io.github.inite-ai/inite-brain-service

up checked 2026-11-11T09:37:27.023Z

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Publisher-provided title

INITE Brain

Publisher-provided description

Long-term memory for AI agents: a bitemporal knowledge graph with cited answers.

Summary by lookupd

Stores and retrieves long-term agent memory as a time-aware fact graph, with contradiction checks, provenance tracing and cited answers.

Install

Claude Code, remote (streamable-http)

claude mcp add --transport http inite-brain-service https://brain.inite.ai/mcp

Claude Code, remote (streamable-http)

claude mcp add --transport http inite-brain-service 'https://brain.inite.ai/mcp/{companyId}'

Codex, remote (streamable-http)

codex mcp add inite-brain-service --url https://brain.inite.ai/mcp

Codex, remote (streamable-http)

codex mcp add inite-brain-service --url 'https://brain.inite.ai/mcp/{companyId}'

Cursor, remote (streamable-http) → .cursor/mcp.json

{
  "mcpServers": {
    "inite-brain-service": {
      "url": "https://brain.inite.ai/mcp"
    }
  }
}

Cursor, remote (streamable-http) → .cursor/mcp.json

{
  "mcpServers": {
    "inite-brain-service": {
      "url": "https://brain.inite.ai/mcp/{companyId}"
    }
  }
}

Other clients: docs. Or tell your agent: Set up lookupd for me: read https://lookupd.com/agent.md and follow it.

Tools (30 tools)

Publisher-provided text

• about_brain What this server is and what it can do, before you connect. Reads nothing and stores nothing.
• how_to_connect The two ways to authenticate, and what each is for. Reads nothing and stores nothing.
• search_knowledge Semantic search over the company knowledge graph: the facts the query is about, the links between their entities and what was left out. Apply asOf for historica
• search_multi_hop Planner-LLM decomposes the query into ≤ maxHops anchored sub-queries; later hops are anchored to the running entity set. Built for questions that combine eviden
• graph_retrieve Resolves the named entities by canonical name, walks their 1-hop neighbourhood over knowledge_edge, and returns facts across seeds ∪ neighbours, optionally filt
• synthesize Runs hybrid search then feeds the retrieved facts to a generator LLM that produces a citation-bearing answer (each claim ends with [factId]); a verifier LLM the
• memory_diff Returns everything brain learned, unlearned, or replaced between two ISO 8601 cursors [from, to). createdFacts = new active facts; retractedFacts = facts marked
• get_entity_profile One entity: canonical name, type and what brain holds about it now; detail "full" adds externalRefs, the ids of its records in the originating vertical.
• get_entity_timeline Chronological audit of all facts brain has learned about this entity, including retracted ones. Useful for "what did we know when" investigations.
• summarize_entity Returns a short one-line briefing about the entity — name, type, the most-confident active facts, external refs — suitable for dropping into an LLM context wind
• get_competing_facts Returns facts in COMPETING status — those the conflict resolver couldn't auto-supersede because two same-predicate bitemporal facts overlap in valid-time and ar
• detect_contradiction Dry-run preflight against fn::resolve_fact. Answers "if I were to record this fact right now, what would the resolver decide?" without writing to the database.
• get_fact Read a single fact as stored — predicate (aspect), object (statement), confidence, validity window, source attribution (vertical / recorder / conversationId), a
• get_fact_provenance Return the grounding provenance behind one fact: the verbatim conversation turns it was derived from (episodes, chronological, with char-span quotes when the de
• find_related_entities Get entities connected to the given one via the knowledge graph.
• match_procedure Cosine-matches procedural memory (curated 'how to' patterns the operator recorded) against a free-text context query. Returns top-K procedures sorted by similar
• list_procedures Paginated listing of procedural memory for admin/review UIs. Sorted by priority ASC, createdAt DESC. Set includeRetired=true to see soft-deleted rows.
• search_communities Cosine-matches the query against topic-community summaries — the coarse retrieval scope. A community is a cluster of related entities (label propagation over th
• list_communities Paginated listing of topic communities, largest first. Each row carries a label, a rolled-up summary, and the member count. Gives the knowledge map at a glance.
• find_entity_communities Returns the topic communities a given entity is a member of. Places an entity in its broader context — which clusters / themes it participates in — and leads fr
• why Return the design decisions, rationale, invariants and gotchas recorded against a code anchor — the non-derivable engineering "why" a parser cannot recover from
• recall_decisions Find recorded design decisions / rationale / invariants / gotchas by NL topic ("why do we resolve facts through one gateway?"), across ALL code anchors — a sema
• get_source_reputation Return everything brain knows ABOUT a source (not its facts): the operator-declared identity (type, authLevel — authority in conflict resolution), the learned p
• workspace_status The tenant this credential writes to (companyId, its display name, whether it is a personal workspace), what is already in its memory (entities, active facts, f
• record_fact Records one fact about an entity directly; the memory settles it against the facts it holds (INSERTED / SUPERSEDED / COMPETING). Most facts arrive through inges
• link_entities Insert an edge between two entities. `kind` is the edge type — `identity_of` merges the `from` entity into `to` (cross-vertical identity reconciliation), other
• retract_fact Mark a fact as no longer believed. Cascades to facts derived from this one. Does not delete; the row remains for audit.
• record_procedure Record a 'how to' pattern that is surfaced when a similar context appears later. trigger = the context phrase the rule should match against (e.g. "user asks abo
• retire_procedure Mark a procedural memory row as retired (sets retiredAt). A retired procedure is no longer matched or listed by default. For a rule that no longer applies — dis
• record_decision Capture the non-derivable engineering "why" about a code location: a design decision, its rationale, an invariant that must hold, or a gotcha. Anchored to a SCI

Details

• Version: 2.7.0
• Transports: streamable-http
• Uptime (7 days): 100%
• Median latency: 751 ms
• First indexed: 2026-11-01T09:34:59.560Z
• Last seen in registry: 2026-11-03T05:17:20.210Z
• Repository: https://github.com/inite-ai/inite-brain-service
• Website: https://brain.inite.ai

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