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1278 lines (1278 loc) · 35 KB
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{
"tools": [
{
"name": "memory_store",
"description": "Store a new memory or knowledge entry",
"inputSchema": {
"type": "object",
"properties": {
"content": {
"type": "string",
"description": "The content to store"
},
"tier": {
"type": "string",
"enum": [
"hot",
"warm",
"cold"
],
"description": "Storage tier (default: warm; use pinned:true for the pinned tier)"
},
"contentType": {
"type": "string",
"enum": [
"memory",
"knowledge"
],
"description": "Content type (default: memory)"
},
"entryType": {
"type": "string",
"enum": [
"correction",
"preference",
"decision",
"surfaced",
"imported",
"compacted",
"ingested"
],
"description": "Entry type"
},
"project": {
"type": "string",
"description": "Project scope"
},
"tags": {
"type": [
"array",
"string"
],
"items": {
"type": "string"
},
"description": "Tags (array, JSON-encoded array string, or comma-separated string)"
},
"source": {
"type": "string",
"description": "Source identifier"
},
"visibility": {
"type": "string",
"enum": [
"private",
"team",
"public"
],
"description": "Entry visibility: \u0027private\u0027 (default), \u0027team\u0027, or \u0027public\u0027"
},
"scope": {
"type": "string",
"description": "Scope for this entry (e.g. user:paul, team:eng, service:bot). Uses configured default if omitted."
},
"pinned": {
"type": "boolean",
"description": "Store as sticky in the hot tier (always injected, never decays or compacts). Mutually exclusive with tier."
}
},
"required": [
"content"
]
}
},
{
"name": "memory_search",
"description": "Search memories and knowledge using semantic similarity",
"inputSchema": {
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "Search query"
},
"topK": {
"type": "number",
"description": "Number of results to return (default: 10)"
},
"minScore": {
"type": "number",
"description": "Minimum similarity score (0-1)"
},
"tiers": {
"type": "array",
"items": {
"type": "string",
"enum": [
"hot",
"warm",
"cold"
]
},
"description": "Tiers to search (default: all)"
},
"contentTypes": {
"type": "array",
"items": {
"type": "string",
"enum": [
"memory",
"knowledge"
]
},
"description": "Content types to search (default: all)"
},
"scopes": {
"type": "array",
"items": {
"type": "string"
},
"description": "Scope(s) to search. Defaults to configured default scope. Pass multiple to broaden (e.g. [\u0022user:paul\u0022,\u0022global:jira\u0022])."
}
},
"required": [
"query"
]
}
},
{
"name": "memory_feedback",
"description": "Record whether a retrieved memory (by retrievalId) was actually used",
"inputSchema": {
"type": "object",
"properties": {
"retrievalId": {
"type": "string",
"description": "Id returned by memory_search/kb_search"
},
"used": {
"type": "boolean",
"description": "Whether the retrieved memory was used (default true)"
},
"signal": {
"type": "string",
"description": "Optional free-text outcome signal"
}
},
"required": [
"retrievalId"
]
}
},
{
"name": "memory_get",
"description": "Retrieve a specific memory entry by ID",
"inputSchema": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Entry ID"
}
},
"required": [
"id"
]
}
},
{
"name": "memory_get_all",
"description": "Full dump of all entries matching filters (no pagination)",
"inputSchema": {
"type": "object",
"properties": {
"tier": {
"type": "string",
"description": "Storage tier to dump (default: warm)"
},
"source_tool": {
"type": "string",
"description": "Filter by source tool (metadata key)"
},
"tags": {
"type": "array",
"items": {
"type": "string"
},
"description": "Filter by tags (metadata key)"
}
}
}
},
{
"name": "memory_update",
"description": "Update an existing memory entry",
"inputSchema": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Entry ID"
},
"content": {
"type": "string",
"description": "New content"
},
"summary": {
"type": "string",
"description": "New summary"
},
"tags": {
"type": [
"array",
"string"
],
"items": {
"type": "string"
},
"description": "New tags (array, JSON-encoded array string, or comma-separated string)"
