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skill-carton-direct-chroma-indexing

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UpdatedJuly 8, 2026 at 23:37

WHAT: how CartON indexes concepts into ChromaDB directly from the daemon's memory, with no wiki filesystem intermediary — SmartChromaRAG.ingest_concepts takes concept dicts and makes them semantically searchable. WHEN: when working on how concepts get embedded and become queryable via chroma_query, after the daemon batch-writes concepts to Neo4j, or when semantic search results are missing or stale.

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sancovp/carton-mcp

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SKILL.md

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skill-carton-direct-chroma-indexing

description

'''Understanding how ChromaDB indexes concepts directly from daemon memory without wiki filesystem — SmartChromaRAG.ingest_concepts() takes concept dicts Replayable skill pattern - understand=context only CartON knowledge graph architecture and optimization Skill category classification Personal domain category enum for observation tagging CartON knowledge graph architecture How concepts get embedded and searchable Indexing concepts to ChromaDB without filesystem intermediary When daemon batch writes to Neo4j successfully ChromaDB embeddings queryable via chroma_query

Skill Contents

reference.md — detailed reference (read for full docs)

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dev-flow-split-content

sancovp/carton-mcp

WHAT: the development-flow for the split-content capability — separating a concept whose description (n.d) holds raw CONTENT (a data dump / pasted document) from a real DESCRIPTION, by splitting the raw content into its own `{concept_name}_Desc_Content` node. Covers `carton_split_content.py` (both `build_split_spec`, the pure spec function, and `split_content_concept`, the thin neo4j-writing wrapper — self-contained, ONE module, per the one-capability-one-module law), the `Desc_Content` universal type, the `has_desc_content` relationship, and the `split_content_concept` MCP tool. WHEN: when editing `carton_split_content.py`, `split_content_concept`, the `Desc_Content` type, or the `has_desc_content` relationship; or adding a new capability that also needs the content-vs-description split (any of).

2026-07-081

edit-add-concept-optional-fields

sancovp/carton-mcp

WHAT: the dev-flow for the OPTIONAL domain/subdomain/personal_domain/produces params on add_concept_tool_func — the internal chokepoint function every CartON concept-creation caller (Dragonbones, sm_gate.py, split_content_concept, the migration scripts) passes through, whether or not they use the add_concept MCP tool. WHEN: when editing add_concept_tool_func's domain/subdomain/personal_domain/produces params, merge_optional_domain_fields, or PERSONAL_DOMAINS in add_concept_tool.py (any of).

2026-07-081

edit-carton-kv

sancovp/carton-mcp

WHAT: the development-flow for changing the CartON KV / CartonObj capability — the embedded-structured-KV-in-concept-descriptions feature (a <CartonObj name=..>{ JSON-with-bare-refs }</CartonObj> fence in n.d): the carton_kv parser/normalizer, edit_carton_obj (surgical single-leaf body edits + remove_fence), validate_carton_obj (schema + did-you-mean refs), the auto_link_description fence-opacity, fence-preservation (carry_forward_fences), ref-expansion, and the is_schema schema registry. It is the COMPLETE distributed edit-set (lib ↔ utils wrappers ↔ MCP tools ↔ the linker ↔ the daemon's live parse path ↔ the schema graph) + deploy + the only valid E2E test. WHEN: when editing carton_kv.py, the edit_carton_obj / validate_carton_obj / get_concept-expand MCP tools, the auto_link_description fence-opacity masking, the daemon fence/desc-mode parse path (parse_queue_file_to_concepts / batch_create_concepts_neo4j), or the is_schema schema-registry; or adding ANY new CartonObj capability (any of).

2026-07-081

edit-the-webbing-agent

sancovp/carton-mcp

WHAT: the dev-flow for editing the WEBBING AGENT — carton's standing CONCEPT-ATOMIZATION daemon, CLONED from the proven Sophia (docmirror-cohere) architecture: CODE detects a batch of under-structured, autolinker-processed, main-agent-authored concepts (linked=true, source in CHAT_SOURCES, webbed IS NULL), serves them to a fresh SDNAC run each tick, the agent ADDS real is_a/part_of/instantiates/produces structure + child concepts, and CODE verifies + marks webbed=true. Covers webbing_agent.py, webbing_agent_worker.py, and the one-line SYSTEM_SOURCES coupling in observation_worker_daemon.py. WHEN: when editing webbing_agent.py, webbing_agent_worker.py, the eligibility predicate (_is_underdeveloped), the batch-goal builder (_build_batch_goal), the WEBBER_SYSTEM_PROMPT, the webbed/source recursion-guard, or CHAT_SOURCES/SYSTEM_SOURCES in observation_worker_daemon.py (any of).

2026-07-081

jit-carton-node-resolver

sancovp/carton-mcp

WHAT: just-in-time building of TreeShell nodes from CartON graph relationships — when a jump targets a coordinate not found in any family JSON config, resolve the CartON concept into a cached Menu node whose options come from its HAS_PART relationships. WHEN: when a TreeShell jump target is not found in any loaded family JSON config, you need a node built on the fly from a CartON concept, or working on JIT node resolution for SANCREV game navigation.

2026-07-081

mcp-skill-carton

sancovp/carton-mcp

WHAT: the CartON MCP — a persistent knowledge graph (Neo4j + ChromaDB) you add concepts to, query, edit, and project. WHEN: persisting knowledge, creating observations/concepts, querying concept networks, semantic search, or editing a concept's description/structured data.

2026-07-081

name

skill-carton-direct-chroma-indexing

description

Skill Contents

reference.md — detailed reference (read for full docs)