
- 0
- files:placeholder
- 0
- index
- 0
- lines_scanned
- 1,549
- per_kloc:assistant_voice
- 0
- per_kloc:emoji_in_code
- 0
- per_kloc:narrated_steps
- 0
- per_kloc:placeholder
- 0
Findings in AI-written linesok
- ai_lines
- 1,248
- blame_failures
- 0
- files_blamed
- 7
- other_lines
- 301
- quality:ai_findings
- 4
- quality:ai_per_kloc
- 3.21
- quality:other_findings
- 8
- quality:other_per_kloc
- 26.58
- security:ai_findings
- 2
- security:ai_per_kloc
- 1.60
- security:other_findings
- 0
- security:other_per_kloc
- 0
Code quality
35 poor
Code quality is poor: test-to-source ratio 0.00, no CI test run detected; 36% of function code in complex or long functions; 2% duplicated lines. Weakest area: testing.
How the score is built
- Complexity34
- Duplication89
- Lint and smells8
- Tests and CI0
- Documentation80
- Type safety40
- Review processnot measured
Evidence by analyzer
Complexity (lizard)ok4 items
- download_one in 03_download_zips.py: complexity 44, 80 lines
- main in 03_download_zips.py: complexity 30, 99 lines
- main in 04_convert_zips.py: complexity 18, 47 lines
- main in 05_upload_to_gee.py: complexity 16, 92 lines
- complex_functions
- 4
- function_nloc
- 880
- functions
- 51
- long_functions
- 0
- many_param_functions
- 0
- mean_ccn
- 6.80
- p90_ccn
- 14
- risky_nloc_share
- 36.1%
Duplication (jscpd)ok2 items
- 6+ duplicated lines: 01_generate_urls.py:46 and 01_generate_urls.py:63
- 6+ duplicated lines: 03_download_zips.py:280 and 05_upload_to_gee.py:159
- compared_lines
- 1,240
- duplicated_lines
- 24
- duplicated_share
- 1.9%
- files
- 7
Lintok
- category:best-practice
- 11
- category:maintainability
- 1
- findings
- 12
- scanned_lines
- 1,549
- weighted_findings
- 16
Tests and CIok
- check:ci_present
- no
- check:ci_runs_lint
- no
- check:ci_runs_tests
- no
- check:has_tests
- no
- check:test_ratio
- no
- check:tests_cochange
- no
- ci_files
- 0
- cochange_commits
- 21
- cochange_share
- 0.0%
- source_lines
- 1,549
- test_lines
- 0
- test_ratio
- 0
Documentationok3 items
- README.md
README.md - LICENSE
LICENSE - CONTRIBUTING.md
CONTRIBUTING.md
- check:changelog
- no
- check:contributing
- yes
- check:license
- yes
- check:readme
- yes
- readme_lines
- 207
Type safetyok
- check:low_escape_density
- yes
- check:strict_config
- no
- escapes
- 0
- escapes_per_kloc
- 0
Security
84 adequate
Security posture is adequate: 10 known vulnerabilities in 1 dependencies; 1 high-severity SAST findings. Weakest area: posture.
