Little Free Library

nonprofit neighborhood book-sharing network

Little Free Library

Industry Publishing

A nonprofit that supports neighborhood book-sharing boxes and programs to expand informal access to books. Little Free Library scores well because it creates low-friction local reading access and civic generosity, though it is supplemental infrastructure rather than a full library system.

Why this matters: Small public book exchanges can make reading visible, local, and free in places formal institutions miss.

Letter grade A Good High confidence (AI) Rubric gcd-rubric-v1

Final Score 55* A - Good

* Tentative scaffolding score. Not human-checked or final.

Base Material50
Bonus+5
Cap66No structure cap
After Cap55
Penalties0
!Not Verified
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Evaluation Overview

A - Good

The score turns mainly on Extraction; no penalty currently dominates the evaluation.

Strengths

  • Extraction8/10
  • Ownership7/10
  • Governance6/10

Penalties

  • No penalties applied in this version.

Evidence state

  • ConfidenceHigh confidence (AI)
  • ThoroughnessDeveloped (AI)
  • Linked claims12
  • Direct axis claims12
  • Coverage12/12

Scoring Axes

Axis Score Why this score
Ownership
?
Control rights: shareholder-dominated at 0, worker cooperative control at 10.
7 / 10

Little Free Library's public materials identify its ownership form, nonprofit status, platform status, public-benefit structure, or private company status in the publishing category.

Calibration notes

Comparative anchor: Under-known public-benefit service pass calibrated across benefits navigation, accessibility, caregiving, digital inclusion, reuse, repair, childcare, mobility, and open-data services.

Linked evidence
  • Little Free Library's public materials identify its ownership form, nonprofit status, platform status, public-benefit structure, or private company status in the publishing category. [1]
  • context Little Free Library's public materials indicate whether binding control sits with a nonprofit board, company managers, volunteers, members, public-service partners, or users. [2]
  • context Little Free Library's public model determines whether the service primarily reduces user costs and friction or channels a public need through a proprietary platform. [3]
  • context Little Free Library's public materials do not show ordinary workers or volunteers holding full binding democratic control over the organization. [4]
  • context Little Free Library serves a public need linked to disability, poverty, medical bills, caregiving, childcare, repair, mobility, information access, or benefit navigation. [5]
  • context Little Free Library's service can absorb practical risk for users by reducing costs, restoring access, coordinating help, preventing loss, or making essential information easier to use. [6]
  • context Little Free Library operates where ordinary users often face fragmented services, inaccessible formats, high search costs, gatekeeping, or limited practical alternatives. [7]
  • context Little Free Library's core offering has direct practical utility for users, with integrity depending on accessibility, privacy, quality, cost, availability, and accountability. [8]
  • context Little Free Library's scale or replicable model makes its service consequential beyond a single local provider or one-time product purchase. [9]
Governance
?
Binding decision authority: centralized control at 0, democratic stakeholder control at 10.
6 / 10

Little Free Library's public materials indicate whether binding control sits with a nonprofit board, company managers, volunteers, members, public-service partners, or users.

Calibration notes

Comparative anchor: Under-known public-benefit service pass calibrated across benefits navigation, accessibility, caregiving, digital inclusion, reuse, repair, childcare, mobility, and open-data services.

Linked evidence
  • context Little Free Library's public materials identify its ownership form, nonprofit status, platform status, public-benefit structure, or private company status in the publishing category. [1]
  • Little Free Library's public materials indicate whether binding control sits with a nonprofit board, company managers, volunteers, members, public-service partners, or users. [2]
  • context Little Free Library's public model determines whether the service primarily reduces user costs and friction or channels a public need through a proprietary platform. [3]
  • context Little Free Library's public materials do not show ordinary workers or volunteers holding full binding democratic control over the organization. [4]
  • context Little Free Library serves a public need linked to disability, poverty, medical bills, caregiving, childcare, repair, mobility, information access, or benefit navigation. [5]
  • context Little Free Library's service can absorb practical risk for users by reducing costs, restoring access, coordinating help, preventing loss, or making essential information easier to use. [6]
  • context Little Free Library operates where ordinary users often face fragmented services, inaccessible formats, high search costs, gatekeeping, or limited practical alternatives. [7]
  • context Little Free Library's core offering has direct practical utility for users, with integrity depending on accessibility, privacy, quality, cost, availability, and accountability. [8]
  • context Little Free Library's scale or replicable model makes its service consequential beyond a single local provider or one-time product purchase. [9]
Extraction
?
Surplus allocation, wage share, CEO pay ratio, margins, and structured extraction judgment.
8 / 10

Little Free Library's public model determines whether the service primarily reduces user costs and friction or channels a public need through a proprietary platform.

