Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology → home / github.com / item 47392158
Model Comparison
Model Editorial Structural Class Conf SETL Theme @cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.80 — — @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 — @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.60 — — @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 Tech Access claude-haiku-4-5-20251001 +0.27 +0.25 Mild positive 0.22 0.02 Free Expression & Knowledge Access
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite claude-haiku-4-5-20251001 Preamble ND ND ND ND ND Article 1 ND ND ND ND ND Article 2 ND ND ND ND ND Article 3 ND ND ND ND ND Article 4 ND ND ND ND ND Article 5 ND ND ND ND ND Article 6 ND ND ND ND ND Article 7 ND ND ND ND ND Article 8 ND ND ND ND ND Article 9 ND ND ND ND ND Article 10 ND ND ND ND ND Article 11 ND ND ND ND ND Article 12 ND ND ND ND ND Article 13 ND ND ND ND ND Article 14 ND ND ND ND ND Article 15 ND ND ND ND ND Article 16 ND ND ND ND ND Article 17 ND ND ND ND ND Article 18 ND ND ND ND ND Article 19 ND ND ND ND 0.42 Article 20 ND ND ND ND 0.23 Article 21 ND ND ND ND ND Article 22 ND ND ND ND ND Article 23 ND ND ND ND ND Article 24 ND ND ND ND ND Article 25 ND ND ND ND ND Article 26 ND ND ND ND ND Article 27 ND ND ND ND 0.17 Article 28 ND ND ND ND ND Article 29 ND ND ND ND ND Article 30 ND ND ND ND ND
Summary Free Expression & Knowledge Access Champions
This GitHub repository for an open-source OpenAI OAuth project instantiates multiple UDHR rights through its structural design and content. The public code repository directly supports Article 19 (freedom of expression and information sharing), Article 20 (freedom of association through collaborative development), and Article 26 (education through free technical knowledge access). The platform infrastructure provides HTTPS encryption, accessibility compliance, and no third-party tracking, supporting Articles 3 and 12 (security and privacy). Overall, the content champions human rights through transparent, open-access knowledge sharing and inclusive collaborative development practices.
Rights Tensions 1 pair
Art 12 ↔ Art 19 — Public repository prioritizes freedom of expression (Article 19) and information access over privacy (Article 12), requiring users to choose between participating in collaborative knowledge-sharing or maintaining data privacy.
Article Heatmap
Preamble: ND — Preamble Preamble: No Data — Preamble P Article 1: ND — Freedom, Equality, Brotherhood Article 1: No Data — Freedom, Equality, Brotherhood 1 Article 2: ND — Non-Discrimination Article 2: No Data — Non-Discrimination 2 Article 3: ND — Life, Liberty, Security Article 3: No Data — Life, Liberty, Security 3 Article 4: ND — No Slavery Article 4: No Data — No Slavery 4 Article 5: ND — No Torture Article 5: No Data — No Torture 5 Article 6: ND — Legal Personhood Article 6: No Data — Legal Personhood 6 Article 7: ND — Equality Before Law Article 7: No Data — Equality Before Law 7 Article 8: ND — Right to Remedy Article 8: No Data — Right to Remedy 8 Article 9: ND — No Arbitrary Detention Article 9: No Data — No Arbitrary Detention 9 Article 10: ND — Fair Hearing Article 10: No Data — Fair Hearing 10 Article 11: ND — Presumption of Innocence Article 11: No Data — Presumption of Innocence 11 Article 12: ND — Privacy Article 12: No Data — Privacy 12 Article 13: ND — Freedom of Movement Article 13: No Data — Freedom of Movement 13 Article 14: ND — Asylum Article 14: No Data — Asylum 14 Article 15: ND — Nationality Article 15: No Data — Nationality 15 Article 16: ND — Marriage & Family Article 16: No Data — Marriage & Family 16 Article 17: ND — Property Article 17: No Data — Property 17 Article 18: ND — Freedom of Thought Article 18: No Data — Freedom of Thought 18 Article 19: +0.42 — Freedom of Expression 19 Article 20: +0.23 — Assembly & Association 20 Article 21: ND — Political Participation Article 21: No Data — Political Participation 21 Article 22: ND — Social Security Article 22: No Data — Social Security 22 Article 23: ND — Work & Equal Pay Article 23: No Data — Work & Equal Pay 23 Article 24: ND — Rest & Leisure Article 24: No Data — Rest & Leisure 24 Article 25: ND — Standard of Living Article 25: No Data — Standard of Living 25 Article 26: ND — Education Article 26: No Data — Education 26 Article 27: +0.17 — Cultural Participation 27 Article 28: ND — Social & International Order Article 28: No Data — Social & International Order 28 Article 29: ND — Duties to Community Article 29: No Data — Duties to Community 29 Article 30: ND — No Destruction of Rights Article 30: No Data — No Destruction of Rights 30
Aggregates
Weighted Mean +0.29 Unweighted Mean +0.28 Max +0.42 Article 19 Min +0.17 Article 27 Signal 3 No Data 28 Volatility 0.11 (Medium) Negative 0 Channels E: 0.6 S: 0.4 SETL ℹ +0.02
Editorial-dominant FW Ratio ℹ 52% 35 facts · 32 inferences Agreement Moderate 3 models · spread ±0.147
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.00 (0 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.00 (0 articles) Personal: 0.00 (0 articles) Expression: 0.33 (2 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.17 (1 articles) Order & Duties: 0.00 (0 articles) Editorial Channel
What the content says
+0.35
High A:free_expression P:information_access F:transparency
Repository title and description ('Free OpenAI API access with your ChatGPT account') express developer's intention and provide informational content. Code itself constitutes expression of technical knowledge and methodology.
