Create Spotify playlists using spoti-cli CLI. Use when: (1) user wants a playlist, (2) user says "playlist", "spotify", "music for", "songs for", (3) user describes a mood or…
Use when Da Ta Bot receives feedback, corrections, preferred terminology, metric definitions, output preferences, or repeated question patterns that may be worth storing as…
Detect drift between TASK_STATE.md, other task-memory artifacts, and observable reality (code, tests, diff when provided), then propose the minimum set of updates so operational…
Understand provided text (pasted content, local file, or Obsidian note reference) and return a structured summary with main idea, key practical takeaways, and an actionable…
A comprehensive knowledge graph memory system with semantic search, episodic memory, working memory, automatic context injection, and per-agent isolation.
Den Memory-Graph-Vault nach Note-/ADR-Änderungen validieren und aufräumen — vault-lint laufen lassen, jedes Schema-Problem in der Note fixen, Cross-Reference-Lücken schließen,…
Systems programming from memory management through networking. Covers memory models (stack vs heap, manual allocation, garbage collection, ownership/borrowing), concurrency…
Service skill that picks tags for a memory entry. Invoked EXCLUSIVELY from memory-write. Guards the tag dictionary against logical and lexical duplicates (psychology /…
Explains Robert Overweg's One Brain, No Filtering talk and helps design safe knowledge-memory systems: context maps, retrieval rules, provenance labels, local knowledge-store…
Choose the right task-memory and issue-state pattern for a repo: Beads, lightweight files, external tracker integration, or no durable task memory yet.
Manage tasks in Obsidian via TaskNotes plugin API. Use when user wants to create tasks, list tasks, query by status or project, update task status, delete tasks, or check what…
Use when designing a controlled classification system: category trees, facets, browse taxonomies, SKOS broader/narrower relationships, tagging rules, and duplicate-category…
Install the BenAI Relay fork in an Obsidian vault as the foundation for a shared Team OS — replaces the official Relay (`system3-relay`) plugin with the BenAI fork…
Turns a spike or tech breakdown ticket into a complete, actionable breakdown document. Gathers context from Confluence, Jira, and code, resolves open design questions one-by-one…
Use when the user says /tes-open-obsidian, /tes:open-obsidian, tes open obsidian, open Obsidian, open this project in Obsidian, abrir Obsidian, abrir no Obsidian, or asks TES to…
Use when when deploying a metabolomics processing tool (such as asari) and needing to predict resource requirements or validate claimed scalability on laptop-class hardware (≤16…
Управление задачами в Obsidian через плагин TaskNotes. Создание, редактирование, фильтрация и удаление задач с поддержкой проектов, приоритетов, дедлайнов и тегов.
Manage Tolaria personal knowledge graph vault with notes, types, relationships, and saved views. Use when creating/editing notes, designing type schemas, building filtered views,…
Monitor topics of interest and proactively alert when important developments occur. Use when user wants automated monitoring of specific subjects (e.g., product releases, price…
Plan, format, and export travel itineraries as Obsidian-formatted Markdown files. Always trigger immediately when the user's message starts with "trip" or "itinerary".
Convert documents into schema-enforced entities and graph relationships when the job is exact knowledge extraction rather than generic document parsing.
Ingest code, docs, PDFs, images, and video from local folders into a searchable knowledge graph so agents can follow entities and relationships instead of only raw text.
Interactive quiz tutor for Obsidian StudyVault learning. Use when the user wants to: (1) Take a diagnostic assessment of their knowledge, (2) Study or review specific…
Use when populating the Obsidian worklog with today's work based on GitHub PR activity, or when user says "update worklog", "populate worklog", "what did I do today", or "log my…
Store and query provenance-aware, time-bounded facts in the Zep knowledge-graph MCP. Use when working with facts that have a source, change over time, or need multi-hop r — from…
Unify 6+ memory systems into AgentDB with HNSW indexing for 150x-12,500x search improvements. Implements ADR-006 (Unified Memory Service) and ADR-009 (Hybrid Memory Backe — from…
Unify 6+ memory systems into AgentDB with HNSW indexing for 150x-12,500x search improvements. Implements ADR-006 (Unified Memory Service) and ADR-009 (Hybrid Memory Backe — from…
Out-of-core DataFrame for billion-row data via lazy evaluation and memory-mapped files. Use when data exceeds RAM (10 GB–TB) for fast aggregation, filtering, virtual columns, and…
Asks questions and gets synthesized answers grounded in vault history with source citations. Use when: (1) /vault-ask to reason over vault knowledge, (2) user wants to…
Use when curated vault material may need to become stable canonical knowledge, or when an agent wants to update an existing canonical note without direct authority.
Capture project-internal knowledge into the Obsidian wiki as it's produced. Use PROACTIVELY and IMMEDIATELY after: adding a new data source (new scripts// folder),…
Use when user says 'lint the vault', 'health check', 'find stale notes', 'vault audit'. Scans for contradictions, orphan pages, stale claims, missing cross-refs.
Use when storing, retrieving, or managing persistent memory across the Starlight Vaults — handles reading, writing, querying, and organizing entries across all vaults.
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