Give the write path a CLI and an MCP face

remember / supersede / forget now reach the one Python writer from a
terminal, from MCP, and from HTTP. The server, not the caller, decides
who owns a memory.

- cli: remember, supersede, forget. --holder falls back to
  settings.default_holder until the holder registry lands. Timestamps are
  parsed once with one clear message.
- ingestion: import pymupdf as fitz. The deprecated fitz import printed a
  warning to stdout, so every CLI command's JSON answer was unparseable.
- mcp: remember, supersede_memory and forget_memory forward to the Python
  writer over HTTP (ELY_EYE_API, default http://127.0.0.1:8765). SQLite
  stays read-only to the Go side, so the write rules live in one place.
- mcp reads follow schema v2: atoms.time became ingested_at, and reads go
  through v_atoms_current, so a superseded memory stops being findable.
  holder, origin, scenario and event_time now show up in fetch_atom and
  search_atoms.
- scripts/mcp_write_smoke.sh proves the loop end to end: remember, search,
  supersede, forget, then not found.

Evidence: 92 pytest passed; go build, go vet and go test clean; mypy clean
on the 10 touched source files with a fresh cache; ruff clean except a
pre-existing B008 at cli.py:292, identical at HEAD.

backend/src/ely_eye/api.py

@@ -35,6 +35,7 @@ from .evaluation_schemas import (
 )
 from .evidence_graph import EvidenceGraphService
 from .ingestion import IngestionService
+from .memory import MemoryService
 from .profiles import runtime_profile_report
 from .research_modules import ResearchModuleService
 from .runtime import QwenRuntime, RuntimeUnavailableError
@@ -43,10 +44,16 @@ from .schemas import (
     AdapterStatus,
     AnswerResponse,
     CartridgeAssetReport,
+    EvidenceAtom,
+    ForgetReport,
+    ForgetRequest,
+    MemoryOrigin,
     MemoryStatus,
     PathIngestRequest,
+    RememberRequest,
     RuntimeProfile,
     RuntimeProfileReport,
+    SupersedeRequest,
     SystemStatus,
     UploadIngestRequest,
 )
@@ -183,6 +190,50 @@ def create_app() -> FastAPI:
             runtime_backend=generation.backend,
         )
 
+    @app.post("/api/memory", response_model=EvidenceAtom)
+    def remember(
+        request: RememberRequest, settings: Annotated[Settings, Depends(settings_dep)]
+    ) -> EvidenceAtom:
+        try:
+            return MemoryService(settings).remember(
+                request.text,
+                holder_id=settings.default_holder,
+                origin=MemoryOrigin.self_,
+                scenario=request.scenario,
+                event_time=request.event_time,
+                event_time_precision=request.event_time_precision,
+                event_time_source=request.event_time_source,
+                retention_until=request.retention_until,
+            )
+        except ValueError as exc:
+            raise HTTPException(status_code=422, detail=str(exc)) from exc
+
+    @app.post("/api/memory/supersede", response_model=EvidenceAtom)
+    def supersede(
+        request: SupersedeRequest, settings: Annotated[Settings, Depends(settings_dep)]
+    ) -> EvidenceAtom:
+        try:
+            return MemoryService(settings).supersede(
+                request.atom_id,
+                text=request.text,
+                holder_id=settings.default_holder,
+                scenario=request.scenario,
+                event_time=request.event_time,
+                event_time_precision=request.event_time_precision,
+                event_time_source=request.event_time_source,
+            )
+        except ValueError as exc:
+            raise HTTPException(status_code=422, detail=str(exc)) from exc
+
+    @app.post("/api/memory/forget", response_model=ForgetReport)
+    def forget(request: ForgetRequest, settings: Annotated[Settings, Depends(settings_dep)]) -> ForgetReport:
+        try:
+            return MemoryService(settings).forget(
+                atom_id=request.atom_id, source_id=request.source_id, reason=request.reason
+            )
+        except ValueError as exc:
+            raise HTTPException(status_code=422, detail=str(exc)) from exc
+
     @app.get("/api/cartridges")
     def cartridges(settings: Annotated[Settings, Depends(settings_dep)]):
         return CartridgeService(settings).list_manifests()

