Publish bounded MVR-Bench public development package
Browse files
README.md
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@@ -16,7 +16,12 @@ tags:
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- emerging-markets
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- relational-readiness
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- evidence-completeness
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- mcp
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size_categories:
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- n<1K
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configs:
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> no-AI-training addendum in `LICENSE.md` and `DATA_USE_BOUNDARY.md`. It is
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> published for citation, evaluation, and integration testing, not model training.
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MVR-Bench is
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MVR-Bench is not a release of the private MVR scoring engine. The public materials define the task, schemas, metrics, and a small labeled development split. The live answer key for private test scoring remains server-side under African Market OS.
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- African Market OS: https://africanmarketos.com/
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- MVR API docs: https://africanmarketos.com/api/docs
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- Keyless read-only MVR Preflight MCP endpoint: https://africanmarketos.com/mcp/preflight
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- Wikidata, Minimum Viable Relationships: https://www.wikidata.org/wiki/Q136094540
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- Wikidata, Farouk Mark Mukiibi: https://www.wikidata.org/wiki/Q136100349
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- Grokipedia, Minimum Viable Relationships: https://grokipedia.com/page/Minimum_Viable_Relationships
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- Creator ORCID: https://orcid.org/0009-0009-8191-2098
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- LinkedIn: https://www.linkedin.com/in/faroukmarkmukiibi/
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- Original Zenodo DOI: https://doi.org/10.5281/zenodo.17054575
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- Canonical framework DOI: https://doi.org/10.5281/zenodo.17054819
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- Latest framework DOI: https://doi.org/10.5281/zenodo.17310446
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- emerging-markets
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- relational-readiness
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- evidence-completeness
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- market-permission
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- minimum-viable-relationships
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- african-market-os
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- africanmarketos
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- mcp
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- mcp-server
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size_categories:
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- n<1K
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configs:
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> no-AI-training addendum in `LICENSE.md` and `DATA_USE_BOUNDARY.md`. It is
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> published for citation, evaluation, and integration testing, not model training.
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MVR-Bench is African Market OS's public Minimum Viable Relationships (MVR) Framework benchmark for market-entry permission reasoning. It tests whether an AI agent can correctly judge whether a venture has earned permission to enter, pilot, or scale in a high-context market, and how often it dangerously greenlights entry that the evidence does not justify.
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MVR-Bench is not a release of the private MVR scoring engine. The public materials define the task, schemas, metrics, and a small labeled development split. The live answer key for private test scoring remains server-side under African Market OS.
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- African Market OS: https://africanmarketos.com/
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- MVR API docs: https://africanmarketos.com/api/docs
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- Keyless read-only MVR Preflight MCP endpoint: https://africanmarketos.com/mcp/preflight
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- Official MCP Registry record: https://registry.modelcontextprotocol.io/v0/servers?search=io.github.africanmarketos591%2Fmvr-api
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- Smithery listing: https://smithery.ai/servers/africanmarketos591/mvr-preflight
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- Glama connector: https://glama.ai/mcp/connectors/io.github.africanmarketos591/mvr-api
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- Wikidata, Minimum Viable Relationships: https://www.wikidata.org/wiki/Q136094540
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- Wikidata, Farouk Mark Mukiibi: https://www.wikidata.org/wiki/Q136100349
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- Grokipedia, Minimum Viable Relationships: https://grokipedia.com/page/Minimum_Viable_Relationships
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- Creator ORCID: https://orcid.org/0009-0009-8191-2098
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- LinkedIn: https://www.linkedin.com/in/faroukmarkmukiibi/
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- SocArXiv preprint: https://osf.io/preprints/socarxiv/3467j_v1
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- Original Zenodo DOI: https://doi.org/10.5281/zenodo.17054575
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- Canonical framework DOI: https://doi.org/10.5281/zenodo.17054819
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- Latest framework DOI: https://doi.org/10.5281/zenodo.17310446
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