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.
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
- Deletes or cancels2Claude Code: deny: see these tools
- Can't be undone2Claude Code: ask: see these tools
- Changes things7Claude Code: ask: see these tools
- Only reads19Claude Code: allow: see these tools
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/mcpFindings
Matches of fixed checks, with the text they matched.
- Warnsynthesize
The server marks "synthesize" read-only (readOnlyHint: true), and its own name, description or input give the class "write".
What this check looks forMatched text
annotations: {"readOnlyHint":true,"openWorldHint":false}; The description's first verb is "run": a word for a change.
- Infoworkspace_status
The description mentions "credential".
What this check looks forMatched text
description: "The tenant this credential writes to (companyId, its display name,..."
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
link_entitiesInsert an edge between two entities.No findings
Why it is in this group
- The name "link_entities" says "link": a word for a change.
- The input addresses people (input.to): what it sends cannot be taken back.
Description, as the server wrote it Insert an edge between two entities. `kind` is the edge type — `identity_of` merges the `from` entity into `to` (cross-vertical identity reconciliation), other typed edges (`paid_for`, `mentioned_in`, `worked_with`, …) are surfaced in related-entity reads and contribute to PPR / SubgraphRAG context. Most edges come from event ingestion; this inserts one directly. identity_of rejects a request that names the same end twice and any merge that would close a cycle; declaring an identity that already holds answers `alreadyIdentical: true` with no edge, so a replay is safe.
Annotations the server declares
- readOnlyHint: false
- destructiveHint: false
- openWorldHint: false
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".
What this check looks forMatched text
annotations: {"readOnlyHint":true,"openWorldHint":false}; The description's first verb is "run": a word for a change.
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".
What this check looks forMatched text
description: "The tenant this credential writes to (companyId, its display name,..."
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/mcpRun in a terminal.
Claude Code permissions
Allow the reads, ask before a change, deny the deletes. Paste into .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.
