Search results

feat: surface scoped active memories in MCP initialization instructions

area/cross-cuttingArea: cross-cutting work across multiple subsystemsArea: cross-cutting work across multiple subsystems

difficulty/intermediateDifficulty: intermediateDifficulty: intermediate

enhancementNew feature or requestNew feature or request

help wantedExtra attention is neededExtra attention is needed

status/readyStatus: ready for contributor pickupStatus: ready for contributor pickup

triageNeeds initial assessmentNeeds initial assessment

type/featureMaintainer taxonomy: feature developmentMaintainer taxonomy: feature development

Status: Open.

#100 In ambicuity/KINDX;

· ambicuity opened on Apr 2, 2026

perf: overlap query expansion and embedding work to reduce time-to-first-result

area/remote-backendArea: remote backend and model integrationArea: remote backend and model integration

difficulty/intermediateDifficulty: intermediateDifficulty: intermediate

help wantedExtra attention is neededExtra attention is needed

performancePerformance bottleneck or optimizationPerformance bottleneck or optimization

status/readyStatus: ready for contributor pickupStatus: ready for contributor pickup

triageNeeds initial assessmentNeeds initial assessment

type/toolingMaintainer taxonomy: tooling and workflow improvementsMaintainer taxonomy: tooling and workflow improvements

Status: Open.

#99 In ambicuity/KINDX;

· ambicuity opened on Apr 2, 2026

perf: parallelize multi-collection structured search fan-out before fusion/rerank

area/cross-cuttingArea: cross-cutting work across multiple subsystemsArea: cross-cutting work across multiple subsystems

difficulty/advancedDifficulty: advancedDifficulty: advanced

help wantedExtra attention is neededExtra attention is needed

performancePerformance bottleneck or optimizationPerformance bottleneck or optimization

status/readyStatus: ready for contributor pickupStatus: ready for contributor pickup

triageNeeds initial assessmentNeeds initial assessment

type/toolingMaintainer taxonomy: tooling and workflow improvementsMaintainer taxonomy: tooling and workflow improvements

Status: Open.

#98 In ambicuity/KINDX;

· ambicuity opened on Apr 2, 2026

Advanced Issue: Add a centralized tool registry/factory for MCP tools with shared error formatting and context injection

area/cross-cuttingArea: cross-cutting work across multiple subsystemsArea: cross-cutting work across multiple subsystems

difficulty/advancedDifficulty: advancedDifficulty: advanced

enhancementNew feature or requestNew feature or request

help wantedExtra attention is neededExtra attention is needed

status/readyStatus: ready for contributor pickupStatus: ready for contributor pickup

triageNeeds initial assessmentNeeds initial assessment

type/featureMaintainer taxonomy: feature developmentMaintainer taxonomy: feature development

Status: Open.

#97 In ambicuity/KINDX;

· ambicuity opened on Apr 2, 2026

perf: add bounded Levenshtein early-exit in fuzzy path matching to cap worst-case lookup cost

area/indexingArea: indexing and collection managementArea: indexing and collection management

difficulty/intermediateDifficulty: intermediateDifficulty: intermediate

help wantedExtra attention is neededExtra attention is needed

performancePerformance bottleneck or optimizationPerformance bottleneck or optimization

status/readyStatus: ready for contributor pickupStatus: ready for contributor pickup

triageNeeds initial assessmentNeeds initial assessment

type/toolingMaintainer taxonomy: tooling and workflow improvementsMaintainer taxonomy: tooling and workflow improvements

Status: Open.

#96 In ambicuity/KINDX;

· ambicuity opened on Apr 2, 2026

perf: cache prepared statements for embedding inserts to remove per-row prepare overhead

area/indexingArea: indexing and collection managementArea: indexing and collection management

difficulty/intermediateDifficulty: intermediateDifficulty: intermediate

help wantedExtra attention is neededExtra attention is needed

performancePerformance bottleneck or optimizationPerformance bottleneck or optimization

status/readyStatus: ready for contributor pickupStatus: ready for contributor pickup

triageNeeds initial assessmentNeeds initial assessment

type/toolingMaintainer taxonomy: tooling and workflow improvementsMaintainer taxonomy: tooling and workflow improvements

Status: Open.