backend/src/ely_eye/cli.py

@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+from datetime import datetime
 from pathlib import Path
 
 import typer
@@ -20,10 +21,11 @@ from .db import Database
 from .embeddings import EmbeddingService
 from .evals import HashHopEvaluator, PRDProofSuite
 from .ingestion import IngestionService
+from .memory import MemoryService
 from .profiles import runtime_profile_report
 from .research_modules import ResearchModuleService
 from .runtime import QwenRuntime
-from .schemas import TrainingAdapterKind
+from .schemas import MemoryOrigin, TimePrecision, TrainingAdapterKind
 from .training import TrainingService
 
 app = typer.Typer(no_args_is_help=True)
@@ -46,17 +48,19 @@ def status() -> None:
     runtime = QwenRuntime(settings).status()
     db = Database(settings)
     typer.echo(
-        {
-            "runtime": runtime.model_dump(mode="json"),
-            "atoms": db.atom_count(),
-            "token_equivalent": db.token_equivalent_sum(),
-            "library_token_equivalent": max(
-                db.token_equivalent_sum(),
-                db.cartridge_token_equivalent_sum(),
-            ),
-            "cartridges": db.cartridge_count(),
-            "data_home": str(settings.home),
-        }
+        json_dump(
+            {
+                "runtime": runtime.model_dump(mode="json"),
+                "atoms": db.atom_count(),
+                "token_equivalent": db.token_equivalent_sum(),
+                "library_token_equivalent": max(
+                    db.token_equivalent_sum(),
+                    db.cartridge_token_equivalent_sum(),
+                ),
+                "cartridges": db.cartridge_count(),
+                "data_home": str(settings.home),
+            }
+        )
     )
 
 
@@ -66,6 +70,69 @@ def ingest(path: Path, cartridge_name: str | None = None) -> None:
     typer.echo(result.model_dump_json(indent=2))
 
 
+def _moment(value: str, option: str) -> datetime | None:
+    if not value:
+        return None
+    try:
+        return datetime.fromisoformat(value)
+    except ValueError as error:
+        raise ValueError(f"{option} {value!r} is not an ISO timestamp: {error}") from error
+
+
+@app.command()
+def remember(
+    text: str,
+    holder: str = typer.Option("", "--holder", help="who owns this memory"),
+    origin: MemoryOrigin = MemoryOrigin.self_,
+    scenario: str = "",
+    event_time: str = typer.Option("", "--event-time", help="when it was true, ISO with offset"),
+    precision: TimePrecision = TimePrecision.unknown,
+    retention_until: str = typer.Option("", "--retention-until"),
+) -> None:
+    settings = get_settings()
+    atom = MemoryService(settings).remember(
+        text,
+        holder_id=holder or settings.default_holder,
+        origin=origin,
+        scenario=scenario,
+        event_time=_moment(event_time, "--event-time"),
+        event_time_precision=precision,
+        retention_until=_moment(retention_until, "--retention-until"),
+    )
+    typer.echo(atom.model_dump_json(indent=2))
+
+
+@app.command()
+def supersede(
+    atom_id: str,
+    text: str,
+    holder: str = typer.Option("", "--holder"),
+    scenario: str = "",
+    event_time: str = typer.Option("", "--event-time"),
+    precision: TimePrecision = TimePrecision.unknown,
+) -> None:
+    settings = get_settings()
+    atom = MemoryService(settings).supersede(
+        atom_id,
+        text=text,
+        holder_id=holder or settings.default_holder,
+        scenario=scenario,
+        event_time=_moment(event_time, "--event-time"),
+        event_time_precision=precision,
+    )
+    typer.echo(atom.model_dump_json(indent=2))
+
+
+@app.command()
+def forget(atom_id: str = "", source_id: str = "", reason: str = "") -> None:
+    report = MemoryService(get_settings()).forget(
+        atom_id=atom_id or None,
+        source_id=source_id or None,
+        reason=reason,
+    )
+    typer.echo(report.model_dump_json(indent=2))
+
+
 @app.command("build-dense-index")
 def build_dense_index() -> None:
     index = EmbeddingService(get_settings()).build_index()