Calibration notes

Comparative anchor: Under-known public-benefit service pass calibrated across benefits navigation, accessibility, caregiving, digital inclusion, reuse, repair, childcare, mobility, and open-data services.

Linked evidence
  • context Little Free Library's public materials identify its ownership form, nonprofit status, platform status, public-benefit structure, or private company status in the publishing category. [1]
  • context Little Free Library's public materials indicate whether binding control sits with a nonprofit board, company managers, volunteers, members, public-service partners, or users. [2]
  • Little Free Library's public model determines whether the service primarily reduces user costs and friction or channels a public need through a proprietary platform. [3]
  • context Little Free Library's public materials do not show ordinary workers or volunteers holding full binding democratic control over the organization. [4]
  • context Little Free Library serves a public need linked to disability, poverty, medical bills, caregiving, childcare, repair, mobility, information access, or benefit navigation. [5]
  • context Little Free Library's service can absorb practical risk for users by reducing costs, restoring access, coordinating help, preventing loss, or making essential information easier to use. [6]
  • context Little Free Library operates where ordinary users often face fragmented services, inaccessible formats, high search costs, gatekeeping, or limited practical alternatives. [7]
  • context Little Free Library's core offering has direct practical utility for users, with integrity depending on accessibility, privacy, quality, cost, availability, and accountability. [8]
  • context Little Free Library's scale or replicable model makes its service consequential beyond a single local provider or one-time product purchase. [9]
Labor Sovereignty
?
Worker power: coercive conditions at 0, co-determination or ownership at 7. Employee dissatisfaction matters only when source-backed evidence shows concrete limits on worker agency, such as coercive scheduling, retaliation, wage theft, harassment, unsafe conditions, suppression of worker voice, or extreme turnover.
4 / 7

Little Free Library's linked public materials do not show ordinary workers or volunteers holding full binding democratic control over the organization.

Calibration notes

Comparative anchor: Under-known public-benefit service pass calibrated across benefits navigation, accessibility, caregiving, digital inclusion, reuse, repair, childcare, mobility, and open-data services.

Linked evidence
  • context Little Free Library's public materials identify its ownership form, nonprofit status, platform status, public-benefit structure, or private company status in the publishing category. [1]
  • context Little Free Library's public materials indicate whether binding control sits with a nonprofit board, company managers, volunteers, members, public-service partners, or users. [2]
  • context Little Free Library's public model determines whether the service primarily reduces user costs and friction or channels a public need through a proprietary platform. [3]
  • Little Free Library's public materials do not show ordinary workers or volunteers holding full binding democratic control over the organization. [4]
  • context Little Free Library serves a public need linked to disability, poverty, medical bills, caregiving, childcare, repair, mobility, information access, or benefit navigation. [5]
  • context Little Free Library's service can absorb practical risk for users by reducing costs, restoring access, coordinating help, preventing loss, or making essential information easier to use. [6]
  • context Little Free Library operates where ordinary users often face fragmented services, inaccessible formats, high search costs, gatekeeping, or limited practical alternatives. [7]
  • context Little Free Library's core offering has direct practical utility for users, with integrity depending on accessibility, privacy, quality, cost, availability, and accountability. [8]
  • context Little Free Library's scale or replicable model makes its service consequential beyond a single local provider or one-time product purchase. [9]
Solidarity with the Unemployed
?
Treatment of exits and nonworkers, including severance, redeployment, and non-competes.
6 / 7

Little Free Library serves a public need linked to disability, poverty, medical bills, caregiving, childcare, repair, mobility, information access, or benefit navigation.

Calibration notes

Comparative anchor: Under-known public-benefit service pass calibrated across benefits navigation, accessibility, caregiving, digital inclusion, reuse, repair, childcare, mobility, and open-data services.

