hybrid-retrieval skills

16 tagged hybrid-retrieval, measured the same way as everything else here.

Browse within: long-term-memory 7agent-memory 6bm25 5chromadb 5knowledge-base 5knowledge-service 5lightrag 5obsidian 5

recallnest

01

AliceLJY/recallnest

Skill Claude CodeCodex

Recover cross-session context with RecallNest, search durable memory before repeat exploration, store durable decisions and lessons, and checkpoint unfinished work.

not rated 15 2d ago A 30 tokens original MIT

openclaw

02

udjin-labs/mnemostack

Skill Claude CodeCodex

Wire mnemostack into OpenClaw as an MCP server, alongside the native OpenClaw memory tools (memorysearch / memoryget). The two coexist — mnemostack handles the hybrid pipeline (Vector + BM25 + Memgraph + Temporal + 8-stage rerank), while the native tools do fast file-scoped retrieval.

not rated 7 yesterday A 0 tokens original Apache-2.0

openspec-explore

03

q1ngn1ng-web/kb-rag

Skill Claude CodeCodex

Enter explore mode - a thinking partner for exploring ideas, investigating problems, and clarifying requirements. Use when the user wants to think through something before or during a change.

not rated 5 1mo ago A 39 tokens

lesson

04

cablate/memory-lancedb-mcp

Skill Claude CodeCodex

Store a lesson learned from the current conversation. Triggered by /lesson command. Use when Master signals that the recent conversation contains a pitfall, fix, or key insight that should be persisted to long-term memory.

not rated 0 4mo ago A 45 tokens original MIT

ingest-knowledge

05

hyh0620/mcp-knowledge-service

Skill Claude CodeCodex

Ingest a source path into a specified collection and report file, chunk, vector, and BM25 counts.

not rated 0 1mo ago A 27 tokens original MIT

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