Self-learning vector database — HNSW, FlashAttention-3, Graph RAG, hybrid search, DiskANN, and Brain AGI
Plugin ruflo-ruvector from marketplace ruflo in ruvnet/ruflo. Commands read from the repo's manifest — today.
vector-clusterCluster code by graph community detection via npx [email protected] hooks graph-cluster (spectral / Louvain)
vector-embedGenerate embeddings via npx [email protected] embed text (ONNX all-MiniLM-L6-v2, 384-dim), normalize, and store in HNSW index
vector-hyperbolicPlace hierarchical data in the Poincare ball using depth for the radius and npx [email protected] embed text for direction (a unit-norm text embedding alone has no depth)
vector-setupFirst-run setup for [email protected] — installs ONNX/Brain/SONA add-ons, registers the MCP server, and verifies the install via `doctor`
/ruflo-ruvector:vectorRuVector operations via npx [email protected] — embedding, search, RVF cognitive containers, GNN, attention, hooks, brain, sona, edge, identity
vector-engineerVector operations specialist using npx [email protected] — HNSW indexing, adaptive LoRA embeddings, code-graph clustering, hooks routing, brain/SONA, RaBitQ/DiskANN extras, 118 MCP tools. Use when the task involves generating/storing embeddings, semantic vector search, RVF cognitive containers, GNN cl
Agentic QE (external: maintained in proffesor-for-testing/agentic-qe, pinned to v3.15.17): a quality-engineering fleet with 11 QE agents, 9 skills, 9 commands, the agentic-qe MCP server pinned to the plugin version, and the aqe-mod guard that refuses destructive operations on AQE learning data
9 skills · 9 commands · 11 agents · 1 MCP server
Token usage tracking, model cost attribution per agent, budget alerts, and optimization recommendations
24 skills · 1 command · 1 agent · hooks
Tenant-isolated AI teams that plan work, coordinate tasks, recall approved context, and return evidence-backed results
6 skills · 6 commands · 4 agents · 1 MCP server
Agent runtimes — local WASM-sandboxed agents (rvagent) + Anthropic Claude Managed Agents (cloud); one interface, local-vs-cloud backends
5 skills · 2 commands · 9 agents
MetaHarness integration — surfaces score/genome/mint/mcp-scan/threat-model via skills; pairs with @metaharness/router (ADR-148/149) for cost-optimal model routing; honors ADR-150 optional-augmentation constraint
13 skills · 1 command · 1 agent · hooks
Visual workflow automation with templates, orchestration, and lifecycle management
5 skills · 8 commands · 3 agents
Professional AI/ML Engineering toolkit: Prompt engineering, LLM integration, RAG systems, AI safety with 12 expert plugins
1 skill
Oracle Database guidance for SQL, PL/SQL, SQLcl, ORDS, VECDB, administration, app development, performance, security, migrations, and agent-safe database workflows. Use when the user asks to write, edit, rewrite, review, format, debug, tune, or explain SQL; create or refactor PL/SQL; use SQLcl, Liquibase, ORDS, JDBC, node-oracledb, Python, Java, .NET, or database frameworks; use VECDB through the Python SDK, REST API, or DBMS_VECTOR_DATABASE package; troubleshoot queries, sessions, locks, waits, indexes, optimizer plans, AWR, ASH, migrations, schemas, users, roles, privileges, backup, recovery, Data Guard, RAC, multitenant, containers, monitoring, auditing, encryption, VPD, or safe agent database operations.
2 skills
Build Gemini- and ChatGPT-style apps, assistants with memory, RAG over vector databases and multi-provider AI features in JavaScript with the IntelliNode library, plus an MCP server with cross-provider tools.
1 skill · 1 MCP server
Vector databases, embeddings, RAG and knowledge graphs over research corpora.
200 skills
Search, query, and manage Weaviate vector databases. Includes database operations, cookbooks for building full-stack AI applications, and CLI commands.
2 skills · 9 commands
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
This page updates itself from your repo. Add the badge to your README, or get it Featured to pin it above the organic results with a followed link to your site.