backend/src/ely_eye/config.py

@@ -12,6 +12,7 @@ class Settings(BaseSettings):
     model_config = SettingsConfigDict(env_prefix="ELY_EYE_", env_file=".env", extra="ignore")
 
     home: Path = Field(default_factory=lambda: Path.cwd() / ".ely_eye")
+    default_holder: str = "local"
     model_id: str = "Qwen/Qwen3.5-9B"
     planner_model_id: str = "Qwen/Qwen3.5-0.8B"
     embedding_model_id: str = "Qwen/Qwen3-VL-Embedding-8B"

backend/src/ely_eye/db.py

@@ -221,6 +221,66 @@ class Database:
             ).fetchall()
         return [(row["atom_id"], float(-row["score"])) for row in rows]
 
+    def source_id_of_atom(self, atom_id: str) -> str | None:
+        with self.connect() as connection:
+            row = connection.execute("SELECT source_id FROM atoms WHERE atom_id = ?", (atom_id,)).fetchone()
+        return None if row is None else str(row["source_id"])
+
+    def atoms_of_source(self, source_id: str) -> list[EvidenceAtom]:
+        with self.connect() as connection:
+            rows = connection.execute(
+                "SELECT * FROM atoms WHERE source_id = ? ORDER BY atom_id", (source_id,)
+            ).fetchall()
+        return [self._row_to_atom(row) for row in rows]
+
+    def close_atoms(self, atom_ids: list[str], closed_at: datetime) -> int:
+        """Stop treating these memories as current; the rows stay for time travel."""
+        if not atom_ids:
+            return 0
+        with self.connect() as connection:
+            cursor = connection.execute(
+                "UPDATE atoms SET valid_to = ? "
+                "WHERE valid_to IS NULL AND atom_id IN (SELECT value FROM json_each(?))",
+                (closed_at.isoformat(), _json(atom_ids)),
+            )
+        return int(cursor.rowcount)
+
+    def delete_atoms(self, atom_ids: list[str]) -> int:
+        if not atom_ids:
+            return 0
+        with self.connect() as connection:
+            connection.execute(
+                "DELETE FROM atom_fts WHERE atom_id IN (SELECT value FROM json_each(?))", (_json(atom_ids),)
+            )
+            cursor = connection.execute(
+                "DELETE FROM atoms WHERE atom_id IN (SELECT value FROM json_each(?))", (_json(atom_ids),)
+            )
+        return int(cursor.rowcount)
+
+    def delete_edges_touching(self, atom_ids: list[str]) -> int:
+        if not atom_ids:
+            return 0
+        with self.connect() as connection:
+            cursor = connection.execute(
+                "DELETE FROM evidence_edges "
+                "WHERE from_atom_id IN (SELECT value FROM json_each(?)) "
+                "OR to_atom_id IN (SELECT value FROM json_each(?))",
+                (_json(atom_ids), _json(atom_ids)),
+            )
+        return int(cursor.rowcount)
+
+    def clear_cache_events(self, reason: str) -> int:
+        """Empty the cache and leave one trace row proving why it is empty."""
+        with self.connect() as connection:
+            cursor = connection.execute("DELETE FROM cache_events")
+            cleared = int(cursor.rowcount)
+            connection.execute(
+                "INSERT INTO cache_events(ts, layer, cache_key, event, bytes_estimate, metadata_json) "
+                "VALUES (?, 'memory', ?, 'invalidated', 0, ?)",
+                (utc_now().isoformat(), reason, _json({"entries_cleared": cleared})),
+            )
+        return cleared
+
     def atom_count(self) -> int:
         with self.connect() as connection:
             return int(connection.execute("SELECT COUNT(*) FROM atoms").fetchone()[0])

backend/src/ely_eye/ingestion.py

@@ -7,12 +7,11 @@ import re
 import subprocess
 import tempfile
 from dataclasses import dataclass
-from datetime import datetime, timezone
 from pathlib import Path
 from typing import Any
 
