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INITE Brain

by inite-ai · remote · no sign-in to list tools · v2.4.0 · published by GitHub user inite-ai

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

Deletes · 2Final · 2Changes · 7

30 tools: 2 can delete or cancel things, 2 do something that can't be undone, 7 change things and 19 only read.

Scanned Oct 21, 2026

2 checks matched something in the tool definitions. No finding is not a safety guarantee. How the checks work.

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

Findings

Matches of fixed checks, with the text they matched.

1 warn1 info
  • The server marks "synthesize" read-only (readOnlyHint: true), and its own name, description or input give the class "write".

    Matched text

    annotations: {"readOnlyHint":true,"openWorldHint":false}; The description's first verb is "run": a word for a change.

    What this check looks for
  • The description mentions "credential".

    Matched text

    description: "The tenant this credential writes to (companyId, its display name,..."

    What this check looks for

Tools

Open a tool for its reasons and full description. Descriptions are the publisher's own words, shown as they are.

30 tools

Deletes or cancels 2Claude Code: deny
  • retire_procedureMark a procedural memory row as retired (sets retiredAt).No findings

    Why it is in this group

    • The description's first verb is "mark": a word for a change.
    • The server marks it destructive (destructiveHint: true).
    Description, as the server wrote it
    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 — distinct from a hard delete because the row stays for audit.

    Annotations the server declares

    • readOnlyHint: false
    • destructiveHint: true
    • openWorldHint: false
  • retract_factMark a fact as no longer believed.No findings

    Why it is in this group

    • The description's first verb is "mark": a word for a change.
    • The server marks it destructive (destructiveHint: true).
    Description, as the server wrote it
    Mark a fact as no longer believed. Cascades to facts derived from this one. Does not delete; the row remains for audit.

    Annotations the server declares

    • readOnlyHint: false
    • destructiveHint: true
    • openWorldHint: false
Can't be undone 2Claude Code: ask
  • record_decisionCapture the non-derivable engineering "why" about a code location: a design decision, its rationale, an invariant that must hold, or a gotcha.No findings

    Why it is in this group

    • The description's first verb is "capture": a word that usually means money moves, which cannot be taken back.
    Description, as the server wrote it
    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 SCIP-style symbol or file path (NOT line numbers — survives edits). Stored as a bitemporal typed fact: re-recording a `decided` / `invariant` for the same anchor SUPERSEDES the prior one (decision evolution over time), while `because` / `gotcha` accumulate. Attach commit / location for provenance.

    Annotations the server declares

    • readOnlyHint: false
    • destructiveHint: false
    • openWorldHint: false
Changes things 7Claude Code: ask
  • about_brainWhat this server is and what it can do, before you connect.No findings

    Why it is in this group

    • Nothing in its name or description says what it does, so it is counted as a write.
    • The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
    Description, as the server wrote it
    What this server is and what it can do, before you connect. Reads nothing and stores nothing.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • detect_contradictionDry-run preflight against fn::resolve_fact.No findings

    Why it is in this group

    • Nothing in its name or description says what it does, so it is counted as a write.
    • The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
    Description, as the server wrote it
    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. wouldOutcome ∈ {INSERTED, SUPERSEDED, COMPETING, REJECTED}; reasoning explains which rule fired (semantics class, score gap vs margin, cosine threshold, etc); opposingFacts lists the same-predicate priors the resolver would have weighed against. Useful where the cost of a contested write is high (e.g. agent loops that pay an ingest credit). Fidelity: this preflight uses the SEED source-trust table and authority 0 — the live resolver scores opponents with the learned domain-scoped rates (migration 0045) and declared source authority (migration 0046), so predictions can differ for sources with conflict history or a registered authLevel.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • how_to_connectThe two ways to authenticate, and what each is for.No findings

    Why it is in this group

    • Nothing in its name or description says what it does, so it is counted as a write.
    • The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
    Description, as the server wrote it
    The two ways to authenticate, and what each is for. Reads nothing and stores nothing.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • match_procedureCosine-matches procedural memory (curated 'how to' patterns the operator recorded) against a free-text context query.No findings

