Every memory carries the identity of the AI that learned it. Every recall surfaces it. Provenance for AI knowledge — built in from day one.
Every recall result tells you which AI learned the memory. This is the differentiator: ai-memory doesn't just store knowledge — it remembers who added it, and that information is in front of every agent that recalls.
metadata.agent_id is a first-class field on every memory. When your AI calls memory_recall, the response includes a column telling you which agent each result came from — by default, in the token-efficient TOON compact format that AI clients are already optimised for.
Default recall output (TOON compact format):
count:5|mode:hybrid|tokens_used:842
memories[id|title|tier|namespace|priority|score|tags|agent_id]:
a1b2|Project DB is PostgreSQL 16|long|infra|8|0.91|database,postgres|ai:claude-code@workstation:pid-3812
c3d4|API rate limit is 100 rps|long|infra|7|0.87|api,limits|ai:claude-desktop@laptop:pid-5219
e5f6|Use TOON not JSON for MCP|long|protocol|9|0.82|toon,mcp,tokens|host:pop-os:pid-1144-ad1b9c
g7h8|Deploy gate fixed for v0.6.3|long|releases|6|0.79|deploy,gate|ai:codex@server:pid-9911
i9j0|Ship-gate cleanup complete|long|releases|5|0.74|cleanup|alice
Eight columns. Last column is agent_id. The recall blends what's relevant (text, semantics, priority, recency) and tells you who wrote it.
agent_id means.agent_id is a claimed identity attached to every memory at write time. It survives every operation that touches the memory: update, dedup, import, sync, consolidate. It's the substrate for filtering, scoping, governance, and (in v0.7) cryptographic attestation.
Honest framing:agent_idtoday is claimed, not attested. Don't make security decisions on it without pairing with agent registration (Task 1.3 — upcoming) or attestation (v0.7+). The schema reservation for cryptographic signatures lives atmemory_links.signature(schema v15, v0.6.3) and gets wired in v0.7.
When ai-memory decides what agent_id to stamp on a new memory:
--agent-id <id> flag, or agent_id field on the MCP tool, or metadata.agent_id embedded in a store requestAI_MEMORY_AGENT_ID environment variableinitialize.clientInfo.name → e.g. ai:claude-code@workstation:pid-3812host:<hostname>:pid-<pid>-<uuid8>anonymous:pid-<pid>-<uuid8> if hostname unavailableagent_id field in POST /api/v1/memories bodyX-Agent-Id request headeranonymous:req-<uuid8> (logged at WARN)^[A-Za-z0-9_\-:@./]{1,128}$ai:, host:, anonymous: prefixes; @ scope separator; / for SPIFFE-style IDsOnce a memory is stored, its agent_id doesn't drift. Both the caller layer (identity::preserve_agent_id) and the SQL layer (json_set CASE clauses in db::insert and db::insert_if_newer) enforce preservation across:
memory_update(title, namespace)PUT /memories/{id}import from JSONsync_push from a peermemory_consolidateIf a malicious or buggy caller tries to overwrite agent_id, the SQL layer refuses. This is the defense-in-depth NHI invariant from issue #148 / Task 1.2.
Every recall, list, and search supports agent_id filtering:
# CLI
ai-memory list --agent-id ai:claude-desktop@laptop:pid-5219
ai-memory search --agent-id alice "deploy"
# MCP — the agent_id property
{"name": "memory_search", "arguments": {"query": "deploy", "agent_id": "alice"}}
# HTTP
curl 'http://127.0.0.1:9077/api/v1/memories?agent_id=alice&query=deploy'
These keys are produced by ai-memory; the system sets them, callers must not.
| Key | When stamped |
|---|---|
imported_from_agent_id | ai-memory import re-stamps the originator's agent_id (absent when --trust-source is passed) |
consolidated_from_agents | memory_consolidate records the array of source authors; the consolidator's id becomes the new agent_id |
mined_from | ai-memory mine stamps the source format (claude / chatgpt / slack) alongside the caller's agent_id |
The fallback host:<hostname>:pid-<pid>-<uuid8> exposes hostname and PID. When writing memories to a shared or upstream database, set an opaque --agent-id or AI_MEMORY_AGENT_ID. Tracking issue: #198.
# Production daemon — opaque identity
AI_MEMORY_AGENT_ID=fleet-prod-9 ai-memory serve --bind 0.0.0.0:9077
# Or per-CLI-call
ai-memory --agent-id alice store -T "Auth flow notes" -c "..."
Every other memory product treats AI knowledge as anonymous text in a vector DB. ai-memory treats every memory as a dated, attributable assertion. When your fleet of agents grows from one to ten to hundreds:
ai:secops-skill@* learned this week."agent_id from claimed to cryptographically signed — same field, stronger guarantee.ai-memory ships provenance on day one.