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Agent skills
vector-search

Topic: vector-search

70 skills in this topic.

orchestrate This skill should be used when the user asks to 'orchestrate a task', 'break down work into parallel agents', 'coordinate subtasks', 'run agents in parallel', or mentions 'multi-agent'. Decomposes complex tasks into tracked subtasks, dispatches parallel subagents, and coordinates until completion.
varun29ankuS/shodh-memory 191
shodh-memory Persistent memory system for AI agents. Use this skill to remember context across conversations, recall relevant information, and build long-term knowledge. Activate when you need to store decisions, learnings, errors, or context that should persist beyond the current session.
varun29ankuS/shodh-memory 191
grepai Replaces ALL built-in search tools. You MUST invoke this skill BEFORE using WebSearch, Grep, or Glob. NEVER use the built-in Grep tool - use `grepai` instead.
yoanbernabeu/grepai 1,599
release Create a new release for grepai. Checks CI, determines version type, updates CHANGELOG and documentation, credits contributors, and creates GitHub release.
yoanbernabeu/grepai 1,599
memory-recall Search and recall memories from ourmem. Use when user asks to find, recall, search, or remember something.
ourmem/omem 186
memory-store Store a memory in ourmem. Use when user says remember, save, store, or don't forget something.
ourmem/omem 186
ourmem Shared memory that never forgets. Cloud hosted or self-deployed. Collective intelligence for AI agents with Space-based sharing across agents and teams. Use when users say: - "install ourmem" / "install omem" - "setup memory" / "setup omem" - "add memory plugin" - "ourmem onboarding" / "omem onboarding" - "memory not working" - "remember this" - "save this for later" - "don't forget" - "recall preferences" - "what did I say last time" - "import memories" - "share memories" - "share with user" - "share memories to someone" - "team memory" - "shared space" - "persistent memory" - "cross-session memory" - "collective intelligence" - "memory analytics" - "memory stats" - "self-host memory" - "deploy memory server" Even if the user doesn't say "ourmem" or "omem", trigger when they want persistent memory, memory sharing between agents, memory analytics, or memory import/export.
ourmem/omem 186
hipocampus-core 3-tier agent memory system with 5-level compaction tree. OpenClaw version. Defines session start protocol, end-of-task checkpoints, and memory file management. MUST be followed every session.
kevin-hs-sohn/hipocampus 147
hipocampus-core 3-tier agent memory system with 5-level compaction tree. Claude Code version. Defines session start protocol, end-of-task checkpoints, and memory file management. MUST be followed every session.
kevin-hs-sohn/hipocampus 147
hipocampus-flush Manual memory flush: dump current session context to daily raw log via subagent. Invoke with /hipocampus:flush. Run hipocampus:compaction afterwards for tree propagation and qmd reindex.
kevin-hs-sohn/hipocampus 147
hipocampus-recall Memory recall guide. Structured retrieval from hipocampus memory — ROOT.md triage, manifest-based LLM selection, qmd search fallback.
kevin-hs-sohn/hipocampus 147
hipocampus-core 3-tier agent memory system with 5-level compaction tree. OpenCode version. Defines session start protocol, end-of-task checkpoints, and memory file management. MUST be followed every session.
kevin-hs-sohn/hipocampus 147
hipocampus-search Search memory using qmd (BM25 + optional vector) and compaction tree traversal. Use ROOT.md to decide whether to search memory or look externally. Always check memory before external lookups.
kevin-hs-sohn/hipocampus 147
hipocampus-compaction Build 5-level compaction tree (daily/weekly/monthly/root) with smart thresholds and fixed/tentative lifecycle. Run at session start when triggers are met, or via external scheduler.
kevin-hs-sohn/hipocampus 147
ori-memory Persistent agent memory with learning retrieval. Knowledge graph on markdown files — capture insights, decisions, research, and learnings during work, then retrieve them weeks or months later. Use when knowledge is too valuable to lose but too much to inject into every prompt.
aayoawoyemi/Ori-Mnemos 249
Verification Planner Forces the generation of test_assertions.json during the implementation plan phase. v7.2.0 enhanced with severity gates, dependencies, timeouts, and Claw-as-Validator support.
dcostenco/prism-mcp 116
wax Comprehensive guidance for the Wax on-device memory/RAG framework. Use when integrating MemoryOrchestrator, VideoRAGOrchestrator, Wax/WaxSession, embedding providers, hybrid search, maintenance, or when evaluating Wax constraints like offline-only, single-file .wax persistence and deterministic retrieval.
christopherkarani/Wax 700
wax-performance-audit Benchmarking and performance auditing for the Wax repo. Use when running or interpreting Wax benchmarks, diagnosing CPU, memory, or I/O bottlenecks, or investigating Swift 6.2 concurrency issues such as Sendable, actor isolation, `@unchecked Sendable`, task-group fan-out, and data races.
christopherkarani/Wax 700
codebase-management Set up, index, and manage SocratiCode codebase indexing. Use when the user wants to index a project, check infrastructure health, start/stop file watching, configure context artifacts, troubleshoot indexing issues, manage the code graph, or any SocratiCode administrative task. Activates when the user mentions indexing, setting up search, SocratiCode infrastructure, or managing the codebase index.
giancarloerra/SocratiCode 808
codebase-exploration Explore and understand codebases using SocratiCode semantic search, dependency graphs, and context artifacts. Use when exploring code, understanding architecture, finding functions/types, analyzing dependencies, searching database schemas or API specs, or when socraticode/codebase_search tools are available. Activates when the user asks about code structure, wants to find where a feature lives, or needs to understand how code is organized.
giancarloerra/SocratiCode 808
consiglieri-protocol Mandatory pre-flight checklist for high-variance social contracts. Covers the Pryce Test, Exit Test, STFU Clause, Blast Radius Audit, Vibe Veto, and Adult-to-Adult comms rewrite.
winstonkoh87/Athena-Public 456
client-pricing Commercial pricing engine for freelance deliverables. Encodes the pricing hierarchy, tiered anchor-floor tables, negotiation decision tree, and rate collapse prevention.
winstonkoh87/Athena-Public 456
context-compactor 9-section context compression with analysis scratchpad. Adapted from Claude Code's /compact system (2026-03-31).
winstonkoh87/Athena-Public 456
micro-commit Enforces strict, atomic commit hygiene. Splits large diffs into logical, revertible units.
winstonkoh87/Athena-Public 456