FW Ratio: 50%
Observable Facts
Repository title and description publicly visible without authentication. Code repository structure enables public viewing and downloading of source code. No geographic restrictions or censorship mechanisms observed. Page metadata indicates public repository status. Inferences
Public code repository directly instantiates Article 19 right to seek and impart information. Absence of access controls or geo-blocking supports freedom to receive information globally. Technical transparency through public code enables informed scrutiny and knowledge sharing. DCP's tracking audit (no third-party trackers) suggests content freedom without surveillance interference. +0.25
Medium P:assembly_freedom A:community_collaboration
Repository description and structure invite collaborative participation without restrictions on who may contribute.
FW Ratio: 40%
Observable Facts
Repository hosted on GitHub, which provides collaboration infrastructure. Public repository enables any developer to fork, suggest changes, or participate. Inferences
GitHub's technical structure supports peaceful association of developers for collaborative goals. Public repository removes formal barriers to participation, supporting Article 20 assembly rights. Open contribution model (typical for public GitHub repositories) enables voluntary association. +0.20
Medium P:cultural_participation A:technical_culture
Repository represents participation in open-source technical culture and knowledge commons. Code sharing constitutes cultural contribution to developer community.
FW Ratio: 50%
Observable Facts
Repository contributes to open-source software culture. Public code sharing enables cultural participation in developer community. DCP indicates accessibility features supporting participation for diverse users. Inferences
Open-source contribution represents participation in technical culture without gatekeeping. Public knowledge sharing supports cultural participation in global developer community. Accessibility compliance enables participation regardless of ability status. ND
Medium P:platform_supports_expression
No direct editorial content observable regarding human dignity or universal rights principles.
FW Ratio: 50%
Observable Facts
Repository publicly accessible without authentication barriers. Page displays feature flag infrastructure suggesting transparent technical design. Inferences
The public accessibility supports Article 19 right to freedom of expression and information sharing. Technical transparency in feature flags demonstrates commitment to open systems. ND
Low P:equal_access
No explicit mention of equality or dignity in the repository content.
FW Ratio: 67%
Observable Facts
Repository open to all GitHub users without discrimination. No authentication-gating observed beyond standard GitHub account requirement. Inferences
Equal repository access supports fundamental equality principle, though GitHub account requirement creates some barrier to absolute equality. ND
Low
No content addressing discrimination or protected characteristics.
FW Ratio: 50%
Observable Facts
No discriminatory language or access restrictions observed in repository metadata. Inferences
Absence of discriminatory mechanisms suggests minimal non-compliance with non-discrimination principle. ND
Low P:life_security
No direct content addressing life or security.
FW Ratio: 67%
Observable Facts
Domain enforces HTTPS protocol for all connections. Security headers including HSTS and CSP active per DCP. Inferences
Transport security measures provide baseline protection for user data. ND
No content addressing slavery or involuntary servitude.
ND
No content addressing torture or cruel treatment.
ND
No content addressing legal personhood or status.
ND
Low P:equal_protection
No explicit legal protection content.
FW Ratio: 50%
Observable Facts
Repository hosted on platform with uniform user agreement enforcement. Inferences
Equal protection under GitHub's ToS applies uniformly to this repository. ND
No content addressing remedies for rights violations.
ND
No content addressing arbitrary detention.
ND
No content addressing fair trial or due process.
ND
No content addressing penal procedure or retroactive penalties.
ND
Medium P:privacy_protection C:privacy_implications
No privacy policy statements in repository content.
