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home / github.com / item 47148025
+0.23 Show HN: Context Mode – 315 KB of MCP output becomes 5.4 KB in Claude Code (github.com)
54 points by mksglu 3 hours ago | 17 comments on HN | MILDLY POSITIVE Landing Page · vv3.4 · 2026-02-25
Article Heatmap
Preamble: +0.28 — Preamble P Article 1: +0.34 — Freedom, Equality, Brotherhood 1 Article 2: +0.29 — 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: -0.31 — Privacy 12 Article 13: +0.50 — Freedom of Movement 13 Article 14: +0.36 — Asylum 14 Article 15: +0.26 — 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: +0.11 — Freedom of Thought 18 Article 19: +0.71 — Freedom of Expression 19 Article 20: +0.41 — Assembly & Association 20 Article 21: +0.22 — Political Participation 21 Article 22: +0.13 — Social Security 22 Article 23: +0.11 — Work & Equal Pay 23 Article 24: ND — Rest & Leisure Article 24: No Data — Rest & Leisure 24 Article 25: +0.08 — Standard of Living 25 Article 26: +0.43 — Education 26 Article 27: +0.65 — Cultural Participation 27 Article 28: -0.08 — Social & International Order 28 Article 29: +0.03 — Duties to Community 29 Article 30: 0.00 — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
Weighted Mean +0.23 Unweighted Mean +0.22
Max +0.71 Article 19 Min -0.31 Article 12
Signal 17 No Data 14
Confidence ND Volatility 0.38 (Medium)
Negative 1 Channels E: 0.3 S: 0.7
SETL -0.10 Structural-dominant
FW Ratio 62% 0 facts · 0 inferences
Evidence: High: 2 Medium: 12 Low: 3 No Data: 14
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.30 (3 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.20 (4 articles) Personal: 0.11 (1 articles) Expression: 0.45 (3 articles) Economic & Social: 0.11 (3 articles) Cultural: 0.54 (2 articles) Order & Duties: -0.02 (3 articles)
Domain Context Profile
Element Modifier Affects Note
Privacy -0.08
Article 12
GitHub collects extensive visitor/behavioral data via octolytics and analytics services; privacy controls exist but are not prominently featured on repository pages.
Terms of Service
Standard commercial TOS; no specific UDHR-relevant restrictions observed at domain level.
Accessibility +0.12
Article 1 Article 2
Multiple accessibility theme options (high contrast, colorblind, tritanopia modes) and keyboard navigation support evidence deliberate inclusive design.
Mission
GitHub's public mission emphasizes collaboration and open-source; not mission-driven on human rights but aligned with knowledge-sharing principles.
Editorial Code
No editorial code of conduct visible at domain level for this repository page.
Ownership
Microsoft-owned; no direct UDHR impact at structural level.
Access Model +0.15
Article 19 Article 27
Public repository on free platform; open-source model enables free access to knowledge and creative output globally.
Ad/Tracking -0.06
Article 12
Analytics tracking enabled; user data collected for behavioral analytics without explicit opt-in visibility on page.
Score Breakdown
+0.28
Preamble Preamble
Medium Framing
Editorial
+0.15
Structural
+0.25
SETL
-0.16
Combined
ND
Context Modifier
ND

Repository tagline 'Stop losing context to large outputs' frames open collaboration and information accessibility. Structural openness of repository supports dignity and equal participation principles.

+0.34
Article 1 Freedom, Equality, Brotherhood
Medium Framing
Editorial
+0.20
Structural
+0.30
SETL
-0.17
Combined
ND
Context Modifier
ND

Open-source collaboration model presupposes equal dignity and freedom. All humans can contribute to/use this tool without discrimination. Accessibility features support equal dignity.

+0.29
Article 2 Non-Discrimination
Medium Practice
Editorial
+0.10
Structural
+0.25
SETL
-0.19
Combined
ND
Context Modifier
ND

Public repository with no visible discrimination. Open-source model accessible across jurisdictions, genders, and all protected categories. Accessibility supports non-discrimination.

ND
Article 3 Life, Liberty, Security

Right to life, liberty, security of person not directly addressed in repository page content or structure.

ND
Article 4 No Slavery

Slavery/servitude not applicable to repository content or structure.

ND
Article 5 No Torture

Torture/cruel treatment not addressed in repository context.

ND
Article 6 Legal Personhood

Right to legal personhood not applicable to software repository.

ND
Article 7 Equality Before Law

Equality before law not directly addressed in repository content.

ND
Article 8 Right to Remedy

Legal remedies not applicable to open-source repository.

ND
Article 9 No Arbitrary Detention

Arbitrary arrest not applicable to software repository.

ND
Article 10 Fair Hearing

Fair trial procedures not applicable to open-source repository.

ND
Article 11 Presumption of Innocence

Criminal law protections not addressed in repository context.

-0.31
Article 12 Privacy
Medium Practice
Editorial
-0.15
Structural
-0.18
SETL
+0.07
Combined
ND
Context Modifier
ND

Privacy concerns: page collects visitor data via octolytics/analytics with limited visibility to users. Visitor payload, analytics tracking, and behavioral collection without prominent privacy controls observed.