-import fitz
 import cv2
+import pymupdf as fitz
 from PIL import Image
 
 from .config import Settings, get_settings
@@ -26,8 +25,14 @@ from .schemas import (
     SourceRecord,
     TrustScores,
 )
-from .storage import ObjectStore, guess_mime, safe_source_id, sha256_bytes, sha256_file, token_equivalent
-
+from .storage import (
+    ObjectStore,
+    guess_mime,
+    safe_source_id,
+    sha256_bytes,
+    sha256_file,
+    token_equivalent,
+)
 
 SUPPORTED_TEXT_EXTENSIONS = {
     ".txt",
@@ -440,7 +445,8 @@ def code_context_entry(root: Path, path: Path) -> dict[str, Any]:
 def repository_call_graph(code_entries: list[dict[str, Any]]) -> list[dict[str, Any]]:
     edges: list[dict[str, Any]] = []
     for entry in code_entries:
-        symbols = entry.get("symbols") if isinstance(entry.get("symbols"), dict) else {}
+        declared = entry.get("symbols")
+        symbols = declared if isinstance(declared, dict) else {}
         for call in symbols.get("calls", []):
             if not isinstance(call, dict):
                 continue

backend/src/ely_eye/memory.py

@@ -0,0 +1,219 @@
+"""The single writer for memory: remember, supersede, forget.
+
+Ingestion turns artefacts into atoms. This module turns statements into memories, and it
+is the only place a memory is created or destroyed, so provenance is stamped here and no
+caller can claim to be somebody else.
+"""
+
+from __future__ import annotations
+
+import hashlib
+import json
+from datetime import datetime
+from pathlib import Path
+from typing import Any
+
+from .config import Settings, get_settings
+from .db import Database
+from .schemas import (
+    EvidenceAtom,
+    ForgetReport,
+    MemoryOrigin,
+    Modality,
+    SourceRecord,
+    TimePrecision,
+    TrustScores,
+    Visibility,
+    utc_now,
+)
+from .storage import token_equivalent
+
+# Trust scores describe extraction fidelity, not truthfulness: a remembered sentence is
+# stored verbatim, so the parser is fully trusted and origin carries the epistemic weight.
+MEMORY_TRUST = TrustScores(parser=1.0, ocr=0.0, model=0.0)
+
+
+class MemoryService:
+    def __init__(self, settings: Settings | None = None, database: Database | None = None) -> None:
+        self.settings = settings or get_settings()
+        self.db = database or Database(self.settings)
+
+    def remember(
+        self,
+        text: str,
+        *,
+        holder_id: str,
+        origin: MemoryOrigin,
+        scenario: str = "",
+        event_time: datetime | None = None,
+        event_time_precision: TimePrecision = TimePrecision.unknown,
+        event_time_source: str = "",
+        visibility: Visibility | None = None,
+        supersedes: list[str] | None = None,
+        valid_from: datetime | None = None,
+        retention_until: datetime | None = None,
+    ) -> EvidenceAtom:
+        """Store one statement as a memory owned by a holder.
+
+        Repeating the same sentence as the same holder updates the memory instead of
+        duplicating it; two holders holding the same sentence keep two memories.
+        """
+        statement = text.strip()
+        if not statement:
+            raise ValueError("remember needs text; an empty memory will be found by nobody")
+        if not holder_id.strip():
+            raise ValueError("remember needs a holder; a memory nobody owns cannot be referred to")
+        if event_time is not None and event_time_precision is TimePrecision.unknown:
+            raise ValueError(
+                f"event_time {event_time.isoformat()} needs its precision; "
+                "a day stored as an instant will be read as a moment"
+            )
+
+        moment = utc_now()
+        digest = hashlib.sha256(f"{holder_id}\n{statement}".encode()).hexdigest()
+        source_id = f"mem-{digest[:16]}"
+        self.db.upsert_sources(
+            [
+                SourceRecord(
+                    source_id=source_id,
+                    path=f"memory://{holder_id}/{scenario or 'general'}",
+                    kind="memory",
+                    mime="text/plain",
+                    sha256=hashlib.sha256(statement.encode("utf-8")).hexdigest(),
+                    size_bytes=len(statement.encode("utf-8")),
+                    created_at=moment,
+                    metadata={"holder_id": holder_id, "origin": origin.value},
+                )
+            ]
+        )
+        atom = EvidenceAtom(
+            atom_id=f"{source_id}:text",
+            modality=Modality.text,
+            source_id=source_id,
+            source=f"memory://{holder_id}/{scenario or 'general'}",
+            ingested_at=moment,
+            text=statement,
+            trust=MEMORY_TRUST,
+            token_equivalent=token_equivalent(statement),
+            holder_id=holder_id,
+            origin=origin,
+            scenario=scenario,
+            event_time=event_time,
+            event_time_precision=event_time_precision,
+            event_time_source=event_time_source,
+            supersedes=list(supersedes or []),
+            valid_from=valid_from,
+            visibility=visibility or Visibility(),