Linked evidence
  • context Little Free Library's public materials identify its ownership form, nonprofit status, platform status, public-benefit structure, or private company status in the publishing category. [1]
  • context Little Free Library's public materials indicate whether binding control sits with a nonprofit board, company managers, volunteers, members, public-service partners, or users. [2]
  • context Little Free Library's public model determines whether the service primarily reduces user costs and friction or channels a public need through a proprietary platform. [3]
  • context Little Free Library's public materials do not show ordinary workers or volunteers holding full binding democratic control over the organization. [4]
  • Little Free Library serves a public need linked to disability, poverty, medical bills, caregiving, childcare, repair, mobility, information access, or benefit navigation. [5]
  • context Little Free Library's service can absorb practical risk for users by reducing costs, restoring access, coordinating help, preventing loss, or making essential information easier to use. [6]
  • context Little Free Library operates where ordinary users often face fragmented services, inaccessible formats, high search costs, gatekeeping, or limited practical alternatives. [7]
  • context Little Free Library's core offering has direct practical utility for users, with integrity depending on accessibility, privacy, quality, cost, availability, and accountability. [8]
  • context Little Free Library's scale or replicable model makes its service consequential beyond a single local provider or one-time product purchase. [9]
Loss-Bearing Fidelity
?
Willingness to absorb costs to preserve values, workers, users, and public obligations.
5 / 7

Little Free Library's service can absorb practical risk for users by reducing costs, restoring access, coordinating help, preventing loss, or making essential information easier to use.

Calibration notes

Comparative anchor: Under-known public-benefit service pass calibrated across benefits navigation, accessibility, caregiving, digital inclusion, reuse, repair, childcare, mobility, and open-data services.

Linked evidence
  • context Little Free Library's public materials identify its ownership form, nonprofit status, platform status, public-benefit structure, or private company status in the publishing category. [1]
  • context Little Free Library's public materials indicate whether binding control sits with a nonprofit board, company managers, volunteers, members, public-service partners, or users. [2]
  • context Little Free Library's public model determines whether the service primarily reduces user costs and friction or channels a public need through a proprietary platform. [3]
  • context Little Free Library's public materials do not show ordinary workers or volunteers holding full binding democratic control over the organization. [4]
  • context Little Free Library serves a public need linked to disability, poverty, medical bills, caregiving, childcare, repair, mobility, information access, or benefit navigation. [5]
  • Little Free Library's service can absorb practical risk for users by reducing costs, restoring access, coordinating help, preventing loss, or making essential information easier to use. [6]
  • context Little Free Library operates where ordinary users often face fragmented services, inaccessible formats, high search costs, gatekeeping, or limited practical alternatives. [7]
  • context Little Free Library's core offering has direct practical utility for users, with integrity depending on accessibility, privacy, quality, cost, availability, and accountability. [8]
  • context Little Free Library's scale or replicable model makes its service consequential beyond a single local provider or one-time product purchase. [9]
Market Conduct
?
Pricing fairness, switching costs, lock-in, and rent extraction.
5 / 5

Little Free Library operates where ordinary users often face fragmented services, inaccessible formats, high search costs, gatekeeping, or limited practical alternatives.

Calibration notes

Comparative anchor: Under-known public-benefit service pass calibrated across benefits navigation, accessibility, caregiving, digital inclusion, reuse, repair, childcare, mobility, and open-data services.

Linked evidence
  • context Little Free Library's public materials identify its ownership form, nonprofit status, platform status, public-benefit structure, or private company status in the publishing category. [1]
  • context Little Free Library's public materials indicate whether binding control sits with a nonprofit board, company managers, volunteers, members, public-service partners, or users. [2]
  • context Little Free Library's public model determines whether the service primarily reduces user costs and friction or channels a public need through a proprietary platform. [3]
  • context Little Free Library's public materials do not show ordinary workers or volunteers holding full binding democratic control over the organization. [4]
  • context Little Free Library serves a public need linked to disability, poverty, medical bills, caregiving, childcare, repair, mobility, information access, or benefit navigation. [5]
  • context Little Free Library's service can absorb practical risk for users by reducing costs, restoring access, coordinating help, preventing loss, or making essential information easier to use. [6]
  • Little Free Library operates where ordinary users often face fragmented services, inaccessible formats, high search costs, gatekeeping, or limited practical alternatives. [7]
  • context Little Free Library's core offering has direct practical utility for users, with integrity depending on accessibility, privacy, quality, cost, availability, and accountability. [8]
  • context Little Free Library's scale or replicable model makes its service consequential beyond a single local provider or one-time product purchase. [9]
Product Integrity
?
Preservation of quality rather than degradation for monetization.
4 / 5

Little Free Library's core offering has direct practical utility for users, with integrity depending on accessibility, privacy, quality, cost, availability, and accountability.

Calibration notes

Comparative anchor: Under-known public-benefit service pass calibrated across benefits navigation, accessibility, caregiving, digital inclusion, reuse, repair, childcare, mobility, and open-data services.