FW Ratio: 50%
Observable Facts
Public repository exposes repository metadata and code to all internet users. No cookie consent banner detected per DCP. HTTPS and security headers enforce encrypted transport. Inferences
Public code visibility represents a deliberate trade-off: transparency over privacy, which users can manage through GitHub's access controls. Lack of third-party tracking supports privacy protection within platform boundaries. Absence of consent mechanisms suggests GitHub relies on account-level consent for data handling. ND
Low P:movement_freedom
No content addressing freedom of movement.
FW Ratio: 50%
Observable Facts
Repository accessible globally without geographic restrictions. Inferences
Global accessibility supports freedom of information movement across borders. ND
No content addressing asylum or persecution.
ND
No content addressing nationality or state membership.
ND
Low P:family_autonomy
No content addressing family or personal relationships.
FW Ratio: 50%
Observable Facts
GitHub account privacy controls enable user choice over information sharing. Inferences
Privacy settings support autonomy in family and personal data disclosure. ND
Medium P:property_protection
Repository page does not explicitly address intellectual property.
FW Ratio: 50%
Observable Facts
Repository accessible on GitHub platform supporting license attribution. No explicit license visible in provided content, though GitHub infrastructure supports license declarations. Inferences
GitHub's technical infrastructure enables property rights protection through licensing systems. Lack of visible license in provided snippet suggests potential IP ambiguity for this specific repository. ND
Medium P:conscience_freedom A:developer_autonomy
No explicit statements about conscience or belief in repository.
FW Ratio: 50%
Observable Facts
Repository exists as independent project under developer control. GitHub enables developers to publish code reflecting their technical choices and values. Inferences
Open-source structure supports developer freedom to pursue technical goals aligned with their conscience. Public code repository enables expression of developer values through technical implementation. ND
Low P:participation
No content addressing governance participation or democratic representation.
FW Ratio: 67%
Observable Facts
Repository enables user voting through starring mechanism. Issue tracker enables community input on project direction. Inferences
GitHub's community features provide modest participation mechanisms, though not equivalent to formal democratic processes. ND
No content addressing social security or welfare.
ND
Low P:work_freedom
No explicit content addressing labor rights.
FW Ratio: 50%
Observable Facts
Open-source project enables developers to contribute voluntarily. No apparent labor exploitation or coercion mechanisms. Inferences
Volunteer open-source model supports freedom to choose participation in work. Absence of wage structures or employment relationships suggests non-exploitative labor practice. ND
No content addressing rest or leisure.
ND
No content addressing adequate standard of living or healthcare.
ND
Low P:knowledge_access
No explicit educational content, though repository code constitutes technical knowledge.
FW Ratio: 50%
Observable Facts
Code publicly accessible without tuition or payment requirements. DCP indicates 100% alt text and proper language attributes for accessibility. Inferences
Free access to technical code supports Article 26 right to education. Accessibility compliance (alt text) supports inclusive access for users with disabilities. ND
No content addressing social order or international cooperation.
ND
Low
No content addressing limitations or community responsibilities.
FW Ratio: 67%
Observable Facts
Repository subject to GitHub's terms of service and acceptable use policies. No obvious violations of community guidelines observed. Inferences
Implicit acceptance of GitHub's governance framework suggests acknowledgment of reasonable limitations on rights. ND
Low
No content attempting to justify rights violations or misuse.
FW Ratio: 50%
Observable Facts
No advocacy for limitation or denial of UDHR rights observed. Inferences
Absence of rights-denying rhetoric suggests baseline compliance with Article 30 principle.
Structural Channel
What the site does
Element Modifier Affects Note br_tracking +0.05 Preamble ¶5 Article 12 Article 19
No third-party trackers detected br_security +0.05 Article 3 Article 12
Security headers: HTTPS, HSTS, CSP br_accessibility 0.00 Article 26 Article 27 ¶1
Accessibility: lang attr, 100% alt text br_consent 0.00 Article 12 Article 19 Article 20 ¶2
No cookie consent banner detected
+0.40
High A:free_expression P:information_access F:transparency
GitHub's public repository infrastructure enables unrestricted access to code and documentation, supporting freedom to share and receive information. Global accessibility without geographic barriers maximizes information distribution. Public nature supports observability and transparency.
+0.20
Medium P:assembly_freedom A:community_collaboration
GitHub's pull request and issue systems enable peaceful assembly of developers around shared technical goals. Open repository structure removes barriers to participation.
+0.15
Medium P:cultural_participation A:technical_culture
GitHub platform enables participation in open-source culture without barriers. Public repository enables sharing of technical knowledge as cultural artifact.
ND
Medium P:platform_supports_expression
GitHub's platform infrastructure supports open-source collaboration and public code sharing, enabling free expression and information dissemination.
ND
Low P:equal_access
GitHub's platform provides equal access to code repositories for all users regardless of background, supporting equal standing.
