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driwand/super-codex

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AI provenance

49%

explicit

Confidence
80%
Coverage
100%

Estimated share of AI-generated code. Explicit attribution is a lower bound.

Code quality

72/100

adequate

Confidence
90%
Coverage
100%

Complexity, duplication, lint density, tests, CI, docs and review process.

Security

78/100

adequate

Confidence
85%
Coverage
100%

Secrets, static analysis, vulnerable dependencies, CI and supply-chain posture.

AI provenance

49% explicit

Explicit AI attribution on 49% of first-party code added; an estimated 49% including velocity signals.

How the score is built

  • Explicitly attributed share49%
  • Unattributed share in AI-pace bursts10%
  • Estimated AI-generated share49%
  • AI tool configuration files2
  • Work sessions at AI pace1
  • Releases at AI pace0
  • Coding-style index (1.0+ means possible)0.00

Attributed AI tools

ToolCommitsLines addedFirst seenLast seen
Claude Code143,6412026-08-202026-09-19
Devin31,9662026-08-202026-09-07

Lines added per month all AI-attributed share

  1. 2026-087,706 ¡ 31% AI
  2. 2026-093,736 ¡ 87% AI

Findings in AI-attributed lines vs the rest

From git blame: 2,939 lines trace to AI-attributed commits, 3,450 to others. Reported, not scored.

Findings per 1,000 linesAI-attributedOtherRatio
Code quality0.340.870.39×
Security1.024.640.22×

Evidence by analyzer

Explicit AI attributionok19 items
attributed_commit_share
42.5%
attributed_commits
17
attributed_loc
5,607
attributed_loc_share
49.0%
commits
40
effective_loc
11,442
tools_detected
2
AI tool configurationok2 items
artifacts
2
earliest_adoption
2026-08-19
tools_configured
2
workflow_agents
0
Commit velocityok1 item
excluded_import_loc
0
flagged_loc
3,279
flagged_loc_share
28.7%
flagged_units
1
max_loc_per_hour
583.54
measured_loc
11,442
median_loc_per_hour
199.19
pr_timed_units
2
pre_ai_era_burst_loc
0
pre_ai_era_bursts
0
pre_ai_era_measured_loc
0
work_units
16
Release velocityok
flagged_releases
0
max_loc_per_day
5,664
releases
12
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
6,389
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
2,939
blame_failures
0
files_blamed
14
other_lines
3,450
quality:ai_findings
1
quality:ai_per_kloc
0.34
quality:other_findings
3
quality:other_per_kloc
0.87
quality:ratio
0.39
security:ai_findings
3
security:ai_per_kloc
1.02
security:other_findings
16
security:other_per_kloc
4.64
security:ratio
0.22

Code quality

72 adequate

Code quality is adequate: test-to-source ratio 0.68, CI runs tests; 40% of function code in complex or long functions; 3% duplicated lines. Weakest area: complexity.

How the score is built

  • Complexity30
  • Duplication86
  • Lint and smells79
  • Tests and CI90
  • Documentation100
  • Type safety40
  • Review processnot measured

Evidence by analyzer

Complexity (lizard)ok10 items
complex_functions
23
function_nloc
5,262
functions
247
long_functions
6
many_param_functions
4
mean_ccn
6.81
p90_ccn
14
risky_nloc_share
40.4%
Duplication (jscpd)ok5 items
compared_lines
5,307
duplicated_lines
138
duplicated_share
2.6%
files
14
Lintok
category:best-practice
1
category:correctness
3
findings
4
scanned_lines
6,389
weighted_findings
6
Tests and CIok3 items
  • CI config: .github/workflows/ci.yml .github/workflows/ci.yml
  • CI config: .github/workflows/release.yml .github/workflows/release.yml
  • CI runs tests (unittest)
check:ci_present
yes
check:ci_runs_lint
no
check:ci_runs_tests
yes
check:has_tests
yes
check:test_ratio
yes
check:tests_cochange
yes
ci_files
2
cochange_commits
34
cochange_share
88.2%
source_lines
6,389
test_lines
4,359
test_ratio
0.68
Documentationok4 items
  • README.md README.md
  • LICENSE LICENSE
  • CONTRIBUTING.md CONTRIBUTING.md
  • CHANGELOG.md CHANGELOG.md
check:changelog
yes
check:contributing
yes
check:license
yes
check:readme
yes
readme_lines
73
Type safetyok
check:low_escape_density
yes
check:strict_config
no
escapes
0
escapes_per_kloc
0

Security

78 adequate

Security posture is adequate: 9 high-severity SAST findings. Weakest area: posture.