+            retention_until=retention_until,
+        )
+        self.db.upsert_atoms([atom])
+        return atom
+
+    def supersede(
+        self,
+        atom_id: str,
+        *,
+        text: str,
+        holder_id: str,
+        origin: MemoryOrigin = MemoryOrigin.self_,
+        scenario: str = "",
+        event_time: datetime | None = None,
+        event_time_precision: TimePrecision = TimePrecision.unknown,
+        event_time_source: str = "",
+    ) -> EvidenceAtom:
+        """Close an old memory and record the new one as its replacement.
+
+        Both rows stay: the new atom answers what is true now, the closed one answers what
+        was true when asked, and a system that forgets the second cannot explain itself.
+        """
+        previous = self.db.get_atoms([atom_id])
+        if not previous:
+            raise ValueError(f"cannot supersede {atom_id}: no such atom")
+        if previous[0].valid_to is not None:
+            raise ValueError(
+                f"{atom_id} was already closed at {previous[0].valid_to.isoformat()}; "
+                "superseding a closed memory hides which replacement is current"
+            )
+        # A correction takes effect when it is asserted: the old memory stops being current
+        # and the new one starts there, so the pair never claims to be true at the same time.
+        moment = event_time or utc_now()
+        replacement = self.remember(
+            text,
+            holder_id=holder_id,
+            origin=origin,
+            scenario=scenario or previous[0].scenario,
+            event_time=event_time,
+            event_time_precision=event_time_precision,
+            event_time_source=event_time_source,
+            supersedes=[atom_id],
+            valid_from=moment,
+        )
+        self.db.close_atoms([atom_id], moment)
+        return replacement
+
+    def forget(
+        self,
+        *,
+        atom_id: str | None = None,
+        source_id: str | None = None,
+        reason: str = "",
+    ) -> ForgetReport:
+        """Delete a memory and everything derived from it.
+
+        The cascade is the whole point: an answer cached from a forgotten memory is still
+        on screen, and a vector index that still carries it will keep surfacing it.
+        """
+        if (atom_id is None) == (source_id is None):
+            raise ValueError("forget takes exactly one of atom_id or source_id")
+        target_source = source_id or self.db.source_id_of_atom(str(atom_id))
+        if target_source is None:
+            raise ValueError(f"nothing to forget: no atom {atom_id}")
+        doomed = self.db.atoms_of_source(target_source)
+        if not doomed:
+            raise ValueError(f"nothing to forget: source {target_source} holds no atom")
+
+        doomed_ids = [atom.atom_id for atom in doomed]
+        edges_deleted = self.db.delete_edges_touching(doomed_ids)
+        atoms_deleted = self.db.delete_atoms(doomed_ids)
+        cache_cleared = self.db.clear_cache_events(f"forget:{target_source}")
+        vectors_dropped = self._drop_vector_index()
+        return ForgetReport(
+            source_id=target_source,
+            atom_ids=doomed_ids,
+            atoms_deleted=atoms_deleted,
+            edges_deleted=edges_deleted,
+            cache_entries_cleared=cache_cleared,
+            vector_index_dropped=vectors_dropped,
+            affected_cartridges=self._cartridges_holding(target_source),
+            reason=reason,
+        )
+
+    def _drop_vector_index(self) -> bool:
+        """The dense index is derived data; a stale one keeps answering with deleted text."""
+        dropped = False
+        for path in (self.settings.cache_dir / "dense_index.npy", self.settings.cache_dir / "dense_index_atoms.json"):
+            if path.exists():
+                path.unlink()
+                dropped = True
+        return dropped
+
+    def _cartridges_holding(self, source_id: str) -> list[dict[str, Any]]:
+        """Name the cartridges that exported this source, so they can be rebuilt.
+
+        An exported cartridge is an immutable artefact on disk; rewriting it here would
+        silently change a DNA hash somebody already quoted.
+        """
+        affected: list[dict[str, Any]] = []
+        for cartridge in self.db.list_cartridges():
+            sources_path = Path(str(cartridge["root_path"])) / "sources.json"
+            try:
+                payload = json.loads(sources_path.read_text(encoding="utf-8"))
+            except FileNotFoundError:
+                affected.append({"cartridge_id": cartridge["cartridge_id"], "contains_source": "unknown"})
+                continue
+            except (OSError, json.JSONDecodeError) as error:
+                raise ValueError(f"{sources_path}: the cartridge source list is unreadable ({error})") from error
+            held = any(str(row.get("source_id")) == source_id for row in payload)
+            if held:
+                affected.append({"cartridge_id": cartridge["cartridge_id"], "contains_source": True})
+        return affected