#95 In ambicuity/KINDX;

· ambicuity opened on Apr 2, 2026

bug: kindx embed can fail when the first embedded chunk exceeds model context budget

area/indexingArea: indexing and collection managementArea: indexing and collection management

bugSomething isn't workingSomething isn't working

difficulty/advancedDifficulty: advancedDifficulty: advanced

help wantedExtra attention is neededExtra attention is needed

status/readyStatus: ready for contributor pickupStatus: ready for contributor pickup

triageNeeds initial assessmentNeeds initial assessment

type/bugMaintainer taxonomy: bug fix workMaintainer taxonomy: bug fix work

Status: Open.

#94 In ambicuity/KINDX;

· ambicuity opened on Apr 2, 2026

arch: Introduce KindxSession lifecycle object for MCP session state, abort propagation, and scoped query context

architectureSignificant structural or design changeSignificant structural or design change

area/cross-cuttingArea: cross-cutting work across multiple subsystemsArea: cross-cutting work across multiple subsystems

difficulty/advancedDifficulty: advancedDifficulty: advanced

discussionOpen for discussion before implementationOpen for discussion before implementation

status/readyStatus: ready for contributor pickupStatus: ready for contributor pickup

Status: Open.

#93 In ambicuity/KINDX;

· ambicuity opened on Apr 2, 2026

epic: Agentic control-plane hardening (P0-P2)

architectureSignificant structural or design changeSignificant structural or design change

area/cross-cuttingArea: cross-cutting work across multiple subsystemsArea: cross-cutting work across multiple subsystems

difficulty/advancedDifficulty: advancedDifficulty: advanced

epicMulti-phase feature tracking issueMulti-phase feature tracking issue

status/readyStatus: ready for contributor pickupStatus: ready for contributor pickup

triageNeeds initial assessmentNeeds initial assessment

Status: Open.

#92 In ambicuity/KINDX;

· ambicuity opened on Apr 2, 2026

Good First Issue: Add regression tests for collection include / exclude default-query behavior

area/configArea: configuration and YAML catalogsArea: configuration and YAML catalogs

area/testingArea: test suite and verificationArea: test suite and verification

difficulty/good-firstDifficulty: good first issueDifficulty: good first issue

good first issueGood for newcomersGood for newcomers

stale

status/readyStatus: ready for contributor pickupStatus: ready for contributor pickup

triageNeeds initial assessmentNeeds initial assessment

type/testingMaintainer taxonomy: testing and validation workMaintainer taxonomy: testing and validation work

Status: Open.

#52 In ambicuity/KINDX;

· ambicuity opened on Mar 18, 2026

Good First Issue: Audit README environment variable table against code defaults and undocumented variables

area/configArea: configuration and YAML catalogsArea: configuration and YAML catalogs

area/docsArea: documentation and contributor guidanceArea: documentation and contributor guidance

difficulty/good-firstDifficulty: good first issueDifficulty: good first issue

documentationImprovements or additions to documentationImprovements or additions to documentation

good first issueGood for newcomersGood for newcomers

stale

status/readyStatus: ready for contributor pickupStatus: ready for contributor pickup

triageNeeds initial assessmentNeeds initial assessment

type/documentationMaintainer taxonomy: documentation workMaintainer taxonomy: documentation work

Status: Open.

#48 In ambicuity/KINDX;

· ambicuity opened on Mar 18, 2026

feat: Multi-Agent Index Isolation with Named Indexes

architectureSignificant structural or design changeSignificant structural or design change

enhancementNew feature or requestNew feature or request

Status: Open.

#28 In ambicuity/KINDX;

· ambicuity opened on Mar 9, 2026