Leaderboard github.com
alecjacobson/tdsb-map
AI provenance
22%
explicit
- Confidence
- 71%
- Coverage
- 100%
Estimated share of AI-generated code. Explicit attribution is a lower bound.
Code quality
46/100
poor
- Confidence
- 90%
- Coverage
- 100%
Complexity, duplication, lint density, tests, CI, docs and review process.
Security
73/100
adequate
- Confidence
- 85%
- Coverage
- 100%
Secrets, static analysis, vulnerable dependencies, CI and supply-chain posture.
AI provenance
22% explicit
Explicit AI attribution on 22% of first-party code added; an estimated 22% including velocity signals.
How the score is built
- Explicitly attributed share22%
- Unattributed share in AI-pace bursts0%
- Estimated AI-generated share22%
- 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 | 2 | 95 | 2026-03-10 | 2026-03-10 |
Lines added per month all AI-attributed share
- 2026-03425 · 22% AI
Findings in AI-attributed lines vs the rest
From git blame: 95 lines trace to AI-attributed commits, 314 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 | 31.58 | 3.19 | — |
| Security | 0.00 | 3.19 | — |
Evidence by analyzer
Explicit AI attributionok3 items
- Claude Code: 2 attributed commits, 95 lines added
- Claude Code: trailer 'Co-Authored-By: Claude'
- Claude Code: trailer 'Co-Authored-By: Claude'
- attributed_commit_share
- 40.0%
- attributed_commits
- 2
- attributed_loc
- 95
- attributed_loc_share
- 22.4%
- commits
- 5
- effective_loc
- 425
- tools_detected
- 1
AI tool configurationok1 item
- artifacts
- 1
- earliest_adoption
- 2026-03-09
- 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
- 82.50
- measured_loc
- 425
- median_loc_per_hour
- 82.50
- pr_timed_units
- 0
- pre_ai_era_burst_loc
- 0
- pre_ai_era_bursts
- 0
- pre_ai_era_measured_loc
- 0
- work_units
- 2
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
- 409
- 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
- 95
- blame_failures
- 0
- files_blamed
- 1
- other_lines
- 314
- quality:ai_findings
- 3
- quality:ai_per_kloc
- 31.58
- quality:other_findings
- 1
- quality:other_per_kloc
- 3.19
- security:ai_findings
- 0
- security:ai_per_kloc
- 0
- security:other_findings
- 1
- security:other_per_kloc
- 3.19
Code quality
46 poor
Code quality is poor: test-to-source ratio 0.00, no CI test run detected; 11% of function code in complex or long functions; 0% duplicated lines. Weakest area: testing.
How the score is built
- Complexity72
- Duplication100
- Lint and smells37
- Tests and CI0
- Documentation40
- Type safety40
- Review processnot measured
Evidence by analyzer
Complexity (lizard)ok1 item
- complex_functions
- 1
- function_nloc
- 295
- functions
- 13
- long_functions
- 0
- many_param_functions
- 0
- mean_ccn
- 6.69
- p90_ccn
- 12
- risky_nloc_share
- 10.8%
Duplication (jscpd)ok
- compared_lines
- 316
- duplicated_lines
- 0
- duplicated_share
- 0.0%
- files
- 1
Lintok
- category:maintainability
- 4
- findings
- 4
- scanned_lines
- 409
- weighted_findings
- 4
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
- 2
- cochange_share
- 0.0%
- source_lines
- 409
- test_lines
- 0
- test_ratio
- 0
Documentationok1 item
- README.md
README.md
- check:changelog
- no
- check:contributing
- no
- check:license
- no
- check:readme
- yes
- readme_lines
- 30
Type safetyok
- check:low_escape_density
- yes
- check:strict_config
- no
- escapes
- 0
- escapes_per_kloc
- 0
Security
73 adequate
Security posture is adequate: 1 high-severity SAST findings. Weakest area: posture.