    Why it is in this group

    • Nothing in its name or description says what it does, so it is counted as a write.
    • The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
    Description, as the server wrote it
    Cosine-matches procedural memory (curated 'how to' patterns the operator recorded) against a free-text context query. Returns top-K procedures sorted by similarity DESC then priority ASC. Surfaces the behaviour rules that apply to a context — e.g. "user asks about pricing" → "mention they're on platinum tier; they get 20% off". Procedural memory is the third tier alongside facts (semantic) and episodes (timeline).

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • record_factInsert a fact about an entity.No findings

    Why it is in this group

    • The description's first verb is "insert": a word for a change.
    Description, as the server wrote it
    Insert a fact about an entity. Triggers brain conflict resolution (INSERTED / SUPERSEDED / COMPETING / REJECTED). Most facts come from event ingestion; this records one directly.

    Annotations the server declares

    • readOnlyHint: false
    • destructiveHint: false
    • openWorldHint: false
  • record_procedureRecord a 'how to' pattern that is surfaced when a similar context appears later.No findings

    Why it is in this group

    • Nothing in its name or description says what it does, so it is counted as a write.
    Description, as the server wrote it
    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 about pricing"); action = the behaviour to apply (e.g. "mention they're on platinum tier; they get 20% off"). priority orders ties when multiple procedures match the same context (lower is higher priority; default 100). decayHalfLifeDays is a forward hook for v0.2 relevance decay; v1 ignores it at read time.

    Annotations the server declares

    • readOnlyHint: false
    • destructiveHint: false
    • openWorldHint: false
  • synthesizeRuns 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 then judges whether eve…1 finding

    Why it is in this group

    • The description's first verb is "run": a word for a change.
    • The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.

    Findings

    • Warn

      The server marks "synthesize" read-only (readOnlyHint: true), and its own name, description or input give the class "write".

      Matched text

      annotations: {"readOnlyHint":true,"openWorldHint":false}; The description's first verb is "run": a word for a change.

      What this check looks for
    Description, as the server wrote it
    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 then judges whether every claim is supported. Three guardrail modes: strict (default) returns null on partial / unsupported / verifier outage (fail-closed); lenient returns the answer alongside the verifier verdict; off skips the verifier. Returns a direct natural-language answer rather than raw search results. Embedding model on this tenant: set per workspace.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
Only reads 19Claude Code: allow
  • find_entity_communitiesReturns the topic communities a given entity is a member of.No findings

    Why it is in this group

    • The name "find_entity_communities" says "find": a word for reading.
    Description, as the server wrote it
    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 from one entity to the wider neighbourhood the cluster summarises.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • get_competing_factsReturns facts in COMPETING status — those the conflict resolver couldn't auto-supersede because two same-predicate bitemporal facts overlap in valid-time and are too cosine-close w…No findings

    Why it is in this group

    • The name "get_competing_facts" says "get": a word for reading.
    Description, as the server wrote it
    Returns facts in COMPETING status — those the conflict resolver couldn't auto-supersede because two same-predicate bitemporal facts overlap in valid-time and are too cosine-close within margin. Grouped by (entityId, predicate); 2-fact groups are pairs the resolver left for adjudication, 3+-fact groups are multi-way disagreements escalated for human review. Answers "is this entity already conflicted on this predicate?" and can drive an in-product reviewer queue. asOf filters to disagreements that were live at that moment.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • get_entity_profileFull profile of one entity: canonical name, type, externalRefs (cross-vertical ids), and active facts.No findings

    Why it is in this group

    • The name "get_entity_profile" says "get": a word for reading.
    Description, as the server wrote it
    Full profile of one entity: canonical name, type, externalRefs (cross-vertical ids), and active facts. externalRefs point back to the originating vertical, where fresh state can be rehydrated via @inite/api-kit.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • get_entity_timelineChronological audit of all facts brain has learned about this entity, including retracted ones.No findings