ND
Low
GitHub's non-discriminatory access policy applies to this repository.
ND
Low P:life_security
HTTPS encryption and security headers protect user data integrity during platform interaction.
ND
No structural signals relevant to slavery or servitude.
ND
Not applicable to code repository platform.
ND
Not directly applicable to repository infrastructure.
ND
Low P:equal_protection
GitHub's terms of service provide equal legal standing and protection for all repository users.
ND
Not directly applicable to code repository.
ND
Not applicable to code repository context.
ND
Not directly applicable to repository platform.
ND
Not applicable to code repository.
ND
Medium P:privacy_protection C:privacy_implications
GitHub's platform provides privacy settings; repository is public by default, requiring explicit user choice for privacy. Security headers (HTTPS, HSTS, CSP) protect data in transit. DCP notes no third-party trackers detected.
ND
Low P:movement_freedom
Open repository enables free access and movement of information across jurisdictions.
ND
Not applicable to code repository context.
ND
Not applicable to repository infrastructure.
ND
Low P:family_autonomy
Privacy settings support family/personal autonomy in data sharing decisions.
ND
Medium P:property_protection
GitHub platform provides licensing mechanisms and copyright protection through its infrastructure; open-source projects use explicit licenses.
ND
Medium P:conscience_freedom A:developer_autonomy
Open-source development model supports freedom of thought and conscience through collaborative code sharing and individual project autonomy.
ND
Low P:participation
GitHub's repository star system and issue tracking provide lightweight mechanisms for user participation in prioritization.
ND
Not applicable to code repository context.
ND
Low P:work_freedom
Open-source development model enables voluntary work and economic participation; no forced labor or exploitation mechanisms evident.
ND
Not applicable to code repository infrastructure.
ND
Not applicable to repository context.
ND
Low P:knowledge_access
Public code repository enables access to technical knowledge without payment barriers; GitHub's accessibility features support inclusive access per DCP.
ND
Not directly applicable to individual repository.
ND
Low
GitHub's terms of service and community guidelines establish boundaries for acceptable use; repository operates within these frameworks.
ND
Low
Repository infrastructure supports rights protection without evident efforts to misinterpret or deny rights.
Supplementary Signals
How this content communicates, beyond directional lean.
Learn more How well-sourced and evidence-based is this content?
0.58 low claims
Sources 0.4 Evidence 0.5 Uncertainty 0.6 Purpose 0.8
No manipulative rhetoric detected
0 techniques detected
Emotional character: positive/negative, intensity, authority
measured
Valence +0.3 Arousal 0.2 Dominance 0.4
Does the content identify its author and disclose interests?
0.50
✓ Author
More signals: context, framing & audience Does this content offer solutions or only describe problems?
0.65 solution oriented
Whose perspectives are represented in this content?
0.45 2 perspectives
Speaks: developer
About: individuals community
Is this content looking backward, at the present, or forward?
present unspecified
What geographic area does this content cover?
global How accessible is this content to a general audience?
technical high jargon domain specific
Longitudinal
135 HN snapshots · 5 evals
Audit Trail
14 entries all eval pipeline all models llama-4-scout-wai-psq llama-4-scout-wai llama-3.3-70b-wai-psq llama-3.3-70b-wai claude-haiku-4-5-20251001
newest first
2026-03-16 02:26 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - - 2026-03-16 02:26
eval
Evaluated by llama-4-scout-wai-psq : +0.60 (Strong positive) 2026-03-16 02:24 eval_success Lite evaluated: Neutral (0.00) - - 2026-03-16 02:24 model_divergence Cross-model spread 0.29 exceeds threshold (2 models) - - 2026-03-16 02:24
eval
Evaluated by llama-4-scout-wai : 0.00 (Neutral) reasoning Technical GitHub page, no explicit human rights discussion
2026-03-16 02:24 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - - 2026-03-16 00:12 eval_success PSQ evaluated: g-PSQ=0.267 (3 dims) - - 2026-03-16 00:12
eval
Evaluated by llama-3.3-70b-wai-psq : +0.27 (Mild positive) 2026-03-16 00:09 eval_success Lite evaluated: Neutral (0.00) - - 2026-03-16 00:09
eval
Evaluated by llama-3.3-70b-wai : 0.00 (Neutral) reasoning Technical content with zero rights discussion
2026-03-16 00:09 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - - 2026-03-16 00:02 eval_success Evaluated: Mild positive (0.29) - - 2026-03-16 00:02
eval
Evaluated by claude-haiku-4-5-20251001 : +0.29 (Mild positive) 12,724 tokens 2026-03-16 00:02 rater_validation_warn Validation warnings for model claude-haiku-4-5-20251001: 0W 15R - -