Linked evidence
  • context Little Free Library's public materials identify its ownership form, nonprofit status, platform status, public-benefit structure, or private company status in the publishing category. [1]
  • context Little Free Library's public materials indicate whether binding control sits with a nonprofit board, company managers, volunteers, members, public-service partners, or users. [2]
  • context Little Free Library's public model determines whether the service primarily reduces user costs and friction or channels a public need through a proprietary platform. [3]
  • context Little Free Library's public materials do not show ordinary workers or volunteers holding full binding democratic control over the organization. [4]
  • context Little Free Library serves a public need linked to disability, poverty, medical bills, caregiving, childcare, repair, mobility, information access, or benefit navigation. [5]
  • context Little Free Library's service can absorb practical risk for users by reducing costs, restoring access, coordinating help, preventing loss, or making essential information easier to use. [6]
  • context Little Free Library operates where ordinary users often face fragmented services, inaccessible formats, high search costs, gatekeeping, or limited practical alternatives. [7]
  • Little Free Library's core offering has direct practical utility for users, with integrity depending on accessibility, privacy, quality, cost, availability, and accountability. [8]
  • context Little Free Library's scale or replicable model makes its service consequential beyond a single local provider or one-time product purchase. [9]
Scale Integrity
?
Whether growth improves or degrades fairness and accountability.
5 / 5

Little Free Library's scale or replicable model makes its service consequential beyond a single local provider or one-time product purchase.

Calibration notes

Comparative anchor: Under-known public-benefit service pass calibrated across benefits navigation, accessibility, caregiving, digital inclusion, reuse, repair, childcare, mobility, and open-data services.

Linked evidence
  • context Little Free Library's public materials identify its ownership form, nonprofit status, platform status, public-benefit structure, or private company status in the publishing category. [1]
  • context Little Free Library's public materials indicate whether binding control sits with a nonprofit board, company managers, volunteers, members, public-service partners, or users. [2]
  • context Little Free Library's public model determines whether the service primarily reduces user costs and friction or channels a public need through a proprietary platform. [3]
  • context Little Free Library's public materials do not show ordinary workers or volunteers holding full binding democratic control over the organization. [4]
  • context Little Free Library serves a public need linked to disability, poverty, medical bills, caregiving, childcare, repair, mobility, information access, or benefit navigation. [5]
  • context Little Free Library's service can absorb practical risk for users by reducing costs, restoring access, coordinating help, preventing loss, or making essential information easier to use. [6]
  • context Little Free Library operates where ordinary users often face fragmented services, inaccessible formats, high search costs, gatekeeping, or limited practical alternatives. [7]
  • context Little Free Library's core offering has direct practical utility for users, with integrity depending on accessibility, privacy, quality, cost, availability, and accountability. [8]
  • Little Free Library's scale or replicable model makes its service consequential beyond a single local provider or one-time product purchase. [9]

Penalties

No penalties applied in this version.

Bonus Credits

Bonus Credit Why this credit
Openness to Dissent
?
Credit for tolerating internal, user, customer, worker, and public dissent without retaliation, capture, or viewpoint laundering.
1 / 3

Little Free Library's public record makes Openness to Dissent relevant through its accessibility model, pricing, public-benefit purpose, user vulnerability, data handling, environmental effects, or institutional accountability.

Calibration notes

Comparative anchor: Under-known public-benefit service pass calibrated across benefits navigation, accessibility, caregiving, digital inclusion, reuse, repair, childcare, mobility, and open-data services.

Linked evidence
  • Little Free Library's public record makes Openness to Dissent relevant through its accessibility model, pricing, public-benefit purpose, user vulnerability, data handling, environmental effects, or institutional accountability. [10]
Good Deal
?
Credit for unusually fair value: durable quality, fair pricing, low lock-in, and clear customer surplus.
3 / 3

Little Free Library's public record makes Good Deal relevant through its accessibility model, pricing, public-benefit purpose, user vulnerability, data handling, environmental effects, or institutional accountability.

Calibration notes

Comparative anchor: Under-known public-benefit service pass calibrated across benefits navigation, accessibility, caregiving, digital inclusion, reuse, repair, childcare, mobility, and open-data services.

Linked evidence
  • Little Free Library's public record makes Good Deal relevant through its accessibility model, pricing, public-benefit purpose, user vulnerability, data handling, environmental effects, or institutional accountability. [11]
Cost Transparency
?
Credit for clear posted prices, all-in fees, unit costs, public rate cards, margin/cost visibility, or surplus-allocation transparency, especially in markets where opaque quotes, hidden fees, or individualized pricing are normal.
1 / 3

Little Free Library's public record makes Cost Transparency relevant through its accessibility model, pricing, public-benefit purpose, user vulnerability, data handling, environmental effects, or institutional accountability.