How the score is built

  • Secrets100
  • Static analysis (SAST)55
  • Vulnerable dependenciesnot measured
  • CI workflows100
  • Security posture40
  • OpenSSF Scorecardnot measured

Evidence by analyzer

OpenSSF Scorecardskipped

no published OpenSSF Scorecard result for this repo

Package registriesskipped

no registry dependencies declared

Secrets (gitleaks)ok
secrets_current
0
secrets_history
0
secrets_low_confidence
0
secrets_nonprod
0
Static analysis (opengrep)ok
findings
19
findings_high
9
findings_low
0
findings_medium
10
parse_errors
0
scanned_lines
6,389
weighted_findings
11
Dependencies (osv-scanner)skipped
CI workflows (zizmor)ok
findings
0
findings_high
0
findings_low
0
findings_medium
0
penalty
0
workflows
2
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
7.5%
unpinned_manifests
0
Release downloadsok
binary_assets
0
signals
0
suspicious
0

Findings

10 high13 medium

SeverityRuleLocationMessageTool
high opengrep/python.lang.best-practice.arbitrary-sleep src/super_agent/mcp_server.py:391 time.sleep() call; did you mean to leave this in? Lint
high opengrep/python.lang.security.audit.dangerous-subprocess-use-audit scripts/check_sensitive_data.py:43 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 opengrep/python.lang.security.audit.dangerous-subprocess-use-audit scripts/run_gitleaks.py:100 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 opengrep/python.lang.security.audit.dangerous-subprocess-use-audit scripts/run_gitleaks.py:51 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 opengrep/python.lang.security.audit.dangerous-subprocess-use-audit src/super_agent/adapters.py:107 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 opengrep/python.lang.security.audit.dangerous-os-exec-audit src/super_agent/adapters.py:597 Found dynamic content when spawning a process. This is dangerous if external data can reach this function call because it allows a malicious actor to execute commands. Ensure no external data reaches here. [confidence low] Static analysis (opengrep)
high opengrep/python.lang.security.audit.dangerous-subprocess-use-audit src/super_agent/adapters.py:608 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 opengrep/python.lang.security.audit.dangerous-subprocess-use-audit src/super_agent/adapters.py:93 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 opengrep/python.lang.security.audit.dangerous-subprocess-use-audit src/super_agent/mcp_server.py:288 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 opengrep/python.lang.security.audit.dangerous-subprocess-use-audit src/super_agent/mcp_server.py:579 Detected subprocess function 'Popen' 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)
medium opengrep/python.lang.correctness.common-mistakes.string-concat-in-list src/super_agent/adapters.py:375 Detected strings that are implicitly concatenated inside a list. Python will implicitly concatenate strings when not explicitly delimited. Was this supposed to be individual elements of the list? Lint
medium opengrep/python.lang.correctness.common-mistakes.string-concat-in-list src/super_agent/adapters.py:384 Detected strings that are implicitly concatenated inside a list. Python will implicitly concatenate strings when not explicitly delimited. Was this supposed to be individual elements of the list? Lint
medium opengrep/python.lang.correctness.common-mistakes.string-concat-in-list src/super_agent/adapters.py:389 Detected strings that are implicitly concatenated inside a list. Python will implicitly concatenate strings when not explicitly delimited. Was this supposed to be individual elements of the list? Lint
medium opengrep/python.lang.security.audit.dynamic-urllib-use-detected install.py:119 Detected a dynamic value being used with urllib. urllib supports 'file://' schemes, so a dynamic value controlled by a malicious actor may allow them to read arbitrary files. Audit uses of urllib calls to ensure user data cannot control... Static analysis (opengrep)
medium opengrep/python.lang.security.audit.insecure-file-permissions install.py:143 These permissions `0o755` are widely permissive and grant access to more people than may be necessary. A good default is `0o644` which gives read and write access to yourself and read access to everyone else. [confidence medium] Static analysis (opengrep)
medium opengrep/python.lang.security.audit.dynamic-urllib-use-detected install.py:44 Detected a dynamic value being used with urllib. urllib supports 'file://' schemes, so a dynamic value controlled by a malicious actor may allow them to read arbitrary files. Audit uses of urllib calls to ensure user data cannot control... Static analysis (opengrep)
medium opengrep/python.lang.security.audit.insecure-file-permissions scripts/install_gitleaks.py:100 These permissions `0o700` are widely permissive and grant access to more people than may be necessary. A good default is `0o644` which gives read and write access to yourself and read access to everyone else. [confidence medium] Static analysis (opengrep)
medium opengrep/python.lang.security.audit.insecure-file-permissions scripts/install_gitleaks.py:111 These permissions `0o700` are widely permissive and grant access to more people than may be necessary. A good default is `0o644` which gives read and write access to yourself and read access to everyone else. [confidence medium] Static analysis (opengrep)
medium opengrep/python.lang.security.audit.dynamic-urllib-use-detected scripts/install_gitleaks.py:60 Detected a dynamic value being used with urllib. urllib supports 'file://' schemes, so a dynamic value controlled by a malicious actor may allow them to read arbitrary files. Audit uses of urllib calls to ensure user data cannot control... Static analysis (opengrep)
medium opengrep/python.lang.security.audit.insecure-file-permissions src/super_agent/config.py:80 These permissions `0o700` are widely permissive and grant access to more people than may be necessary. A good default is `0o644` which gives read and write access to yourself and read access to everyone else. [confidence medium] Static analysis (opengrep)
medium opengrep/python.lang.security.audit.dynamic-urllib-use-detected src/super_agent/release.py:149 Detected a dynamic value being used with urllib. urllib supports 'file://' schemes, so a dynamic value controlled by a malicious actor may allow them to read arbitrary files. Audit uses of urllib calls to ensure user data cannot control... Static analysis (opengrep)
medium opengrep/python.lang.security.audit.insecure-file-permissions src/super_agent/release.py:173 These permissions `0o755` are widely permissive and grant access to more people than may be necessary. A good default is `0o644` which gives read and write access to yourself and read access to everyone else. [confidence medium] Static analysis (opengrep)
medium opengrep/python.lang.security.audit.dynamic-urllib-use-detected src/super_agent/release.py:66 Detected a dynamic value being used with urllib. urllib supports 'file://' schemes, so a dynamic value controlled by a malicious actor may allow them to read arbitrary files. Audit uses of urllib calls to ensure user data cannot control... 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.