How the score is built
- Secrets100
- Static analysis (SAST)82
- Vulnerable dependencies88
- CI workflowsnot measured
- Security posture40
- OpenSSF Scorecardnot measured
Evidence by analyzer
OpenSSF Scorecardskipped
no published OpenSSF Scorecard result for this repo
Package registriesok
- checked
- 3
- declared
- 3
- lookup_errors
- 0
- missing
- 0
- recent
- 0
Secrets (gitleaks)ok
- secrets_current
- 0
- secrets_history
- 0
- secrets_low_confidence
- 0
- secrets_nonprod
- 0
Static analysis (opengrep)ok
- findings
- 2
- findings_high
- 1
- findings_low
- 1
- findings_medium
- 0
- parse_errors
- 0
- scanned_lines
- 1,549
- weighted_findings
- 0.90
Dependencies (osv-scanner)ok
- penalty
- 8
- vulnerabilities
- 10
- vulnerable_packages
- 1
- vulns_critical
- 0
- vulns_high
- 7
- vulns_low
- 0
- vulns_medium
- 3
- vulns_unknown
- 0
CI workflows (zizmor)skipped
Security postureok1 item
- Security policy: SECURITY.md
SECURITY.md
- check:dependency_updates
- no
- check:lockfiles
- yes
- check:security_policy
- yes
- check:signed_commits
- no
- signed_commit_share
- 11.6%
- unpinned_manifests
- 0
Release downloadsok
- binary_assets
- 0
- signals
- 0
- suspicious
- 0
Findings
10 high13 medium1 low
| Severity | Rule | Location | Message | Tool |
|---|---|---|---|---|
| high | opengrep/python.lang.best-practice.arbitrary-sleep |
01_generate_urls.py:13 | time.sleep() call; did you mean to leave this in? | Lint |
| high | opengrep/python.lang.best-practice.arbitrary-sleep |
05_upload_to_gee.py:80 | time.sleep() call; did you mean to leave this in? | Lint |
| high | opengrep/python.lang.security.audit.dangerous-subprocess-use-audit |
04_convert_zips.py:191 | Detected subprocess function 'run' without a static string. If this data can be controlled by a malicious actor, it may be an instance of command injection. Audit the use of this call to ensure it is not controllable by an external... | Static analysis (opengrep) |
| high | osv/GHSA-2xpw-w6gg-jr37 |
requirements.txt | [email protected] (PyPI) is affected by PYSEC-2026-1994, GHSA-2xpw-w6gg-jr37 | Dependencies (osv-scanner) |
| high | osv/GHSA-38jv-5279-wg99 |
requirements.txt | [email protected] (PyPI) is affected by PYSEC-2026-1996, GHSA-38jv-5279-wg99 | Dependencies (osv-scanner) |
| high | osv/GHSA-8988-9cw3-xx77 |
requirements.txt | [email protected] (PyPI) is affected by PYSEC-2026-4175, GHSA-8988-9cw3-xx77 | Dependencies (osv-scanner) |
| high | osv/GHSA-gm62-xv2j-4w53 |
requirements.txt | [email protected] (PyPI) is affected by PYSEC-2026-1998, GHSA-gm62-xv2j-4w53 | Dependencies (osv-scanner) |
| high | osv/GHSA-qccp-gfcp-xxvc |
requirements.txt | [email protected] (PyPI) is affected by PYSEC-2026-141, GHSA-qccp-gfcp-xxvc | Dependencies (osv-scanner) |
| high | osv/GHSA-v845-jxx5-vc9f |
requirements.txt | [email protected] (PyPI) is affected by GHSA-v845-jxx5-vc9f | Dependencies (osv-scanner) |
| high | osv/GHSA-vxq7-64xx-v4gw |
requirements.txt | [email protected] (PyPI) is affected by PYSEC-2026-4177, GHSA-vxq7-64xx-v4gw | Dependencies (osv-scanner) |
| medium | opengrep/python.lang.best-practice.unspecified-open-encoding |
01_generate_urls.py:106 | Missing 'encoding' parameter. 'open()' uses device locale encodings by default, corrupting files with special characters. Specify the encoding to ensure cross-platform support when opening files in text mode (e.g. encoding="utf-8"). | Lint |
| medium | opengrep/python.lang.best-practice.unspecified-open-encoding |
01_generate_urls.py:121 | Missing 'encoding' parameter. 'open()' uses device locale encodings by default, corrupting files with special characters. Specify the encoding to ensure cross-platform support when opening files in text mode (e.g. encoding="utf-8"). | Lint |
| medium | opengrep/python.lang.best-practice.unspecified-open-encoding |
01_generate_urls.py:21 | Missing 'encoding' parameter. 'open()' uses device locale encodings by default, corrupting files with special characters. Specify the encoding to ensure cross-platform support when opening files in text mode (e.g. encoding="utf-8"). | Lint |
| medium | opengrep/python.lang.best-practice.unspecified-open-encoding |
01_generate_urls.py:73 | Missing 'encoding' parameter. 'open()' uses device locale encodings by default, corrupting files with special characters. Specify the encoding to ensure cross-platform support when opening files in text mode (e.g. encoding="utf-8"). | Lint |