},
"project": {
"type": "string",
"description": "New project"
}
},
"required": [
"id"
]
}
},
{
"name": "memory_delete",
"description": "Delete a memory entry by ID",
"inputSchema": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Entry ID"
}
},
"required": [
"id"
]
}
},
{
"name": "memory_promote",
"description": "Promote a memory or knowledge entry to a warmer tier (re-embeds)",
"inputSchema": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Entry ID"
},
"tier": {
"type": "string",
"enum": [
"hot",
"warm"
],
"description": "Target tier (default: hot)"
},
"type": {
"type": "string",
"enum": [
"memory",
"knowledge"
],
"description": "Target content type (default: source type)"
}
},
"required": [
"id"
]
}
},
{
"name": "memory_demote",
"description": "Demote a memory or knowledge entry to a colder tier (re-embeds)",
"inputSchema": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Entry ID"
},
"tier": {
"type": "string",
"enum": [
"warm",
"cold"
],
"description": "Target tier (default: cold)"
},
"type": {
"type": "string",
"enum": [
"memory",
"knowledge"
],
"description": "Target content type (default: source type)"
}
},
"required": [
"id"
]
}
},
{
"name": "memory_pin",
"description": "Pin a memory or knowledge entry: marks it sticky in the hot tier where it is always injected into session context and never decays or compacts",
"inputSchema": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Entry ID"
},
"scope": {
"type": "string",
"enum": [
"project",
"global"
],
"description": "Pin visibility: \u0027project\u0027 scopes to a project, \u0027global\u0027 clears the project (visible everywhere). Omitted: keep the entry\u0027s current project."
},
"project": {
"type": "string",
"description": "Project name used with scope=\u0027project\u0027. Omitted: keep the entry\u0027s existing project."
},
"type": {
"type": "string",
"enum": [
"memory",
"knowledge"
],
"description": "Target content type (default: source type)"
}
},
"required": [
"id"
]
}
},
{
"name": "memory_unpin",
"description": "Unpin a pinned entry: clears its sticky flag so it stays in the hot tier as an earned resident and the normal decay/compaction lifecycle resumes",
"inputSchema": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Entry ID"
},
"type": {
"type": "string",
"enum": [
"memory",
"knowledge"
],
"description": "Target content type (default: source type)"
}
},
"required": [
"id"
]
}
},
{
"name": "memory_inspect",
"description": "Show full details for a memory or knowledge entry",
"inputSchema": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Entry ID"
}
},
"required": [
"id"
]
}
},
{
"name": "memory_history",
"description": "Show recent compaction movements",
"inputSchema": {
"type": "object",
"properties": {
"limit": {
"type": "number",
"description": "Max rows to return (1..1000, default 50)"
}
}
}
},
{
"name": "memory_recent",
"description": "List recent memories newest-first by timestamp, merged across tiers",
"inputSchema": {
"type": "object",
"properties": {
"limit": {
"type": "number",
"description": "Max entries to return (1..200, default 20)"
},
"tier": {
"type": "string",
"enum": [
"hot",
"warm",
"cold"
],
"description": "Restrict to one tier; default all merged"
},
"type": {
"type": "string",
"description": "Filter by entry type: correction|preference|decision|surfaced|imported|compacted|ingested"
},
"project": {
"type": "string",
"description": "Filter by exact project name"
},
"order": {
"type": "string",
"enum": [
"created",
"updated",
"accessed"
],
"description": "Sort field (default created)"
},
"scopes": {
"type": "array",
"items": {
"type": "string"
},
"description": "Scope filter; defaults to the server\u0027s default scope"
}
}
}
},
{
"name": "memory_list",
"description": "Paginated listing of memory entries with optional filters",
"inputSchema": {
"type": "object",
"properties": {
"tier": {
"type": "string",
"enum": [
"hot",
"warm",
"cold"
],
"description": "Restrict to one tier; default all"
},
"sticky": {
"type": "boolean",
"description": "When true, list only sticky (pinned) hot entries"