AnalyzerPillarStatusVersionFindingsNote
AI tool configurationAI provenanceoksignatures-v10
Explicit AI attributionAI provenanceoksignatures-v10
Release velocityAI provenanceokprov-40
Coding styleAI provenanceok—0
Commit velocityAI provenanceokprov-40
Findings in AI-written linesAI provenanceokgit-blame0
Complexity (lizard)Code qualityoklizard 1.25.10
DocumentationCode qualityok—0
Duplication (jscpd)Code qualityokrepotrust-dup-w60
LintCode qualityokopengrep 1.33.1; rules f1d2b562b4144
Tests and CICode qualityok—0
Type safetyCode qualityok—0
CI workflows (zizmor)Securityokzizmor 1.32.00
Dependencies (osv-scanner)Securityskipped—0
Release downloadsSecurityok—0
Security postureSecurityok—0
Package registriesSecurityskipped—0no registry dependencies declared
Static analysis (opengrep)Securityokopengrep 1.33.1; rules f1d2b562b41419
OpenSSF ScorecardSecurityskipped—0no published OpenSSF Scorecard result for this repo
Secrets (gitleaks)Securityokgitleaks 8.30.10

Score history

Scores from different scoring versions aren't directly comparable.

ScoredCommitScoringAI provenanceQualitySecurity
2026-11-1435a37d655c09prov-5+qual-2+sec-249%7278
2026-11-1435a37d655c09prov-4+qual-2+sec-249%7278

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Maintainers can show these in a README. Badges update when the repository is re-scored.

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Full text report
  • Repository: https://github.com/driwand/super-codex
  • Commit: 35a37d655c09ef53e1db6353178ecd80993a1573
  • Generated: 2026-11-14T14:52:04+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) 49 explicit 80% 100%
Code quality 72 adequate 90% 100%
Security 78 adequate 85% 100%

AI provenance

Explicit AI attribution on 49% of first-party code added; an estimated 49% including velocity signals.

  • Explicitly attributed share (lower bound): 49.0%
  • Unattributed share in AI-consistent velocity bursts: 9.6%
  • Estimated AI-generated share: 49.0%
AI tool Attributed commits Lines added
Claude Code 14 3,641
Devin 3 1,966
  • AI tooling configured in repo: claude-code, generic-agent

Current source lines last changed by AI-attributed commits: 2,939 of 6,389.

Findings per 1,000 lines AI-attributed Other Ratio
Quality 0.34 0.87 0.39x
Security 1.021 4.638 0.22x
Month Lines added Attributed to AI
2026-08 7,706 31%
2026-09 3,736 87%

Evidence

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 adequate: test-to-source ratio 0.68, CI runs tests; 40% of function code in complex or long functions; 3% duplicated lines. Weakest area: complexity.