How the score is built
- Secrets100
- Static analysis (SAST)77
- Vulnerable dependenciesnot measured
- CI workflowsnot measured
- Security posture0
- OpenSSF Scorecardnot measured
Evidence by analyzer
OpenSSF Scorecardskipped
no published OpenSSF Scorecard result for this repo
Package registriesok
- checked
- 2
- declared
- 2
- 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
- 1
- findings_high
- 1
- findings_low
- 0
- findings_medium
- 0
- parse_errors
- 0
- scanned_lines
- 409
- weighted_findings
- 0.75
Dependencies (osv-scanner)skipped
CI workflows (zizmor)skipped
Security postureok
- check:dependency_updates
- no
- check:lockfiles
- yes
- check:security_policy
- no
- check:signed_commits
- no
- signed_commit_share
- 20.0%
- unpinned_manifests
- 0
Release downloadsok
- binary_assets
- 0
- signals
- 0
- suspicious
- 0
Findings
1 high4 medium
| Severity | Rule | Location | Message | Tool |
|---|---|---|---|---|
| high | opengrep/python.lang.security.use-defused-xml |
scrape.py:12 | The Python documentation recommends using `defusedxml` instead of `xml` because the native Python `xml` library is vulnerable to XML External Entity (XXE) attacks. These attacks can leak confidential data and "XML bombs" can cause... | Static analysis (opengrep) |
| medium | opengrep/python.lang.maintainability.is-function-without-parentheses |
scrape.py:132 | Is "is_valid" a function or an attribute? If it is a function, you may have meant sp.is_valid() because sp.is_valid is always true. | Lint |
| medium | opengrep/python.lang.maintainability.is-function-without-parentheses |
scrape.py:132 | Is "is_empty" a function or an attribute? If it is a function, you may have meant sp.is_empty() because sp.is_empty is always true. | Lint |
| medium | opengrep/python.lang.maintainability.is-function-without-parentheses |
scrape.py:177 | Is "is_valid" a function or an attribute? If it is a function, you may have meant result.is_valid() because result.is_valid is always true. | Lint |
| medium | opengrep/python.lang.maintainability.is-function-without-parentheses |
scrape.py:208 | Is "is_empty" a function or an attribute? If it is a function, you may have meant shared.is_empty() because shared.is_empty is always true. | Lint |
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 | 4 | |
| Tests and CI | Code quality | ok | — | 0 | |
| Type safety | Code quality | ok | — | 0 | |
| CI workflows (zizmor) | Security | skipped | — | 0 | |
| Dependencies (osv-scanner) | Security | skipped | — | 0 | |
| 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 | 1 | |
| 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 | ed8e36910a0f | prov-5+qual-2+sec-2 | 22% | 46 | 73 |
| 2026-11-14 | ed8e36910a0f | prov-4+qual-2+sec-2 | 22% | 46 | 73 |
Full text report
- Repository: https://github.com/alecjacobson/tdsb-map
- Commit:
ed8e36910a0f9a8385404a00484b306a07f442f6 - Generated: 2026-11-14T14:52:02+00:00
- Scorer 0.1.0, scoring prov-5+qual-2+sec-2, report schema v2
Scores
| Pillar | Score | Signal | Confidence | Coverage |
|---|---|---|---|---|
| AI provenance (estimated AI-generated share) | 22 | explicit | 71% | 100% |
| Code quality | 46 | poor | 90% | 100% |
| Security | 73 | adequate | 85% | 100% |
AI provenance
Explicit AI attribution on 22% of first-party code added; an estimated 22% including velocity signals.
- Explicitly attributed share (lower bound): 22.4%
- Unattributed share in AI-consistent velocity bursts: 0.0%
- Estimated AI-generated share: 22.4%
| AI tool | Attributed commits | Lines added |
|---|---|---|
| Claude Code | 2 | 95 |
- AI tooling configured in repo: claude-code
Current source lines last changed by AI-attributed commits: 95 of 409.
Too few lines in one group to compare finding densities.
| Month | Lines added | Attributed to AI |
|---|---|---|
| 2026-03 | 425 | 22% |
Evidence
- Claude Code: trailer 'Co-Authored-By: Claude' (ed8e36910a0f)
- Claude Code: trailer 'Co-Authored-By: Claude' (d555a3ef6d49)
- CLAUDE.md (claude-code configuration) (CLAUDE.md)
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; 11% of function code in complex or long functions; 0% duplicated lines. Weakest area: testing.
| Area | Score |
|---|---|
| Complexity (lizard) | 72 |
| Duplication | 100 |
| Code smells (Opengrep) | 37 |
| Tests and CI | 0 |
| Documentation | 40 |
| Type safety | 40 |
| Process (Scorecard review/maintenance) | n/a |
- Functions: 13; mean complexity 6.7, 90th percentile 12; 1 complex and 0 long functions
- Duplicated lines: 0.0% of 316 compared
- Tests: 0 test lines for 409 source lines (ratio 0.00); CI test commands: none detected; 0% of recent source commits also change tests
- Docs missing or thin: license, contributing, changelog
Most complex functions:
Security
Security posture is adequate: 1 high-severity SAST findings. Weakest area: posture.
| Area | Score |
|---|---|
| Secrets (gitleaks, tree + history) | 100 |
| Static analysis (Opengrep) | 77 |
| Vulnerable dependencies (OSV) | n/a |
| CI workflows (zizmor) | n/a |
| Posture (policy, updates, signing, lockfiles) | 0 |
| OpenSSF Scorecard | n/a |
- Posture checks passed: lockfiles; missing: security policy, dependency updates, signed commits
Top findings
| Severity | Finding | Location |
|---|---|---|
| high | opengrep/python.lang.security.use-defused-xml: The Python documentation recommends using defusedxml instead of xml because the native Python xml library is vulnerable to XML External Entity (XXE) attacks. These attacks can leak confidential data and "XML bombs" can cause denial of service. [confidence low] |
scrape.py:12 |
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: 409; test lines: 0
| Language | Lines |
|---|---|
| Python | 409 |