    Why it is in this group

    • The name "get_entity_timeline" says "get": a word for reading.
    Description, as the server wrote it
    Chronological audit of all facts brain has learned about this entity, including retracted ones. Useful for "what did we know when" investigations.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • get_factRead a single fact as stored — predicate (aspect), object (statement), confidence, validity window, source attribution (vertical / recorder / conversationId), and lifecycle state.No findings

    Why it is in this group

    • The name "get_fact" says "get": a word for reading.
    Description, as the server wrote it
    Read a single fact as stored — predicate (aspect), object (statement), confidence, validity window, source attribution (vertical / recorder / conversationId), and lifecycle state. Retracted facts still resolve (retracted: true) — "why did I stop remembering this" is part of the trust story; only visibility fences turn into not-found. groundingStatus (grounded | ungrounded) appears on facts stamped by the claim-grounding plane (EVIDENCE_GROUNDING_STAMP); legacy rows carry no key. Same shape as GET /v1/facts/:id. Takes a factId as returned by searches and writes and returns the full trust record behind it.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • get_fact_provenanceReturn the grounding provenance behind one fact: the verbatim conversation turns it was derived from (episodes, chronological, with char-span quotes when the deriver stamped them).No findings

    Why it is in this group

    • The name "get_fact_provenance" says "get": a word for reading.
    Description, as the server wrote it
    Return the grounding provenance behind one fact: the verbatim conversation turns it was derived from (episodes, chronological, with char-span quotes when the deriver stamped them). When the server runs with the recursive-closure flag the response additionally carries derivedFacts + closure (the transitive derivedFrom support graph); a plain deployment returns episodes only — the response is a passthrough of GET /v1/facts/:id/provenance, no field filtering. Traversal depth is a server-side policy (flag + caps), not a caller knob. Lets a surprising fact be audited before it is trusted or retracted.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • get_source_reputationReturn everything brain knows ABOUT a source (not its facts): the operator-declared identity (type, authLevel — authority in conflict resolution), the learned per-domain agreement …No findings

    Why it is in this group

    • The name "get_source_reputation" says "get": a word for reading.
    Description, as the server wrote it
    Return everything brain knows ABOUT a source (not its facts): the operator-declared identity (type, authLevel — authority in conflict resolution), the learned per-domain agreement rates (domain = predicate; null domain = the global blended rate; rates need >=8 samples before the resolver trusts them over the neutral 0.5), and the reputation-over-time history. sourceKey is `vertical:recorder` (recorder falls back to `_`) — the same key facts carry in trustSnapshot.sourceKey. Shows how much weight a fact whose trustSnapshot looks surprising deserves.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • graph_retrieveResolves the named entities by canonical name, walks their 1-hop neighbourhood over knowledge_edge, and returns facts across seeds ∪ neighbours, optionally filtered by predicate hi…No findings

    Why it is in this group

    • The name "graph_retrieve" says "retrieve": a word for reading.
    Description, as the server wrote it
    Resolves the named entities by canonical name, walks their 1-hop neighbourhood over knowledge_edge, and returns facts across seeds ∪ neighbours, optionally filtered by predicate hints. Works from entities named up front and returns what the graph holds around them ("who runs engineering at Acme" — the answer lives on a neighbour, not on Acme itself). Seeds score 1.0, neighbours 0.7; soft-fails to an empty result.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • list_communitiesPaginated listing of topic communities, largest first.No findings

    Why it is in this group

    • The name "list_communities" says "list": a word for reading.
    Description, as the server wrote it
    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.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • list_proceduresPaginated listing of procedural memory for admin/review UIs.No findings

    Why it is in this group

    • The name "list_procedures" says "list": a word for reading.
    Description, as the server wrote it
    Paginated listing of procedural memory for admin/review UIs. Sorted by priority ASC, createdAt DESC. Set includeRetired=true to see soft-deleted rows.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • memory_diffReturns everything brain learned, unlearned, or replaced between two ISO 8601 cursors [from, to).No findings