Area Score
Complexity (lizard) 30
Duplication 86
Code smells (Opengrep) 79
Tests and CI 90
Documentation 100
Type safety 40
Process (Scorecard review/maintenance) n/a
  • Functions: 247; mean complexity 6.8, 90th percentile 14; 23 complex and 6 long functions
  • Duplicated lines: 2.6% of 5,307 compared
  • Tests: 4,359 test lines for 6,389 source lines (ratio 0.68); CI test commands: unittest; 88% of recent source commits also change tests
  • Docs missing or thin: none

Most complex functions:

Security

Security posture is adequate: 9 high-severity SAST findings. Weakest area: posture.

Area Score
Secrets (gitleaks, tree + history) 100
Static analysis (Opengrep) 55
Vulnerable dependencies (OSV) n/a
CI workflows (zizmor) 100
Posture (policy, updates, signing, lockfiles) 40
OpenSSF Scorecard n/a
  • 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] scripts/check_sensitive_data.py:43
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] scripts/run_gitleaks.py:51
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] scripts/run_gitleaks.py:100
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] src/super_agent/adapters.py:93
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] src/super_agent/adapters.py:107
high opengrep/python.lang.security.audit.dangerous-os-exec-audit: Found dynamic content when spawning a process. This is dangerous if external data can reach this function call because it allows a malicious actor to execute commands. Ensure no external data reaches here. [confidence low] src/super_agent/adapters.py:597
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] src/super_agent/adapters.py:608
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] src/super_agent/mcp_server.py:288
high opengrep/python.lang.security.audit.dangerous-subprocess-use-audit: Detected subprocess function 'Popen' 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] src/super_agent/mcp_server.py:579
medium opengrep/python.lang.security.audit.dynamic-urllib-use-detected: Detected a dynamic value being used with urllib. urllib supports 'file://' schemes, so a dynamic value controlled by a malicious actor may allow them to read arbitrary files. Audit uses of urllib calls to ensure user data cannot control the URLs, or consider using the 'requests' library instead. [confidence low] install.py:44
medium opengrep/python.lang.security.audit.dynamic-urllib-use-detected: Detected a dynamic value being used with urllib. urllib supports 'file://' schemes, so a dynamic value controlled by a malicious actor may allow them to read arbitrary files. Audit uses of urllib calls to ensure user data cannot control the URLs, or consider using the 'requests' library instead. [confidence low] install.py:119
medium opengrep/python.lang.security.audit.insecure-file-permissions: These permissions 0o755 are widely permissive and grant access to more people than may be necessary. A good default is 0o644 which gives read and write access to yourself and read access to everyone else. [confidence medium] install.py:143
medium opengrep/python.lang.security.audit.dynamic-urllib-use-detected: Detected a dynamic value being used with urllib. urllib supports 'file://' schemes, so a dynamic value controlled by a malicious actor may allow them to read arbitrary files. Audit uses of urllib calls to ensure user data cannot control the URLs, or consider using the 'requests' library instead. [confidence low] scripts/install_gitleaks.py:60
medium opengrep/python.lang.security.audit.insecure-file-permissions: These permissions 0o700 are widely permissive and grant access to more people than may be necessary. A good default is 0o644 which gives read and write access to yourself and read access to everyone else. [confidence medium] scripts/install_gitleaks.py:100
medium opengrep/python.lang.security.audit.insecure-file-permissions: These permissions 0o700 are widely permissive and grant access to more people than may be necessary. A good default is 0o644 which gives read and write access to yourself and read access to everyone else. [confidence medium] scripts/install_gitleaks.py:111
medium opengrep/python.lang.security.audit.insecure-file-permissions: These permissions 0o700 are widely permissive and grant access to more people than may be necessary. A good default is 0o644 which gives read and write access to yourself and read access to everyone else. [confidence medium] src/super_agent/config.py:80
medium opengrep/python.lang.security.audit.dynamic-urllib-use-detected: Detected a dynamic value being used with urllib. urllib supports 'file://' schemes, so a dynamic value controlled by a malicious actor may allow them to read arbitrary files. Audit uses of urllib calls to ensure user data cannot control the URLs, or consider using the 'requests' library instead. [confidence low] src/super_agent/release.py:66
medium opengrep/python.lang.security.audit.dynamic-urllib-use-detected: Detected a dynamic value being used with urllib. urllib supports 'file://' schemes, so a dynamic value controlled by a malicious actor may allow them to read arbitrary files. Audit uses of urllib calls to ensure user data cannot control the URLs, or consider using the 'requests' library instead. [confidence low] src/super_agent/release.py:149
medium opengrep/python.lang.security.audit.insecure-file-permissions: These permissions 0o755 are widely permissive and grant access to more people than may be necessary. A good default is 0o644 which gives read and write access to yourself and read access to everyone else. [confidence medium] src/super_agent/release.py:173

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: 6,389; test lines: 4,359
Language Lines
Python 10,748