| medium | opengrep/python.lang.best-practice.unspecified-open-encoding |
01_generate_urls.py:89 | Missing 'encoding' parameter. 'open()' uses device locale encodings by default, corrupting files with special characters. Specify the encoding to ensure cross-platform support when opening files in text mode (e.g. encoding="utf-8"). | Lint |
| medium | opengrep/python.lang.best-practice.unspecified-open-encoding |
02_check_urls.py:145 | Missing 'encoding' parameter. 'open()' uses device locale encodings by default, corrupting files with special characters. Specify the encoding to ensure cross-platform support when opening files in text mode (e.g. encoding="utf-8"). | Lint |
| medium | opengrep/python.lang.best-practice.unspecified-open-encoding |
02_check_urls.py:156 | Missing 'encoding' parameter. 'open()' uses device locale encodings by default, corrupting files with special characters. Specify the encoding to ensure cross-platform support when opening files in text mode (e.g. encoding="utf-8"). | Lint |
| medium | opengrep/python.lang.maintainability.return-not-in-function |
02_check_urls.py:36 | `return` only makes sense inside a function | Lint |
| medium | opengrep/python.lang.best-practice.unspecified-open-encoding |
03_download_zips.py:179 | Missing 'encoding' parameter. 'open()' uses device locale encodings by default, corrupting files with special characters. Specify the encoding to ensure cross-platform support when opening files in text mode (e.g. encoding="utf-8"). | Lint |
| medium | opengrep/python.lang.best-practice.unspecified-open-encoding |
05_upload_to_gee.py:114 | Missing 'encoding' parameter. 'open()' uses device locale encodings by default, corrupting files with special characters. Specify the encoding to ensure cross-platform support when opening files in text mode (e.g. encoding="utf-8"). | Lint |
| medium | osv/GHSA-34jh-p97f-mpxf |
requirements.txt | [email protected] (PyPI) is affected by PYSEC-2026-1995, GHSA-34jh-p97f-mpxf | Dependencies (osv-scanner) |
| medium | osv/GHSA-g4mx-q9vg-27p4 |
requirements.txt | [email protected] (PyPI) is affected by GHSA-g4mx-q9vg-27p4 | Dependencies (osv-scanner) |
| medium | osv/GHSA-pq67-6m6q-mj2v |
requirements.txt | [email protected] (PyPI) is affected by PYSEC-2026-1999, GHSA-pq67-6m6q-mj2v | Dependencies (osv-scanner) |
| low | opengrep/python.lang.security.audit.insecure-transport.requests.request-session-with-http |
03_download_zips.py:66 | Detected a request using 'http://'. This request will be unencrypted. Use 'https://' instead. [confidence medium] | Static analysis (opengrep) |
Tools and coverage
Every analyzer that ran on this commit. A failed or skipped tool is a coverage gap: its share of the score is left out and the coverage figure drops.
| Analyzer | Pillar | Status | Version | Findings | Note |
|---|---|---|---|---|---|
| AI tool configuration | AI provenance | ok | signatures-v1 | 0 | |
| Explicit AI attribution | AI provenance | ok | signatures-v1 | 0 | |
| Release velocity | AI provenance | skipped | — | 0 | |
| Coding style | AI provenance | ok | — | 0 | |
| Commit velocity | AI provenance | ok | prov-4 | 0 | |
| Findings in AI-written lines | AI provenance | ok | git-blame | 0 | |
| Complexity (lizard) | Code quality | ok | lizard 1.25.1 | 0 | |
| Documentation | Code quality | ok | — | 0 | |
| Duplication (jscpd) | Code quality | ok | repotrust-dup-w6 | 0 | |
| Lint | Code quality | ok | opengrep 1.33.1; rules f1d2b562b414 | 12 | |
| Tests and CI | Code quality | ok | — | 0 | |
| Type safety | Code quality | ok | — | 0 | |
| CI workflows (zizmor) | Security | skipped | — | 0 | |
| Dependencies (osv-scanner) | Security | ok | osv-scanner version: 2.7.1 | 10 | |
| Release downloads | Security | ok | — | 0 | |
| Security posture | Security | ok | — | 0 | |
| Package registries | Security | ok | — | 0 | |
| Static analysis (opengrep) | Security | ok | opengrep 1.33.1; rules f1d2b562b414 | 2 | |
| OpenSSF Scorecard | Security | skipped | — | 0 | no published OpenSSF Scorecard result for this repo |
| Secrets (gitleaks) | Security | ok | gitleaks 8.30.1 | 0 |
Score history
Scores from different scoring versions aren't directly comparable.