},
"content_type": {
"type": "string",
"enum": [
"memory",
"knowledge"
],
"description": "Restrict to one content type; default both"
},
"tags": {
"type": "array",
"items": {
"type": "string"
},
"description": "Filter by tags stored in metadata"
},
"project": {
"type": "string",
"description": "Filter by exact project name"
},
"source_tool": {
"type": "string",
"description": "Filter by source tool (metadata)"
},
"limit": {
"type": "integer",
"description": "Max entries to return (default 50, max 200)"
},
"offset": {
"type": "integer",
"description": "Number of entries to skip (default 0)"
}
}
}
},
{
"name": "memory_lineage",
"description": "Show compaction ancestry for an entry",
"inputSchema": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Entry ID"
}
},
"required": [
"id"
]
}
},
{
"name": "memory_export",
"description": "Export memory/knowledge entries as a JSON envelope",
"inputSchema": {
"type": "object",
"properties": {
"tiers": {
"description": "Optional tier filter (array or comma-separated string)",
"oneOf": [
{
"type": "array",
"items": {
"type": "string",
"enum": [
"hot",
"warm",
"cold"
]
}
},
{
"type": "string"
}
]
},
"types": {
"description": "Optional content-type filter (array or comma-separated string)",
"oneOf": [
{
"type": "array",
"items": {
"type": "string",
"enum": [
"memory",
"knowledge"
]
}
},
{
"type": "string"
}
]
}
}
}
},
{
"name": "memory_import",
"description": "Import memory/knowledge entries from a JSON array",
"inputSchema": {
"type": "object",
"properties": {
"entries": {
"type": "array",
"description": "Array of entry objects matching the memory_export row shape",
"items": {
"type": "object"
}
}
},
"required": [
"entries"
]
}
},
{
"name": "memory_extract",
"description": "Store facts, decisions, preferences, corrections, and action items extracted from text by the host LLM. This tool only persists; extraction is the host\u0027s job.",
"inputSchema": {
"type": "object",
"properties": {
"source": {
"type": "string",
"description": "Source identifier (e.g. \u0027conversation_compact\u0027)"
},
"facts": {
"type": "array",
"items": {
"type": "object",
"properties": {
"type": {
"type": "string",
"enum": [
"decision",
"fact",
"preference",
"correction",
"action_item"
]
},
"content": {
"type": "string"
},
"tags": {
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"type",
"content"
]
}
}
},
"required": [
"source",
"facts"
]
}
},
{
"name": "kb_search",
"description": "Search the knowledge base (cold/knowledge tier)",
"inputSchema": {
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "Search query"
},
"collection": {
"type": "string",
"description": "Optional collection ID to restrict search"
},
"top_k": {
"type": "number",
"description": "Number of results to return (default: 10)"
},
"scopes": {
"type": "array",
"items": {
"type": "string"
},
"description": "Scope(s) to search. Defaults to configured default scope. Pass multiple to broaden (e.g. [\u0022user:paul\u0022,\u0022global:jira\u0022])."
}
},
"required": [
"query"
]
}
},
{
"name": "kb_ingest_file",
"description": "Ingest a single file into the knowledge base",
"inputSchema": {
"type": "object",
"properties": {
"path": {
"type": "string",
"description": "Path to the file to ingest"
},
"collection": {
"type": "string",
"description": "Optional collection ID to add to"
},
"scope": {
"type": "string",
"description": "Scope for ingested entries (e.g. user:paul, team:eng, service:bot). Uses configured default if omitted."
}
},
"required": [
"path"
]
}
},
{
"name": "kb_ingest_dir",
"description": "Ingest a directory of files into the knowledge base",
"inputSchema": {
"type": "object",
"properties": {
"path": {
"type": "string",
"description": "Path to the directory to ingest"
},
"glob": {
"type": "string",
"description": "Optional glob pattern to filter files"
},
"collection": {
"type": "string",
"description": "Optional collection name override"
},
"scope": {
"type": "string",
"description": "Scope for ingested entries (e.g. user:paul, team:eng, service:bot). Uses configured default if omitted."
