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spectrayan

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spector
Cognitive memory backbone for AI agents. Biologically-inspired 4-tier memory, it remembers, forgets, consolidates, and forms associations...

Java · 19 stars

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feat(mcp): add memory_associate MCP tool Open

type:feature

Difficulty 4/5 3-5 days Newbie friendliness 55/100

spectrayan/spector#969 · Opened Sep 22, 2026
feat(mcp): add memory_rehearse MCP tool Open

type:feature

Difficulty 4/5 3-5 days Newbie friendliness 48/100

spectrayan/spector#968 · Opened Sep 22, 2026
feat(mcp): add memory_dream MCP tool Open

type:feature

Difficulty 4/5 3-5 days Newbie friendliness 62/100

spectrayan/spector#967 · Opened Sep 22, 2026
feat(mcp): add memory_reflect MCP tool Open

type:feature

Difficulty 3/5 1-2 days Newbie friendliness 74/100

spectrayan/spector#966 · Opened Sep 22, 2026
[Security Alert] Fix java/relative-path-command (1 occurrence) Open

bug security-alert

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

spectrayan/spector#962 · Opened Sep 21, 2026
[Security Alert] Fix CVE-2026-86071 (1 occurrence) Open

bug security-alert

Difficulty 2/5 1-3 hours Newbie friendliness 72/100

spectrayan/spector#961 · Opened Sep 21, 2026
feat(metrics): add Micrometer gauge for quarantined hypergraph vertices Open

enhancement priority:p2

Difficulty 4/5 3-5 days Newbie friendliness 55/100

spectrayan/spector#947 · Opened Sep 18, 2026
feat(metrics): HNSW vector index Micrometer MeterBinder and Prometheus export (Tier 2) Open

area:index enhancement performance priority:p1

Difficulty 4/5 3-5 days Newbie friendliness 52/100

spectrayan/spector#923 · Opened Sep 15, 2026
[Security Alert] Fix java/sql-injection (1 occurrence) Open

bug security-alert

Difficulty 3/5 1-2 days Newbie friendliness 70/100

spectrayan/spector#919 · Opened Sep 14, 2026
[INFRA][PERF] Community Test: High-Concurrency Ingestion & Routing Load Test (k6 / Locust / wrk) Open

area:perf audience:devops help wanted infra:docker priority:p1

Difficulty 4/5 3-5 days Newbie friendliness 48/100

spectrayan/spector#875 · Opened Sep 12, 2026
[INFRA][SECURITY] Community Test: Zero-Trust NetworkPolicy Enforcement on Calico / Cilium Clusters Open

area:deployment area:security audience:devops help wanted infra:k8s

Difficulty 4/5 3-5 days Newbie friendliness 55/100

spectrayan/spector#874 · Opened Sep 12, 2026
[INFRA][DR] Community Test: Cold Backup & Disaster Recovery Verification with MinIO / S3 Open

area:storage audience:devops help wanted infra:dr priority:p1

Difficulty 4/5 3-5 days Newbie friendliness 68/100

spectrayan/spector#873 · Opened Sep 12, 2026
[INFRA][CHAOS] Community Test: Owner Node Kill & Coordinator Lease Re-Election Under Live Traffic Open

area:deployment audience:devops help wanted infra:chaos priority:p1

Difficulty 4/5 3-5 days Newbie friendliness 52/100

spectrayan/spector#871 · Opened Sep 12, 2026
[INFRA][DOCKER] Community Test: Multi-Node Docker Compose Cell Topology & Volume Persistence Open

area:deployment audience:devops good first issue help wanted infra:docker

spectrayan/spector#870 · 7 comments · 1 assignee · Opened Sep 12, 2026
[INFRA][K8S] Community Test: Validate Helm Chart on Minikube & Kind across Linux, macOS, and Windows WSL2 Open

area:deployment audience:devops help wanted infra:k8s

Difficulty 4/5 3-5 days Newbie friendliness 58/100

spectrayan/spector#869 · Opened Sep 12, 2026
[DOCS][NARRATOR] Architecture Diagram: Zero-GC Panama Off-Heap Memory Lifecycle & WAL Open

area:storage audience:narrator doc:multimedia documentation effort:small good first issue help wanted

Difficulty 2/5 1-3 hours Newbie friendliness 82/100

spectrayan/spector#855 · Opened Sep 12, 2026
[DOCS][NARRATOR] Video Storyboard & Script: 5-Minute Tour of Spector Cortex UI Open

area:cortex audience:narrator doc:multimedia documentation effort:medium help wanted

Difficulty 1/5 1-3 hours Newbie friendliness 88/100

spectrayan/spector#854 · Opened Sep 12, 2026
[DOCS][NARRATOR] Visual Blueprint: 6-Phase Scoring Pipeline Mermaid flowcharts Open

area:memory audience:narrator doc:multimedia documentation effort:small good first issue help wanted

