Agent skill

agentdb-query

Query AgentDB through the controller bridge -- semantic routing, hierarchical recall, causal graphs, context synthesis, pattern store/search

rUv71,307★ · +1,002/wk · 3 repos on radarProfile →
claude-codecodexread-onlyMIT
Install
npx skills add ruvnet/ruflo --skill agentdb-query --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 1
SKILL.md size: 4 KB
Bundled scripts: none
Allowed tools: mcp__plugin_ruflo-core_ruflo__agentdb_semantic-routemcp__plugin_ruflo-core_ruflo__agentdb_hierarchical-recallmcp__plugin_ruflo-core_ruflo__agentdb_hierarchical-storemcp__plugin_ruflo-core_ruflo__agentdb_context-synthesizemcp__plugin_ruflo-core_ruflo__agentdb_causal-edgemcp__plugin_ruflo-core_ruflo__agentdb_pattern-searchmcp__plugin_ruflo-core_ruflo__agentdb_pattern-storemcp__plugin_ruflo-core_ruflo__agentdb_controllersmcp__plugin_ruflo-core_ruflo__agentdb_healthmcp__plugin_ruflo-core_ruflo__agentdb_batchmcp__plugin_ruflo-core_ruflo__agentdb_feedbackmcp__plugin_ruflo-core_ruflo__agentdb_consolidate
Path: plugins/ruflo-agentdb/skills/agentdb-query/SKILL.md
Open the folder on GitHub →
Where it comes from
Source: ruvnet/ruflo
Stars: 67,015 · +629 this week
Language: TypeScript
Read our review of the source →

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# AgentDB Query Query and manage AgentDB through the controller bridge. AgentDB exposes 15 `agentdb_*` MCP tools; this skill enumerates the standard usage path. ## When to use When you need to store, retrieve, or search knowledge across agent sessions. AgentDB provides hierarchical storage, causal knowledge graphs, semantic routing, and context synthesis. ## Steps 1. **Check health** — `mcp__plugin_ruflo-core_ruflo__agentdb_health`. Sanity-check `available: true`. 2. **Start session** — `mcp__plugin_ruflo-core_ruflo__agentdb_session-start` if not already active. 3. **Store knowledge** — `mcp__plugin_ruflo-core_ruflo__agentdb_hierarchical-store` for structured tier-keyed data (tiers: `working|episodic|semantic`). 4. **Recall knowledge** — `mcp__plugin_ruflo-core_ruflo__agentdb_hierarchical-recall` with a query. 5. **Search patterns** — `mcp__plugin_ruflo-core_ruflo__agentdb_pattern-search` for learned patterns (ReasoningBank-routed). 6. **Synthesize context** — `mcp__plugin_ruflo-core_ruflo__agentdb_context-synthesize` to combine multiple memories. 7. **Build causal graph** — `mcp__plugin_ruflo-core_ruflo__agentdb_causal-edge` to link related knowledge. ## Available controller group

What's inside
Steps it walks through
  1. When to use
  2. Steps
  3. Available controller groups
  4. Important: namespace handling
  5. Operational fallbacks (branch on these)
  6. CLI alternative
Commands it runs
npx @claude-flow/cli@latest memory search --query "your query" --namespace patterns
npx @claude-flow/cli@latest memory store --key "key" --value "value" --namespace patterns
npx @claude-flow/cli@latest memory list --namespace patterns
More from ruflo
All skills →
About this skill
What does the agentdb-query skill do?

Query AgentDB through the controller bridge -- semantic routing, hierarchical recall, causal graphs, context synthesis, pattern store/search

How do I install it?

Run `npx skills add ruvnet/ruflo --skill agentdb-query --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From ruvnet/ruflo, a repository with 67,015 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

Keep going