}
},
"required": [
"path"
]
}
},
{
"name": "kb_list_collections",
"description": "List knowledge base collections with document and chunk counts",
"inputSchema": {
"type": "object",
"properties": {}
}
},
{
"name": "kb_refresh",
"description": "Re-ingest a knowledge base collection from its source path",
"inputSchema": {
"type": "object",
"properties": {
"collection": {
"type": "string",
"description": "Collection id to refresh"
}
},
"required": [
"collection"
]
}
},
{
"name": "kb_remove",
"description": "Remove a knowledge base entry (cascades to children)",
"inputSchema": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Entry id (collection root or chunk)"
}
},
"required": [
"id"
]
}
},
{
"name": "kb_summarize",
"description": "Set the summary field on a knowledge base collection",
"inputSchema": {
"type": "object",
"properties": {
"collection": {
"type": "string",
"description": "Collection id"
},
"summary": {
"type": "string",
"description": "Summary text to write"
}
},
"required": [
"collection",
"summary"
]
}
},
{
"name": "kb_resolve",
"description": "Resolve a file path to its knowledge base chunks (token-efficient alternative to reading the raw file)",
"inputSchema": {
"type": "object",
"properties": {
"path": {
"type": "string",
"description": "File path to resolve to knowledge base chunks"
}
},
"required": [
"path"
]
}
},
{
"name": "session_start",
"description": "Initialize a session: sync host tool imports and assemble hot tier context",
"inputSchema": {
"type": "object",
"properties": {},
"required": []
}
},
{
"name": "session_end",
"description": "End a session: compact the hot tier and return compaction results",
"inputSchema": {
"type": "object",
"properties": {},
"required": []
}
},
{
"name": "session_context",
"description": "Return current hot tier entries as formatted context text",
"inputSchema": {
"type": "object",
"properties": {},
"required": []
}
},
{
"name": "session_refresh",
"description": "Refresh hot-tier context mid-session. Recalculates decay scores, runs warm sweep, promotes/demotes entries, and returns updated context with efficiency stats.",
"inputSchema": {
"type": "object",
"properties": {
"task": {
"type": "string",
"description": "Optional: current task description for task-aware ranking (Phase 2)"
}
},
"required": []
}
},
{
"name": "eval_report",
"description": "Aggregate retrieval-event metrics over a time window",
"inputSchema": {
"type": "object",
"properties": {
"days": {
"type": "number",
"description": "Window in days (default 7)"
},
"session": {
"type": "string",
"description": "Filter by session id"
},
"config_snapshot": {
"type": "string",
"description": "Filter by config snapshot id"
},
"threshold": {
"type": "number",
"description": "Similarity threshold override"
},
"source": {
"type": "string",
"description": "Query source to score (default \u0027assistant\u0027)"
},
"grace_minutes": {
"type": "number",
"description": "Minutes before an un-acted retrieval counts as a miss (default 60)"
}
}
}
},
{
"name": "eval_benchmark",
"description": "Run the retrieval benchmark suite (long-running)",
"inputSchema": {
"type": "object",
"properties": {
"corpus": {
"type": "string",
"description": "Path to corpus JSONL"
},
"benchmark": {
"type": "string",
"description": "Path to benchmark JSONL"
}
}
}
},
{
"name": "eval_compare",
"description": "Compare retrieval metrics between two config snapshots",
"inputSchema": {
"type": "object",
"properties": {
"baseline": {
"type": "string",
"description": "Snapshot name/id to compare against (alias: before)"
},
"before": {
"type": "string",
"description": "Snapshot name/id to compare against"
},
"after": {
"type": "string",
"description": "Snapshot name/id to compare (default \u0027latest\u0027)"
},
"days": {
"type": "number",
"description": "Window in days (default 30)"
}
}
}
},
{
"name": "eval_snapshot",
"description": "Create a named config snapshot (dedupes against the latest)",
"inputSchema": {
"type": "object",
"properties": {
"name": {
"type": "string",
"description": "Snapshot name"
}
},
"required": [
"name"
]
}
},
{
"name": "eval_grow",
"description": "List or resolve pending benchmark candidates",
"inputSchema": {
"type": "object",
"properties": {
"action": {
"type": "string",
"enum": [
"list",
"resolve"
],
"description": "list pending candidates, or resolve accepts/rejects"
},
"accept": {
"type": "array",
"items": {
"type": "string"
},
"description": "candidate ids to accept (resolve)"
},
"reject": {
"type": "array",
"items": {
"type": "string"
},
"description": "candidate ids to reject (resolve)"
},
"benchmark": {
"type": "string",
"description": "path to benchmark JSONL (resolve)"
}
},
"required": [
"action"
]
}
},
{
"name": "config_get",
"description": "Return the full effective config, or a specific dotted key",
"inputSchema": {
"type": "object",
"properties": {
"key": {
"type": "string",
"description": "Dotted config key (optional; omit for full config)"
}
}
}
},
{
"name": "config_set",
"description": "Write a user-override config value (dotted key)",
"inputSchema": {
"type": "object",
"properties": {
"key": {
"type": "string",
"description": "Dotted config key"
},
"value": {
"description": "New value (string/number/bool)"
}
},
"required": [
"key",
"value"
]
}
},
{