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Make the heavy ML stack (torch/transformers/sentence-transformers) an opt-in install
enhancementNew feature or requestNew feature or requestStatus: Open.#42 In afx-team/hebb-mind;discussion: release & CI ownership — manual releases since 0.1.7 throttle iteration
github_actionsPull requests that update GitHub Actions codePull requests that update GitHub Actions codeneeds-discussionDirection/architecture decision needed before schedulingDirection/architecture decision needed before schedulingStatus: Open.#37 In afx-team/hebb-mind;fix(storage): give background tasks their own connection + process-level write lock + explicit transactions
area: reliabilityConcurrency, data integrity, robustness / 可靠Concurrency, data integrity, robustness / 可靠effort: hardSubstantial engineering: ~1-4 weeksSubstantial engineering: ~1-4 weeksStatus: Open.#36 In afx-team/hebb-mind;feat(setup): show model download size + progress and skip redundant weights via allow_patterns
area: usabilityInstall, first-run, docs UX / 好用Install, first-run, docs UX / 好用effort: simpleQuick win: ~0.5-2 days, low risk, high ROIQuick win: ~0.5-2 days, low risk, high ROIenhancementNew feature or requestNew feature or requestStatus: Open.#35 In afx-team/hebb-mind;feat(ingest): import existing agent memory corpora (OpenHands / OpenClaw / HKUDS) in one command
area: integrationAgent integrations / adapters / 易接入Agent integrations / adapters / 易接入effort: hardSubstantial engineering: ~1-4 weeksSubstantial engineering: ~1-4 weeksfeatureNew feature or capabilityNew feature or capabilityStatus: Open.#34 In afx-team/hebb-mind;discussion: multi-tenant / hosted / auth model for team-scale adoption
area: securityAuth, tenancy, network exposure, secretsAuth, tenancy, network exposure, secretsneeds-discussionDirection/architecture decision needed before schedulingDirection/architecture decision needed before schedulingStatus: Open.#33 In afx-team/hebb-mind;feat(integrations): MCP quick-connect matrix across the agent ecosystem (per-client install)
area: integrationAgent integrations / adapters / 易接入Agent integrations / adapters / 易接入effort: hardSubstantial engineering: ~1-4 weeksSubstantial engineering: ~1-4 weeksfeatureNew feature or capabilityNew feature or capabilityStatus: Open.#32 In afx-team/hebb-mind;feat(retrieval): make the strict-recall score floor configurable + recalibrate for the cross-encoder scale
area: usabilityInstall, first-run, docs UX / 好用Install, first-run, docs UX / 好用effort: simpleQuick win: ~0.5-2 days, low risk, high ROIQuick win: ~0.5-2 days, low risk, high ROIretrievalRecall / search / ranking pipelineRecall / search / ranking pipelineStatus: Open.#31 In afx-team/hebb-mind;ci: assert every hebb command in plugin.json / hooks.json / docs resolves to a real Click command
area: usabilityInstall, first-run, docs UX / 好用Install, first-run, docs UX / 好用effort: simpleQuick win: ~0.5-2 days, low risk, high ROIQuick win: ~0.5-2 days, low risk, high ROIenhancementNew feature or requestNew feature or requestStatus: Open.#30 In afx-team/hebb-mind;docs(integrations): copy-paste "connect in 10 lines" recipes for LlamaIndex / CrewAI / AutoGen / LangGraph
area: integrationAgent integrations / adapters / 易接入Agent integrations / adapters / 易接入documentationImprovements or additions to documentationImprovements or additions to documentationeffort: simpleQuick win: ~0.5-2 days, low risk, high ROIQuick win: ~0.5-2 days, low risk, high ROIgood first issueGood for newcomersGood for newcomersStatus: Open.#29 In afx-team/hebb-mind;eval: complete the PersonaMem benchmark report (commit in-tree run-N, run full 589-question dataset)
effort: hardSubstantial engineering: ~1-4 weeksSubstantial engineering: ~1-4 weeksevalBenchmarks, eval harness, and reportsBenchmarks, eval harness, and reportsStatus: Open.#28 In afx-team/hebb-mind;feat(retrieval): genuinely multi-cortical recall — link channels via content-cued spreading activation
effort: hardSubstantial engineering: ~1-4 weeksSubstantial engineering: ~1-4 weeksfeatureNew feature or capabilityNew feature or capabilityretrievalRecall / search / ranking pipelineRecall / search / ranking pipelineStatus: Open.#27 In afx-team/hebb-mind;