agentdb-memory
claudeEpisodic replay (Reflexion) + skill library. /remember and /recall slash commands; agentdb-curator agent for nightly consolidation; aidefence prompt-injection screening of memory writes.
4 skills · 2 commands · 1 agent
Advanced retrieval — MMR diversity rerank, explainable recall, metadata filters, hybrid (BM25 + dense) search, and the opt-in RaBitQ quantized index (@ruvector/rabitq-wasm).
Plugin agentdb-search from marketplace agentdb in ruvnet/agentdb. Commands read from the repo's manifest — yesterday.
agentdb-explainable-recallSearch with feature attributions — return WHY each match scored where it did. Use when debugging recall quality, auditing for bias, or explaining results to a user.
agentdb-hybrid-searchHybrid search — BM25 keyword + dense vector fused with Reciprocal Rank Fusion. Use when queries have specific identifiers, code symbols, or proper nouns that pure semantic search might miss.
agentdb-mmrMaximal Marginal Relevance rerank — get diverse top-k instead of redundant top-k. Use when standard search returns 5 near-duplicates, or when you want broader coverage of a topic.
agentdb-quantized-searchSpeed up AgentDB's built-in sql.js vector backend on large collections with the opt-in RaBitQ 1-bit quantized index (@ruvector/rabitq-wasm). Use when SqlJsRvfBackend search gets slow past ~10,000 vectors, when choosing between exact and approximate search for a browser or no-native install, or when
/agentdb-search:searchSmart search across AgentDB — picks hybrid / vector / MMR based on query shape.
Episodic replay (Reflexion) + skill library. /remember and /recall slash commands; agentdb-curator agent for nightly consolidation; aidefence prompt-injection screening of memory writes.
4 skills · 2 commands · 1 agent
AgentDB's own standalone MCP server (npx agentdb mcp start, pinned to the plugin version) with a memory specialist agent, vector-memory, reflexion-learning and setup-diagnostics skills, /agentdb-status, and a mod that keeps secrets out of memory and refuses destructive admin tools unless enabled. Supplies the agentdb server the other agentdb-* plugins call. Distinct from ruflo-agentdb, which bridges AgentDB through ruflo's MCP server.
3 skills · 1 command · 1 agent · 1 MCP server
Causal graph + hierarchical memory. /link and /explain-link slash commands; agentdb-investigator agent for root-cause traversal.
3 skills · 2 commands · 1 agent
Graph queries — Cypher execution, k-hop traversal, hyperedge search, plus exact min cut (@ruvector/mincut-wasm) and Personalized PageRank sparsification (@ruvector/graph-transformer).
4 skills · 1 command
RL + Thompson Sampling bandit. 9 algorithms (Q-Learning, PPO, MCTS, etc.); /learn-task and /route-task slash commands.
3 skills · 2 commands
Foundation plugin — pattern store, search, stats. Surfaces agentdb_pattern_store, agentdb_pattern_search, agentdb_pattern_stats.
2 skills · 1 command
Access thousands of AI prompts and skills directly in your AI coding assistant. Search prompts, discover skills, save your own, and improve prompts with AI.
2 skills · 2 commands · 2 agents · 1 MCP server
Open-source AI job search that runs locally in your AI coding CLI: scan job portals, evaluate listings into a structured A-H report with a 1-5 score, tailor your CV, track applications
5 skills · hooks
Agentic browser automation with Playwright for testing, scraping, and UI interaction
10 skills · 1 command · 1 agent
Perform AI code review on Git diffs — supports workspace changes, branch ranges, and single commits with concurrent per-file analysis, codebase search, and deep context-aware review.
2 commands
Code intelligence powered by a knowledge graph. Provides execution flow tracing, blast radius analysis, and augmented search across your codebase.
12 skills · 1 MCP server · hooks
LLM application development with LangGraph, RAG systems, vector search, and AI agent architectures for Claude 4.6 and GPT-5.4
8 skills · 3 commands · 3 agents
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