backend/src/ely_eye/schemas.py

@@ -5,7 +5,7 @@ from enum import StrEnum
 from pathlib import Path
 from typing import Any, Literal
 
-from pydantic import BaseModel, Field, model_validator
+from pydantic import BaseModel, Field, field_validator, model_validator
 
 
 def utc_now() -> datetime:
@@ -116,6 +116,16 @@ class EvidenceAtom(BaseModel):
             raise ValueError(f"{self.atom_id}: an atom cannot supersede itself")
         return self
 
+    @field_validator("ingested_at", "event_time", "event_time_end", "valid_from", "valid_to", "retention_until")
+    @classmethod
+    def _times_are_aware(cls, value: datetime | None) -> datetime | None:
+        if value is not None and value.tzinfo is None:
+            raise ValueError(
+                "memory timestamps need an explicit offset, e.g. 2026-05-01T12:00:00+08:00; "
+                "a naive time cannot be compared with one that has an offset"
+            )
+        return value
+
 class SourceRecord(BaseModel):
     source_id: str
     path: str
@@ -378,6 +388,42 @@ class RuntimeProfileReport(BaseModel):
     profiles: list[RuntimeLaunchProfile]
     validations: list[RuntimeProfileValidation] = Field(default_factory=list)
 
+class ForgetReport(BaseModel):
+    """What a forget actually removed, including the derived copies that have to go with it."""
+
+    source_id: str
+    atom_ids: list[str]
+    atoms_deleted: int
+    edges_deleted: int
+    cache_entries_cleared: int
+    vector_index_dropped: bool
+    affected_cartridges: list[dict[str, Any]]
+    reason: str
+
+
+class RememberRequest(BaseModel):
+    """A memory as a caller states it. Holder, origin and ingestion time are stamped by the
+    server, so they are absent here on purpose: a client cannot claim to be somebody else.
+    """
+
+    text: str
+    scenario: str = ""
+    event_time: datetime | None = None
+    event_time_precision: TimePrecision = TimePrecision.unknown
+    event_time_source: str = ""
+    retention_until: datetime | None = None
+
+
+class SupersedeRequest(RememberRequest):
+    atom_id: str
+
+
+class ForgetRequest(BaseModel):
+    atom_id: str | None = None
+    source_id: str | None = None
+    reason: str = ""
+
+
 class UploadIngestRequest(BaseModel):
     cartridge_name: str | None = None
     dense_embeddings: bool | None = None