+0.50
Article 13 Freedom of Movement
Medium Practice Coverage
Editorial
+0.35
Structural
+0.40
SETL
-0.14
Combined
ND
Context Modifier
ND

Freedom of movement enabled globally through open-source accessibility. No geographic restrictions on repository access or contribution. Users from any jurisdiction can access and participate.

+0.36
Article 14 Asylum
Medium Practice
Editorial
+0.25
Structural
+0.30
SETL
-0.12
Combined
ND
Context Modifier
ND

Asylum/refuge not directly applicable; however, open-source model provides safe harbor for knowledge exchange and collaboration across borders without political discrimination.

+0.26
Article 15 Nationality
Medium Practice
Editorial
+0.20
Structural
+0.30
SETL
-0.17
Combined
ND
Context Modifier
ND

Nationality not addressed explicitly; however, repository structure treats all users equally regardless of nationality. No nationality-based discrimination in access or contribution rights.

ND
Article 16 Marriage & Family

Marriage and family rights not applicable to software repository context.

ND
Article 17 Property

Property rights not directly addressed; copyright/IP treated via standard open-source licenses.

+0.11
Article 18 Freedom of Thought
Low Practice
Editorial
+0.05
Structural
+0.15
SETL
-0.12
Combined
ND
Context Modifier
ND

Freedom of thought/conscience/religion not directly addressed. Repository content is technical/neutral, not advocating particular ideologies. Open structure permits diverse participation.

+0.71
Article 19 Freedom of Expression
High Advocacy Practice
Editorial
+0.55
Structural
+0.60
SETL
-0.17
Combined
ND
Context Modifier
ND

Strong positive: Repository exists to share information/knowledge. Free speech enabled through public code/documentation. Contributors express ideas freely; no censorship mechanisms observed. Platform designed for information dissemination.

+0.41
Article 20 Assembly & Association
Medium Practice
Editorial
+0.30
Structural
+0.35
SETL
-0.13
Combined
ND
Context Modifier
ND

Freedom of peaceful assembly: Repository structure enables virtual assembly of contributors around shared goal. Issues, discussions, and pull requests create spaces for collective action.

+0.22
Article 21 Political Participation
Low Practice
Editorial
+0.25
Structural
+0.20
SETL
+0.11
Combined
ND
Context Modifier
ND

Political participation not directly applicable to repository; however, open governance model of open-source projects supports democratic principles in software decision-making.

+0.13
Article 22 Social Security
Low Practice
Editorial
+0.10
Structural
+0.15
SETL
-0.09
Combined
ND
Context Modifier
ND

Social security not applicable to software repository directly; however, free access to knowledge/tools provides indirect benefit to participants.

+0.11
Article 23 Work & Equal Pay
Low Practice
Editorial
+0.05
Structural
+0.15
SETL
-0.12
Combined
ND
Context Modifier
ND

Labor rights not directly addressed; however, open-source contribution is voluntary and unpaid, raising questions about labor exploitation. No explicit protections against forced labor observed.

ND
Article 24 Rest & Leisure

Rest and leisure not applicable to software repository.

+0.08
Article 25 Standard of Living
Low Practice
Editorial
+0.05
Structural
+0.10
SETL
-0.07
Combined
ND
Context Modifier
ND

Standard of living/healthcare not directly addressed; tool indirectly may improve productivity, but no explicit social welfare support visible.

+0.43
Article 26 Education
Medium Practice Coverage
Editorial
+0.30
Structural
+0.35
SETL
-0.13
Combined
ND
Context Modifier
ND

Education/knowledge development: Repository explicitly designed to expand knowledge about context management in AI. Shared publicly to disseminate learning. Accessible to anyone seeking technical education.

+0.65
Article 27 Cultural Participation
High Advocacy Practice Coverage
Editorial
+0.50
Structural
+0.55
SETL
-0.17
Combined
ND
Context Modifier
ND

Cultural/scientific life: Repository shares creative/technical knowledge with community. Contributes to collective human knowledge. Free participation in creative development. Direct expression of scientific/technical culture.

-0.08
Article 28 Social & International Order
Low Practice
Editorial
-0.05
Structural
-0.10
SETL
+0.07
Combined
ND
Context Modifier
ND

International order supporting human rights: Repository exists within US-based GitHub platform. GitHub compliance with international law not transparent on page. No explicit commitments to international human rights observed.

+0.03
Article 29 Duties to Community
Low Practice
Editorial
0.00
Structural
+0.05
SETL
-0.05
Combined
ND
Context Modifier
ND

Community responsibilities: Repository does not explicitly address duties/responsibilities; however, open-source license establishes community norms around use and attribution.

0.00
Article 30 No Destruction of Rights
Low
Editorial
0.00
Structural
0.00
SETL
ND
Combined
ND
Context Modifier
ND

Article 30 (prevention of UDHR rights restriction): Repository does not restrict or negate any UDHR rights. No repressive mechanisms observed. Structure permits full exercise of rights.

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build 359ddd7+1rs2 · 2026-02-25 03:53 UTC