| Scored | Commit | Scoring | AI provenance | Quality | Security |
|---|---|---|---|---|---|
| 2026-11-14 | f8622dcc4633 | prov-5+qual-2+sec-2 | 73% | 35 | 84 |
| 2026-11-14 | f8622dcc4633 | prov-4+qual-2+sec-2 | 73% | 35 | 84 |
Full text report
- Repository: https://github.com/noahweidig/tiger-roads-scraper
- Commit:
f8622dcc4633b6e1a4f41a5a7e8f446269c831a3 - Generated: 2026-11-14T14:52:06+00:00
- Scorer 0.1.0, scoring prov-5+qual-2+sec-2, report schema v2
Scores
Unreviewed AI code risk: a large share of this code is explicitly AI-attributed, and its tests or review process are weak while quality or security scores are low.
| Pillar | Score | Signal | Confidence | Coverage |
|---|---|---|---|---|
| AI provenance (estimated AI-generated share) | 73 | explicit | 81% | 100% |
| Code quality | 35 | poor | 90% | 100% |
| Security | 84 | adequate | 85% | 100% |
AI provenance
Explicit AI attribution on 73% of first-party code added; an estimated 73% including velocity signals.
- Explicitly attributed share (lower bound): 73.3%
- Unattributed share in AI-consistent velocity bursts: 0.0%
- Estimated AI-generated share: 73.3%
| AI tool | Attributed commits | Lines added |
|---|---|---|
| Claude Code | 22 | 1,567 |
- AI tooling configured in repo: generic-agent
Current source lines last changed by AI-attributed commits: 1,248 of 1,549.
Too few lines in one group to compare finding densities.
| Month | Lines added | Attributed to AI |
|---|---|---|
| 2026-05 | 614 | 18% |
| 2026-06 | 631 | 97% |
| 2026-08 | 892 | 94% |
| 2026-10 | 2 | 100% |
Evidence
- Claude Code: author email [email protected] (f8622dcc4633)
- Claude Code: author email [email protected] (7ab320c42071)
- Claude Code: author email [email protected] (eabd76e65f60)
- Claude Code: author email [email protected] (e9428b112d02)
- Claude Code: author email [email protected] (ed8382a86db2)
- Claude Code: author email [email protected] (e0803164b852)
- Claude Code: author email [email protected] (12fac25c1d17)
- Claude Code: author email [email protected] (7773df78e040)
- Claude Code: author email [email protected] (f9abe9f9f2fc)
- Claude Code: author email [email protected] (d212aef88add)
- Claude Code: author email [email protected] (fc29b23e54a8)
- Claude Code: author email [email protected] (ebeff5adc186)
- Claude Code: author email [email protected] (6a325d37dffc)
- Claude Code: author email [email protected] (aa945f08902a)
- Claude Code: author email [email protected] (13ab3f542d4f)
AI provenance describes how code was produced; it is not a quality judgment. Unless attribution is explicit, these are signals consistent with AI generation, not proof. Squash/rebase workflows, imported code, and rewritten history reduce accuracy.