Difficulty 2/5 1-3 hours Newbie friendliness 76/100

spectrayan/spector#853 · Opened Sep 12, 2026
[DOCS][WRITER] Document OpenClaw & Odysseus agent plugins in MkDocs Open

audience:content-writer doc:mkdocs documentation effort:small help wanted type:plugin

Difficulty 3/5 1-2 days Newbie friendliness 78/100

spectrayan/spector#851 · Opened Sep 12, 2026
[DOCS][WRITER] Competitive Guide: Spector Cognitive Memory vs Traditional Vector Databases Open

audience:content-writer doc:mkdocs documentation effort:medium help wanted

Difficulty 3/5 3-5 days Newbie friendliness 72/100

spectrayan/spector#850 · Opened Sep 12, 2026
[DOCS][WRITER] Deep-Dive Guide: Cognitive Memory Architecture (4-Tier Memory & Hippocampal Consolidation) Open

area:memory audience:content-writer doc:mkdocs documentation effort:medium help wanted

Difficulty 3/5 1-2 days Newbie friendliness 72/100

spectrayan/spector#849 · Opened Sep 12, 2026
[DOCS][JUNIOR-DEV] Build comprehensive CLI cookbook for spector and spector-inspect Open

area:cli audience:junior-dev doc:mkdocs documentation effort:small good first issue help wanted

Difficulty 3/5 1-2 days Newbie friendliness 72/100

spectrayan/spector#848 · Opened Sep 12, 2026
[DOCS][JUNIOR-DEV] Spring AI VectorStore & cognitive memory integration cookbook Open

area:synapse audience:junior-dev doc:tutorial documentation effort:medium good first issue help wanted

spectrayan/spector#847 · 3 comments · 1 assignee · Opened Sep 12, 2026
[DOCS][JUNIOR-DEV] Write TypeScript SDK end-to-end quickstart guide and recipe Open

audience:junior-dev doc:sdk doc:tutorial documentation effort:small good first issue help wanted

Difficulty 3/5 1-2 days Newbie friendliness 72/100

spectrayan/spector#846 · Opened Sep 12, 2026
[DOCS][JUNIOR-DEV] Create spector-cluster README and MkDocs architecture guide Open

audience:junior-dev doc:mkdocs documentation effort:medium help wanted

Difficulty 3/5 1-2 days Newbie friendliness 72/100

spectrayan/spector#845 · Opened Sep 12, 2026
[DOCS][STUDENT] Add LaTeX formula docstrings and academic citations to cognitive math kernels Open

area:memory audience:student doc:javadoc documentation effort:medium good first issue help wanted

Difficulty 3/5 1-2 days Newbie friendliness 72/100

spectrayan/spector#844 · Opened Sep 12, 2026
[DOCS][STUDENT] Document property records, defaults, and ranges in spector-config Open

audience:student doc:javadoc documentation effort:small good first issue help wanted

Difficulty 4/5 3-5 days Newbie friendliness 68/100

spectrayan/spector#842 · Opened Sep 12, 2026
[Infra/Operator] Spector Kubernetes Operator (SpectorCluster CRD) for Lifecycle and Migration Automation Open

priority:p2 type:feature

Difficulty 5/5 Over a week Newbie friendliness 25/100

spectrayan/spector#818 · Opened Sep 11, 2026
[Infra/Observability] Prometheus ServiceMonitor, Alerting Rules, and Panama FFM / SIMD Grafana Dashboard Open

area:perf priority:p2 type:feature

Difficulty 4/5 3-5 days Newbie friendliness 52/100

spectrayan/spector#816 · Opened Sep 11, 2026
[Infra/HA] Multi-Zone High Availability with Topology Spread Constraints and PodDisruptionBudget Open

priority:p2 type:feature

Difficulty 4/5 3-5 days Newbie friendliness 45/100

spectrayan/spector#815 · Opened Sep 11, 2026
[Infra/Security] Cloud IAM Workload Identity Integration for AWS Bedrock, GCP Vertex AI, and Azure OpenAI Open

priority:p1 type:feature

Difficulty 5/5 Over a week Newbie friendliness 35/100

spectrayan/spector#814 · Opened Sep 11, 2026
[Infra/Helm] Automated Disaster Recovery with CSI VolumeSnapshot CronJob and Checkpoint Hook Open

area:storage priority:p1 type:feature

Difficulty 4/5 3-5 days Newbie friendliness 45/100

spectrayan/spector#813 · Opened Sep 11, 2026
[Memory Architecture] Value-Based Class Audit, Compact Object Headers, and AOT Caching with ZGC (JEP 516 / 519 / 534) Open

