القائمة
SOTA semantic search — hybrid (sparse+dense), Graph RAG multi-hop, MMR diversity reranking, recency weighting
يُحدَّد Prompt الذي يراجع المصدر أولًا بشكل افتراضي. يمكنك التبديل إلى أمر مباشر أو تنزيل نسخة محلية.
اقرأ SKILL.md وأي ملفات مرافقة يعرضها SkillsMP قبل أن تقرر التثبيت.
استنادا إلى تصنيف SOC المهني
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
يتجاوز الأمر المباشر Prompt المخصّص للمراجعة. افحص المصدر قبل تشغيله.
npx skills add https://github.com/ruvnet/ruflo --skill memory-searchيبقى الأمر في سطر واحد. مرّر أفقيًا لمراجعته كاملًا قبل النسخ.
تفضّل نسخة محلية؟ نزّل الملفات المتاحة حاليًا لدى SkillsMP.
عرض SKILL.md
| name | memory-search |
| description | SOTA semantic search — hybrid (sparse+dense), Graph RAG multi-hop, MMR diversity reranking, recency weighting |
| allowed-tools | Bash Read mcp__plugin_ruflo-core_ruflo__memory_search mcp__plugin_ruflo-core_ruflo__memory_store mcp__plugin_ruflo-core_ruflo__memory_list mcp__plugin_ruflo-core_ruflo__memory_retrieve mcp__plugin_ruflo-core_ruflo__memory_search_unified mcp__plugin_ruflo-core_ruflo__agentdb_pattern-search mcp__plugin_ruflo-core_ruflo__agentdb_context-synthesize |
| argument-hint | <query> [--hybrid] [--graph-rag] [--namespace NAME] |
State-of-the-art semantic search across Ruflo memory with multiple retrieval strategies.
Choose based on query type:
Parse query and flags — extract search text and strategy flags from arguments
Select retrieval strategy:
Dense search (default):
npx @claude-flow/cli@latest memory search --query "QUERY" --namespace NAMESPACE --limit 10
Or via MCP: mcp__plugin_ruflo-core_ruflo__memory_search({ query: "QUERY", namespace: "NAMESPACE", limit: 10 })
Hybrid search (when --hybrid or query has specific keywords):
npx ruvector search "QUERY" --hybrid --limit 10
Graph RAG (when --graph-rag or multi-hop reasoning needed):
npx ruvector search "QUERY" --graph-rag --limit 10
Smart retrieval (when --smart or complex recall needed):
npx @claude-flow/cli@latest memory search --query "QUERY" --smart --limit 10
Or via MCP: mcp__plugin_ruflo-core_ruflo__memory_search({ query: "QUERY", smart: true, limit: 10 })
Applies 5-phase pipeline: query expansion, RRF fusion, recency boost, MMR diversity, session round-robin. Best for: multi-session recall, temporal queries, diverse result sets.
Unified cross-namespace:
mcp__plugin_ruflo-core_ruflo__memory_search_unified({ query: "QUERY", limit: 10 })
Apply MMR reranking — for diverse results, filter near-duplicates (cosine > 0.92) while maximizing relevance
Apply recency weighting — boost recent entries with exponential decay (0.95/day)
Synthesize context (for complex queries):
mcp__plugin_ruflo-core_ruflo__agentdb_context-synthesize({ query: "QUERY", sources: ["patterns", "tasks", "solutions"] })
Present results — ranked by composite score (relevance * diversity * recency), with source namespace attribution
| Namespace | Best For |
|---|---|
patterns | "How did we handle X?" |
tasks | "What was the context for Y?" |
solutions | "How did we fix Z?" |
feedback | "What did the user prefer?" |
security | "Known vulnerabilities in..." |
| (omit) | Search all namespaces |
Ruflo is a multi-agent orchestration platform for AI coding agents (Claude Code, Cursor, Codex, Copilot, Gemini, Amp, +12 more). Use this skill when the user wants to (1) install/init ruflo in a project, (2) run multi-agent swarms with hierarchical coordination, (3) use ruflo's 314+ MCP tools for memory, routing, hooks, sub-agents, or workflows, (4) check ruflo status/version/doctor health, or (5) discover which of ruflo's 30+ plugins fits their task.
Claims-based authorization for agents and operations. Grant, revoke, and verify permissions for secure multi-agent coordination. Use when: permission management, access control, secure operations, authorization checks. Skip when: open access, no security requirements, single-agent local work.
Coordinate with the open ruflo swarm federation at x.ruv.io (signed Nostr, membership-gated) and ask Seraphina — the swarm queen / primary coordinator — for guidance. Use when: seeing who is online across the internet, reading/assigning work, checking or issuing claims across hosts, onboarding a new node or user, opening a public or private coordination channel, or deciding what the swarm should do next. Skip when: single-host local work with no other nodes.