    Why it is in this group

    • The name "memory_diff" says "diff": a word for reading.
    Description, as the server wrote it
    Returns everything brain learned, unlearned, or replaced between two ISO 8601 cursors [from, to). createdFacts = new active facts; retractedFacts = facts marked retracted in-window with no successor; changedFacts = facts that were superseded by another (carries before+after); newEntities = entities created in-window; forgottenEntities = GDPR-erased tombstones; lapsedExpectations = temporary states (ill, away) whose expected end passed in-window with nothing confirming or ending them — worth asking about. Driving use case: "what changed since the last conversation?" Scope with entityIds and/or predicates to narrow the diff to a feature surface. Window is half-open; consecutive diffs over adjacent windows never double-count.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • recall_decisionsFind recorded design decisions / rationale / invariants / gotchas by NL topic ("why do we resolve facts through one gateway?"), across ALL code anchors — a semantic search over cod…No findings

    Why it is in this group

    • The description's first verb is "find": a word for reading.
    Description, as the server wrote it
    Find recorded design decisions / rationale / invariants / gotchas by NL topic ("why do we resolve facts through one gateway?"), across ALL code anchors — a semantic search over code-memory, rather than one known anchor. Returns matches with their code anchor + kind, ranked by relevance.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • search_communitiesCosine-matches the query against topic-community summaries — the coarse retrieval scope.No findings

    Why it is in this group

    • The name "search_communities" says "search": a word for reading.
    Description, as the server wrote it
    Cosine-matches the query against topic-community summaries — the coarse retrieval scope. A community is a cluster of related entities (label propagation over the entity graph) with one rolled-up summary. Suited to broad questions ("what do we know about X domain"): it returns an overview of a domain rather than individual facts. Communities are (re)built off-hours by the dreams loop; an empty result means clustering has not run or the graph is too sparse.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • search_knowledgeSemantic search over the company knowledge graph.No findings

    Why it is in this group

    • The name "search_knowledge" says "search": a word for reading.
    Description, as the server wrote it
    Semantic search over the company knowledge graph. Returns entities with their top facts and external references back to the originating verticals. Apply asOf for historical "what was true on X" queries (valid time: a fact brain learned after X still shows). Embedding model on this tenant: set per workspace.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • search_multi_hopPlanner-LLM decomposes the query into ≤ maxHops anchored sub-queries; later hops are anchored to the running entity set so the engine never spends compute on candidates already dis…No findings

    Why it is in this group

    • The name "search_multi_hop" says "search": a word for reading.
    Description, as the server wrote it
    Planner-LLM decomposes the query into ≤ maxHops anchored sub-queries; later hops are anchored to the running entity set so the engine never spends compute on candidates already disqualified. Built for questions that combine evidence across turns / sessions, or that require reasoning over multiple entities ("tenants who complained in April AND upgraded after"). Set synthesize=true to get a grounded answer with citations alongside the per-hop trace. Returns finalEntityIds + supportingFactIds (HotpotQA-style evidence chain) so the caller can audit which facts drove the answer. Embedding model on this tenant: set per workspace.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • summarize_entityReturns a short one-line briefing about the entity — name, type, the most-confident active facts, external refs — suitable for dropping into an LLM context window.No findings

    Why it is in this group

    • The name "summarize_entity" says "summarize": a word for reading.
    Description, as the server wrote it
    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 window. Caches in-process (per companyId / entityId / asOf / styleHint) so a hot entity touched across many turns doesn't reload the profile. styleHint='neutral' | 'sales' | 'support' are template-rendered (no LLM call). styleHint='client_llm' opts into MCP SAMPLING: brain asks the connected client (Claude Desktop / agent runtime) to write the one-liner with its own model — zero brain-side OpenAI cost, perfect for self-hosters who don't want brain holding an LLM key. Falls back to neutral template + sampledBy='local_template' when the client doesn't advertise sampling capability. A briefing in place of the full profile, timeline and competing facts.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • whyReturn the design decisions, rationale, invariants and gotchas recorded against a code anchor — the non-derivable engineering "why" a parser cannot recover from source.No findings