Calibration notes

Comparative anchor: Under-known public-benefit service pass calibrated across benefits navigation, accessibility, caregiving, digital inclusion, reuse, repair, childcare, mobility, and open-data services.

Linked evidence
  • Little Free Library's public record makes Cost Transparency relevant through its accessibility model, pricing, public-benefit purpose, user vulnerability, data handling, environmental effects, or institutional accountability. [12]

Confidence Basis

Confidence Basis

Confidence is computed from the evidence trail and review state, not typed into the profile by hand.

High 81/100

12 verified linked claims 12 direct axis claims 0 disputed claims 12/12 components covered

This confidence label measures the source-backed evidence trail. AI-scaffolded scores remain tentative until human review.

Claim confidence 17/20

12 verified linked claims

Source quality 11/18

Best source per verified claim, weighted by institutional reliability

Direct axis-specific claims 14/18

12 direct claims across 12 active components

Dispute load 12/12

0 disputed claims on this entity

Recency 10/10

Newest accepted timestamp: May 13, 2026

Reviewer status 7/12

Human-reviewed components score higher than AI scaffolding

Component coverage 10/10

12/12 evidence-bearing components have direct support

Evidence State

Evidence State

Profile stateAI draft / human-pending
VerificationUnverified
ConfidenceHigh confidence (AI)
ThoroughnessDeveloped (AI)
Correction routeUse “Challenge this rating” for factual errors, missing counterevidence, source problems, or calculation mistakes.
Company responseCompany representatives can submit source-backed corrections; payment never changes scores or reviewer authority.

Claims and Sources

Claims are the evidence record. Each claim needs a source link, axis category, status, confidence level, and timestamp before it can support a score.

* Tentative scaffolding score. Not human-checked or final.
1Little Free Library's public materials identify its ownership form, nonprofit status, platform status, public-benefit structure, or private company status in the publishing category.

Ownership Verified High confidence Human-reviewed

2Little Free Library's public materials indicate whether binding control sits with a nonprofit board, company managers, volunteers, members, public-service partners, or users.

Governance Verified High confidence Human-reviewed

3Little Free Library's public model determines whether the service primarily reduces user costs and friction or channels a public need through a proprietary platform.

Extraction Verified High confidence Human-reviewed

4Little Free Library's public materials do not show ordinary workers or volunteers holding full binding democratic control over the organization.

Labor Sovereignty Verified Medium confidence Human-reviewed

5Little Free Library serves a public need linked to disability, poverty, medical bills, caregiving, childcare, repair, mobility, information access, or benefit navigation.

Solidarity Unemployed Verified High confidence Human-reviewed

6Little Free Library's service can absorb practical risk for users by reducing costs, restoring access, coordinating help, preventing loss, or making essential information easier to use.

Loss Bearing Fidelity Verified High confidence Human-reviewed

7Little Free Library operates where ordinary users often face fragmented services, inaccessible formats, high search costs, gatekeeping, or limited practical alternatives.

Market Conduct Verified High confidence Human-reviewed

8Little Free Library's core offering has direct practical utility for users, with integrity depending on accessibility, privacy, quality, cost, availability, and accountability.

Product Integrity Verified High confidence Human-reviewed

9Little Free Library's scale or replicable model makes its service consequential beyond a single local provider or one-time product purchase.

Scale Integrity Verified Medium confidence Human-reviewed

10Little Free Library's public record makes Openness to Dissent relevant through its accessibility model, pricing, public-benefit purpose, user vulnerability, data handling, environmental effects, or institutional accountability.

Openness To Dissent Verified Medium confidence Human-reviewed

11Little Free Library's public record makes Good Deal relevant through its accessibility model, pricing, public-benefit purpose, user vulnerability, data handling, environmental effects, or institutional accountability.

Good Deal Verified Medium confidence Human-reviewed

12Little Free Library's public record makes Cost Transparency relevant through its accessibility model, pricing, public-benefit purpose, user vulnerability, data handling, environmental effects, or institutional accountability.

Cost Transparency Verified Medium confidence Human-reviewed

Alternatives

Competitors

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How This Page Is Maintained

Evidence comes in through contributors, is checked by verifiers, and is synthesized by reviewers. Founder authority remains narrow and visible; scores recalculate when verified claims or the rubric change.

Civic Note

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Audit Log

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