area:memory jdk-upgrade priority:p1 type:feature

Difficulty 5/5 Over a week Newbie friendliness 30/100

spectrayan/spector#808 · Opened Sep 10, 2026
[Core/SIMD] Modernize Multi-Precision Quantization with Primitive Pattern Matching (JEP 532) Open

area:perf jdk-upgrade priority:p2 type:feature

Difficulty 5/5 Over a week Newbie friendliness 35/100

spectrayan/spector#807 · Opened Sep 10, 2026
[Concurrency] Modernize ConcurrentTasks and ParallelHnswBuilder with JDK 27 Structured Concurrency (JEP 533) Open

area:index jdk-upgrade priority:p1 type:feature

Difficulty 4/5 3-5 days Newbie friendliness 45/100

spectrayan/spector#806 · Opened Sep 10, 2026
[Performance] Migrate Dynamic Singletons and Kernels to LazyConstant (JEP 531) Open

area:perf jdk-upgrade priority:p1 type:perf

Difficulty 5/5 Over a week Newbie friendliness 35/100

spectrayan/spector#805 · Opened Sep 10, 2026
[SDK & Providers] Add HTTP/3 QUIC Protocol Support to SpectorClient and Providers (JEP 517) Open

area:embed jdk-upgrade priority:p1 type:feature

Difficulty 4/5 3-5 days Newbie friendliness 52/100

spectrayan/spector#804 · Opened Sep 10, 2026
[Toolchain] Upgrade Pom, CI/CD Workflows, and Dockerfiles to JDK 27 Open

jdk-upgrade priority:p1 type:feature

Difficulty 4/5 3-5 days Newbie friendliness 55/100

spectrayan/spector#803 · Opened Sep 10, 2026
[Epic] Upgrade Spector to JDK 27 & Harness Next-Generation JVM Capabilities Open

jdk-upgrade priority:p1 type:feature

Difficulty 5/5 Over a week Newbie friendliness 25/100

spectrayan/spector#802 · 3 comments · Opened Sep 10, 2026
[Kernel R&D] Virtual Address Reservation for Runtime Bundle Regions (R2.10) Open

Difficulty 5/5 Over a week Newbie friendliness 30/100

spectrayan/spector#794 · Opened Sep 10, 2026
feat(sdk-go): Idiomatic cloud-native Go SDK for Spector Memory with multi-transport engine Open

enhancement priority:p2 type:feature

Difficulty 5/5 Over a week Newbie friendliness 30/100

spectrayan/spector#739 · 1 comment · Opened Sep 4, 2026
feat(ingestion): Continuous Multimodal Capture Pipeline (CMCP) (Phase 2) Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

spectrayan/spector#629 · Opened Aug 24, 2026
perf: Grafana k6 API Performance & Multi-User Load Testing Suite for Synapse Memory APIs Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

spectrayan/spector#572 · 1 comment · Opened Aug 19, 2026
sec(memory): add symlink defense to StorageLayout path resolution Open

area:memory hardening security

Difficulty 4/5 3-5 days Newbie friendliness 48/100

spectrayan/spector#352 · Opened Jul 24, 2026
perf(memory): investigate MemoryIndex on-heap metadata optimization opportunities Open

area:memory enhancement performance

Difficulty 5/5 Over a week Newbie friendliness 35/100

spectrayan/spector#351 · 1 comment · Opened Jul 24, 2026
[OSS Testing] End-to-End Integration Testing for OpenAI LLM Provider Open

help wanted openai testing

Difficulty 4/5 3-5 days Newbie friendliness 48/100

spectrayan/spector#308 · 1 comment · Opened Jul 17, 2026
[OSS Testing] End-to-End Integration Testing for Ollama LLM Provider Open

help wanted ollama testing

Difficulty 4/5 3-5 days Newbie friendliness 52/100

spectrayan/spector#307 · 1 comment · Opened Jul 17, 2026
test: Community Testing — Amazon Bedrock Provider E2E Validation Open

area:providers help wanted testing

Difficulty 4/5 3-5 days Newbie friendliness 48/100

spectrayan/spector#305 · 1 comment · Opened Jul 17, 2026
test: Community Testing — Ollama Provider Backward Compatibility Validation Open

area:providers help wanted testing

Difficulty 4/5 3-5 days Newbie friendliness 42/100

spectrayan/spector#306 · 1 comment · Opened Jul 17, 2026
test: Community Testing — Azure OpenAI Provider E2E Validation Open

area:providers help wanted testing

Difficulty 4/5 3-5 days Newbie friendliness 45/100

spectrayan/spector#304 · 1 comment · Opened Jul 17, 2026

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