Code quality
Code quality is poor: test-to-source ratio 0.00, no CI test run detected; 36% of function code in complex or long functions; 2% duplicated lines. Weakest area: testing.
| Area | Score |
|---|---|
| Complexity (lizard) | 34 |
| Duplication | 89 |
| Code smells (Opengrep) | 8 |
| Tests and CI | 0 |
| Documentation | 80 |
| Type safety | 40 |
| Process (Scorecard review/maintenance) | n/a |
- Functions: 51; mean complexity 6.8, 90th percentile 14; 4 complex and 0 long functions
- Duplicated lines: 1.9% of 1,240 compared
- Tests: 0 test lines for 1,549 source lines (ratio 0.00); CI test commands: none detected; 0% of recent source commits also change tests
- Docs missing or thin: changelog
Most complex functions:
- download_one in 03_download_zips.py: complexity 44, 80 lines
- main in 03_download_zips.py: complexity 30, 99 lines
- main in 04_convert_zips.py: complexity 18, 47 lines
- main in 05_upload_to_gee.py: complexity 16, 92 lines
Security
Security posture is adequate: 10 known vulnerabilities in 1 dependencies; 1 high-severity SAST findings. Weakest area: posture.
| Area | Score |
|---|---|
| Secrets (gitleaks, tree + history) | 100 |
| Static analysis (Opengrep) | 82 |
| Vulnerable dependencies (OSV) | 88 |
| CI workflows (zizmor) | n/a |
| Posture (policy, updates, signing, lockfiles) | 40 |
| OpenSSF Scorecard | n/a |
-
Known vulnerabilities: 10 in 1 packages (critical 0, high 7, medium 3, low 0)
-
Posture checks passed: security policy, lockfiles; missing: dependency updates, signed commits
Top findings
| Severity | Finding | Location |
|---|---|---|
| high | opengrep/python.lang.security.audit.dangerous-subprocess-use-audit: Detected subprocess function 'run' without a static string. If this data can be controlled by a malicious actor, it may be an instance of command injection. Audit the use of this call to ensure it is not controllable by an external resource. You may consider using 'shlex.escape()'. [confidence low] |
04_convert_zips.py:191 |
| high | osv/GHSA-qccp-gfcp-xxvc: [email protected] (PyPI) is affected by PYSEC-2026-141, GHSA-qccp-gfcp-xxvc |
requirements.txt |
| high | osv/GHSA-2xpw-w6gg-jr37: [email protected] (PyPI) is affected by PYSEC-2026-1994, GHSA-2xpw-w6gg-jr37 |
requirements.txt |
| high | osv/GHSA-38jv-5279-wg99: [email protected] (PyPI) is affected by PYSEC-2026-1996, GHSA-38jv-5279-wg99 |
requirements.txt |
| high | osv/GHSA-gm62-xv2j-4w53: [email protected] (PyPI) is affected by PYSEC-2026-1998, GHSA-gm62-xv2j-4w53 |
requirements.txt |
| high | osv/GHSA-8988-9cw3-xx77: [email protected] (PyPI) is affected by PYSEC-2026-4175, GHSA-8988-9cw3-xx77 |
requirements.txt |
| high | osv/GHSA-vxq7-64xx-v4gw: [email protected] (PyPI) is affected by PYSEC-2026-4177, GHSA-vxq7-64xx-v4gw |
requirements.txt |
| high | osv/GHSA-v845-jxx5-vc9f: [email protected] (PyPI) is affected by GHSA-v845-jxx5-vc9f |
requirements.txt |
| medium | osv/GHSA-34jh-p97f-mpxf: [email protected] (PyPI) is affected by PYSEC-2026-1995, GHSA-34jh-p97f-mpxf |
requirements.txt |
| medium | osv/GHSA-pq67-6m6q-mj2v: [email protected] (PyPI) is affected by PYSEC-2026-1999, GHSA-pq67-6m6q-mj2v |
requirements.txt |
| medium | osv/GHSA-g4mx-q9vg-27p4: [email protected] (PyPI) is affected by GHSA-g4mx-q9vg-27p4 |
requirements.txt |
| low | opengrep/python.lang.security.audit.insecure-transport.requests.request-session-with-http: Detected a request using 'http://'. This request will be unencrypted. Use 'https://' instead. [confidence medium] |
03_download_zips.py:66 |
Static signals only: the scorer never runs the project's code. Secret findings are pattern matches that were not verified, and secret values are never stored.
Repository profile
- Source lines: 1,549; test lines: 0
| Language | Lines |
|---|---|
| Python | 1,549 |