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Awareness — Memory, Knowledge & Agent Markets

awareness_recall

Search your persistent memory — pass ONE query string, server picks the rest.

Call this BEFORE starting work to avoid re-solving solved problems.

PRIMARY USAGE (single-parameter, F-053):
  awareness_recall(query="why did we pick pgvector over Pinecone?")

The server auto-routes across raw memories + knowledge cards + workspace graph
and picks the right detail level based on token budget. You do NOT need to
choose scope, recall_mode, detail, or the vector/bm25 weight manually.

LEGACY (still works, logs deprecation):
  awareness_recall(semantic_query="...", keyword_query="...", detail="summary")
  awareness_recall(detail="full", ids=["id1", "id2"])

Args:
    query: Natural-language query (single-parameter API — preferred).
    limit: Max results (1-30, default 6).
    hyde_hint: F-060 optional HyDE boost. A short (100-200 char) hypothetical
        answer to the query. When provided and >= 20 chars, the server embeds
        it instead of the raw query to bridge the query-vs-document gap.
        Client-generated (no LLM call in the backend); empty/absent disables.

[DEPRECATED] legacy args (accepted for backwards compat):
    semantic_query / keyword_query: Use `query` instead.
    scope / recall_mode / detail / ids / multi_level / cluster_expand /
    include_installed / source_exclude / token_budget: Server now picks these.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
idsNo
limitNo
queryNo
scopeNoall
detailNo
api_keyNo
user_idNo
hyde_hintNo
memory_idNo
agent_roleNo
session_idNo
bm25_weightNo
multi_levelNo
recall_modeNohybrid
token_budgetNo
keyword_queryNo
vector_weightNo
cluster_expandNo
semantic_queryNo
metadata_filterNo
include_installedNo
include_raw_chunksNo
reconstruct_chunksNo
confidence_thresholdNo
document_graph_expandNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

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