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

Open Issues Need Help

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🧠 VectorSearchTool: Semantic search against Spector memory index about 2 hours 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 about 2 hours 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 about 2 hours 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

📄 PDFReaderTool: Extract text and tables from PDFs about 2 hours 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 about 2 hours 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 about 3 hours 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) about 3 hours 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 HNSW index metrics logging on startup about 3 hours 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

📚 Add Javadoc to spector-commons public API about 3 hours 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

🔌 Add MCP resource support for memory tiers and index health about 3 hours 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 7 days 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 8 days 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

🌱 Spring Boot auto-configuration starter 8 days 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

📥 Support batch memory ingestion via CLI 8 days 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) 8 days 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 8 days 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 8 days 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