spectrayan

spectrayan/spector

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

9 stars 1 forks 9 watchers Java Apache License 2.0

ai-agents ai-memory cognitive-memory congnitive-memory gpu-acceleration hnsw-index java-vector-api mcp panama-ffi product-quantization quantization rag semantic-search semantic-search-ai simd-parallelism simd-programming turbo-quant vector-search zero-gc

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52 Open Issues Need Help Last updated: Jul 4, 2026

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[INFRA][DOCKER] Community Test: Multi-Node Docker Compose Cell Topology & Volume Persistence 3 days ago

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

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[DOCS][JUNIOR-DEV] Spring AI VectorStore & cognitive memory integration cookbook 5 days ago

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

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

test: Community Testing — OpenAI Provider E2E Validation 5 days ago

help wanted area:providers testing

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

test: Community Testing — Anthropic Claude Provider E2E Validation 6 days ago

help wanted area:providers testing

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

test: Community Testing — Google Gemini Provider E2E Validation 6 days ago

help wanted area:providers testing

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

test: Community Testing — Mistral AI Provider E2E Validation 6 days ago

help wanted area:providers testing

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

test: Community Testing — Azure OpenAI Provider E2E Validation 6 days ago

help wanted area:providers testing

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

test: Community Testing — Amazon Bedrock Provider E2E Validation 6 days ago

help wanted area:providers testing

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

test: Community Testing — Ollama Provider Backward Compatibility Validation 6 days ago

help wanted area:providers testing

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[OSS Testing] End-to-End Integration Testing for Ollama LLM Provider 6 days ago

help wanted testing ollama

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[OSS Testing] End-to-End Integration Testing for OpenAI LLM Provider 6 days ago

help wanted testing openai

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[Research] Product manifold scoring for CognitiveScorer 6 days ago

enhancement help wanted area:memory

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[INFRA][K8S] Community Test: Validate Helm Chart on Minikube & Kind across Linux, macOS, and Windows WSL2 6 days ago

help wanted area:deployment audience:devops infra:k8s

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[DOCS][STUDENT] Add package-info.java documentation to spector-kernel packages 7 days ago

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

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

📊 Add HNSW index metrics logging on startup 8 days ago

enhancement good first issue area:index priority:p1 type:perf

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[INFRA][OBSERVABILITY] Community Test: Prometheus Metrics Scraping & Grafana Dashboard Verification 9 days ago

good first issue help wanted area:observability audience:devops infra:observability

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[DOCS][WRITER] Build the Spector Cognitive Neuroscience in AI glossary 10 days ago

documentation good first issue help wanted audience:content-writer doc:mkdocs effort:small

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[DOCS][STUDENT] Add package-info.java and provider client docs to spector-providers 10 days ago

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

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[INFRA][PERF] Community Test: High-Concurrency Ingestion & Routing Load Test (k6 / Locust / wrk) 11 days ago

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

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[INFRA][SECURITY] Community Test: Zero-Trust NetworkPolicy Enforcement on Calico / Cilium Clusters 11 days ago

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

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[INFRA][DR] Community Test: Cold Backup & Disaster Recovery Verification with MinIO / S3 11 days ago

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

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[INFRA][CHAOS] Community Test: Owner Node Kill & Coordinator Lease Re-Election Under Live Traffic 11 days ago

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

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[DOCS][NARRATOR] Architecture Diagram: Zero-GC Panama Off-Heap Memory Lifecycle & WAL 11 days ago

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

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[DOCS][NARRATOR] Video Storyboard & Script: 5-Minute Tour of Spector Cortex UI 11 days ago

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

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[DOCS][NARRATOR] Visual Blueprint: 6-Phase Scoring Pipeline Mermaid flowcharts 11 days ago

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

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[DOCS][WRITER] Document OpenClaw & Odysseus agent plugins in MkDocs 11 days ago

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

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[DOCS][WRITER] Competitive Guide: Spector Cognitive Memory vs Traditional Vector Databases 11 days ago

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

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[DOCS][WRITER] Deep-Dive Guide: Cognitive Memory Architecture (4-Tier Memory & Hippocampal Consolidation) 11 days ago

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

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[DOCS][JUNIOR-DEV] Build comprehensive CLI cookbook for spector and spector-inspect 11 days ago

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

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[DOCS][JUNIOR-DEV] Write TypeScript SDK end-to-end quickstart guide and recipe 11 days ago

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

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[DOCS][JUNIOR-DEV] Create spector-cluster README and MkDocs architecture guide 11 days ago

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

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[DOCS][STUDENT] Add LaTeX formula docstrings and academic citations to cognitive math kernels 11 days ago

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

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

[DOCS][STUDENT] Document property records, defaults, and ranges in spector-config 11 days ago

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

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

feat(sdk-python): Complete architectural redesign of Spector Python SDK with multi-transport engine and SOLID patterns 17 days ago

enhancement good first issue help wanted area:cli priority:p1 help-wanted

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

feat(hdc): Experimental Hyperdimensional Computing module — first SIMD-native HDC library for Java about 2 months ago

help wanted type:feature priority:p3 experimental area:hdc

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

🌱 Spring Boot auto-configuration starter about 2 months ago

enhancement help wanted priority:p1 type:feature

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

📚 Add Javadoc to spector-commons public API 2 months ago

documentation good first issue area:docs priority:p1 type:docs

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

🧠 VectorSearchTool: Semantic search against Spector memory index 2 months ago

enhancement good first issue area:agents

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

Streamline contributor setup and improve onboarding documentation 2 months ago

documentation good first issue

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

📄 PDFReaderTool: Extract text and tables from PDFs 3 months ago

enhancement good first issue area:agents

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

🗄️ SQLQueryTool: Text-to-SQL agent tool 3 months ago

enhancement good first issue area:agents

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

📰 RSS/Atom feed connector: Continuous news ingestion 3 months ago

enhancement good first issue area:connectors

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

🔔 NotificationTool: Send alerts via email, Slack, and webhooks 3 months ago

enhancement good first issue area:agents

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

🧪 Add WAL replay correctness fuzz tests 3 months ago

enhancement help wanted area:storage priority:p1 type:test

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

🏁 Create benchmark comparison suite (vs. Milvus, Qdrant, Weaviate) 3 months ago

enhancement help wanted area:perf priority:p2 type:perf

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

🔌 Add MCP resource support for memory tiers and index health 3 months ago

enhancement help wanted area:mcp priority:p1 type:feature

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

✅ Add unit tests for ErrorCode registry 3 months ago

enhancement good first issue area:memory priority:p1 type:test

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

🐍 Python SDK via REST/gRPC 3 months ago

enhancement help wanted area:cli priority:p1 type:feature

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

📥 Support batch memory ingestion via CLI 3 months ago

enhancement help wanted area:cli priority:p1 type:feature

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

⚡ Implement configurable embedding cache (LRU) 3 months ago

enhancement help wanted area:embed priority:p1 type:perf

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

🚀 Create a Getting Started developer guide 3 months ago

documentation good first issue help wanted area:docs priority:p0 type:docs

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc

🏷️ Add CLI --version flag with build metadata 3 months ago

enhancement good first issue area:cli priority:p1 type:feature

spectrayan/spector

9

Cognitive memory engine for AI agents. Biologically-inspired 4-tier cortex, Panama SIMD, MCP native. Java 25.

Java

#ai-agents#ai-memory#cognitive-memory#congnitive-memory#gpu-acceleration#hnsw-index#java-vector-api#mcp#panama-ffi#product-quantization#quantization#rag#semantic-search#semantic-search-ai#simd-parallelism#simd-programming#turbo-quant#vector-search#zero-gc