    Why it is in this group

    • The description's first verb is "return": a word for reading.
    Description, as the server wrote it
    Return the design decisions, rationale, invariants and gotchas recorded against a code anchor — the non-derivable engineering "why" a parser cannot recover from source. The anchor is a SCIP-style symbol string ("pkg/namespace/symbol") or a file path ("repo/path/file.ts"). Pass asOf to recall what was known at a past instant (bitemporal). Returns found:0 with empty memory when nothing is recorded.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • workspace_statusThe tenant this credential writes to (companyId, its display name, whether it is a personal workspace), what is already in its memory (entities, active facts, facts recorded in the…1 finding

    Why it is in this group

    • The name "workspace_status" says "status": a word for reading.

    Findings

    • Info

      The description mentions "credential".

      Matched text

      description: "The tenant this credential writes to (companyId, its display name,..."

      What this check looks for
    Description, as the server wrote it
    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, facts recorded in the last 7 days), how many Domain Packs are installed, for a user-bound connection who the user is in this memory (`user.name` — the name the memory has learned from them, null until it has), and `nextSteps` — the setup actions that would actually change something, derived from that state rather than a stored checklist (including asking the user how to address them, once, and recording it). Answers "which workspace am I writing to?" and explains why memory answers may look emptier than expected.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false

This is not a safety rating, and no finding is not a safety guarantee. The groups and findings come from fixed checks of the tool definitions the server returned on the date shown, not from its code or what it does when called. How the checks work.

Install

Pinned to version 2.4.0. Values in angle brackets are yours to fill in.

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

Run in a terminal.

Claude Code permissions

Allow the reads, ask before a change, deny the deletes. Paste into .claude/settings.json.

.claude/settings.json
{
  "permissions": {
    "allow": [
      "mcp__inite-brain-service__search_knowledge",
      "mcp__inite-brain-service__search_multi_hop",
      "mcp__inite-brain-service__graph_retrieve",
      "mcp__inite-brain-service__memory_diff",
      "mcp__inite-brain-service__get_entity_profile",
      "mcp__inite-brain-service__get_entity_timeline",
      "mcp__inite-brain-service__summarize_entity",
      "mcp__inite-brain-service__get_competing_facts",
      "mcp__inite-brain-service__get_fact",
      "mcp__inite-brain-service__get_fact_provenance",
      "mcp__inite-brain-service__find_related_entities",
      "mcp__inite-brain-service__list_procedures",
      "mcp__inite-brain-service__search_communities",
      "mcp__inite-brain-service__list_communities",
      "mcp__inite-brain-service__find_entity_communities",
      "mcp__inite-brain-service__why",
      "mcp__inite-brain-service__recall_decisions",
      "mcp__inite-brain-service__get_source_reputation",
      "mcp__inite-brain-service__workspace_status"
    ],
    "ask": [
      "mcp__inite-brain-service__about_brain",
      "mcp__inite-brain-service__how_to_connect",
      "mcp__inite-brain-service__synthesize",
      "mcp__inite-brain-service__detect_contradiction",
      "mcp__inite-brain-service__match_procedure",
      "mcp__inite-brain-service__record_fact",
      "mcp__inite-brain-service__link_entities",
      "mcp__inite-brain-service__record_procedure",
      "mcp__inite-brain-service__record_decision"
    ],
    "deny": [
      "mcp__inite-brain-service__retract_fact",
      "mcp__inite-brain-service__retire_procedure"
    ]
  }
}

Tools that only read are allowed, tools that change things ask first, tools that delete or cancel are denied. It assumes the server is installed as inite-brain-service. Review it before you use it.