بنقرة واحدة
ct-memory
Brain memory protocol with progressive disclosure for anti-hallucination and context recall
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
القائمة
Brain memory protocol with progressive disclosure for anti-hallucination and context recall
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Pipeline-aware orchestration skill for managing complex workflows through subagent delegation. Use when the user asks to "orchestrate", "orchestrator mode", "run as orchestrator", "delegate to subagents", "coordinate agents", "spawn subagents", "multi-agent workflow", "context-protected workflow", "agent farm", "HITL orchestration", "pipeline management", or needs to manage complex workflows by delegating work to subagents while protecting the main context window. Enforces ORC-001 through ORC-009 constraints. Provider-neutral — works with any AI agent runtime.
CLEO provider adapter for Anthropic Claude Code CLI. Default export is the adapter class for dynamic loading by AdapterManager. T5240 Use when: (1) calling its 2515 API functions, (2) configuring @cleocode/monorepo, (3) understanding its 1754 type definitions, (4) working with its 104 classes, (5) user mentions "@cleocode/monorepo" or asks about its API.
CLEO task management protocol - session, task, and workflow guidance. Use when managing tasks, sessions, or multi-agent workflows with the CLEO CLI protocol.
Documentation coordinator with CLEO style guide compliance. Routes every canonical-doc write (spec, adr, research, handoff, note, llm-readme) through the docs SSoT via `cleo docs add` / `cleo docs publish` / `cleo docs fetch` — never raw filesystem writes. Coordinates ct-docs-lookup, ct-docs-write, ct-docs-review, ct-spec-writer, and ct-adr-recorder. Use when creating or updating documentation files, consolidating scattered documentation, or validating documentation against style standards. Triggers on documentation tasks, doc update requests, or style guide compliance checks.
Epic planning and task decomposition for breaking down large initiatives into atomic, executable tasks. Provides dependency analysis, wave-based parallel execution planning, hierarchy management, and research linking. Use when creating epics, decomposing initiatives into task trees, planning parallel workflows, or analyzing task dependencies. Triggers on epic creation, task decomposition requests, or planning phase work.
Independent IVTR peer-reviewer role. The Validator is spawned by a Lead AFTER a Worker reports an implementation candidate to verify that every Acceptance Criterion is satisfied by programmatic evidence. The Validator MUST be a different agent instance from the Worker who built the change — same-agent self-attestation is rejected as rubber-stamping. Use when spawned with `subagent_type: cleo-validator` (or equivalent role token) and a target task ID; the Validator pulls the AC list via `validator.ac-pull`, runs the IVTR rubric, then ships exactly ONE binary verdict — `validator.attest` (pass) or `validator.reject` (fail). Triggers: 'validate this implementation', 'run the IVTR rubric', 'attest the acceptance criteria', 'is this PR ready to merge?', any spawn carrying role=validator. Implements ADR-083 §4 (Validator role) and the SG-IVTR-AC-BINDING saga (T10377).
| name | ct-memory |
| version | 1.0.0 |
| description | Brain memory protocol with progressive disclosure for anti-hallucination and context recall |
| triggers | ["memory","brain","recall","remember","anti-hallucination"] |
Ensures LLM agents never start conversations with amnesia. Provides structured memory access through CLEO's brain system using progressive disclosure.
Use CLI (cleo) for all memory operations.
cleo memory find "session task decision" --limit 10cleo memory find "mistake error avoid warning" --limit 5cleo memory fetch O-xxx O-yyycleo memory find "decision ADR architecture" --limit 5cleo memory find "{current-topic}" --limit 10cleo memory observe "Completed X using approach Y. Key learning: Z" --title "Work completion"Before stating facts about the codebase or project:
cleo memory find "{claim-topic}" --limit 5cleo memory timeline O-xxx --before 5 --after 5cleo nexus search "pattern" --scope global| Operation | ~Tokens | When |
|---|---|---|
| memory-bridge.md (auto-loaded) | 200-400 | Always (free) |
cleo memory find | 50/hit | Discovery |
cleo memory fetch | 500/entry | Details |
cleo memory timeline | 200-500 | Context |
Stay within LAFS MVI budget: start minimal, escalate only when needed.