backend/tests/test_memory_api.py

@@ -0,0 +1,69 @@
+"""The HTTP face stamps provenance itself: a client cannot say who owns a memory."""
+
+from __future__ import annotations
+
+from pathlib import Path
+
+import pytest
+from fastapi.testclient import TestClient
+
+import ely_eye.api as api_module
+from ely_eye.config import Settings
+
+KEYS = "我们的钥匙放在玄关抽屉里"
+
+
+@pytest.fixture
+def client(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> TestClient:
+    settings = Settings(home=tmp_path, default_holder="wife")
+    monkeypatch.setattr(api_module, "get_settings", lambda: settings)
+    return TestClient(api_module.create_app())
+
+
+def test_post_memory_stamps_the_holder_the_server_knows(client: TestClient) -> None:
+    response = client.post("/api/memory", json={"text": KEYS, "scenario": "home"})
+    assert response.status_code == 200
+    atom = response.json()
+    assert atom["holder_id"] == "wife"
+    assert atom["origin"] == "self"
+    assert atom["scenario"] == "home"
+    assert atom["ingested_at"], "ingestion time is stamped, never supplied"
+
+
+def test_a_client_cannot_claim_another_holder(client: TestClient) -> None:
+    response = client.post(
+        "/api/memory",
+        json={"text": KEYS, "holder_id": "attacker", "origin": "third_party", "ingested_at": "2020-01-01T00:00:00+00:00"},
+    )
+    assert response.status_code == 200
+    atom = response.json()
+    assert atom["holder_id"] == "wife", "the request body has no holder field to forge"
+    assert atom["origin"] == "self"
+
+
+def test_an_empty_memory_is_rejected_with_its_reason(client: TestClient) -> None:
+    response = client.post("/api/memory", json={"text": "   "})
+    assert response.status_code == 422
+    assert "needs text" in response.json()["detail"]
+
+
+def test_supersede_then_forget_reports_what_it_removed(client: TestClient) -> None:
+    old = client.post("/api/memory", json={"text": KEYS, "scenario": "home"}).json()
+    new = client.post(
+        "/api/memory/supersede",
+        json={"atom_id": old["atom_id"], "text": "钥匙现在在书房第二个抽屉", "scenario": "home"},
+    ).json()
+    assert new["supersedes"] == [old["atom_id"]]
+
+    forgotten = client.post("/api/memory/forget", json={"atom_id": old["atom_id"], "reason": "moved"})
+    assert forgotten.status_code == 200
+    report = forgotten.json()
+    assert report["atoms_deleted"] == 1
+    assert report["atom_ids"] == [old["atom_id"]]
+    assert report["reason"] == "moved"
+
+
+def test_a_forget_that_names_nothing_is_rejected(client: TestClient) -> None:
+    response = client.post("/api/memory/forget", json={"reason": "vague"})
+    assert response.status_code == 422
+    assert "exactly one" in response.json()["detail"]

backend/tests/test_memory_cli.py

@@ -0,0 +1,108 @@
+"""The CLI face of the write path: a person at a terminal can hand a memory to
+a named holder, replace it, and take it back, and every answer is JSON."""
+
+from __future__ import annotations
+
+import json
+from typing import Any
+
+import pytest
+from typer.testing import CliRunner
+
+from ely_eye import cli as cli_module
+from ely_eye.cli import app
+from ely_eye.config import Settings
+from ely_eye.db import Database
+
+runner = CliRunner()
+
+
+@pytest.fixture()
+def db(tmp_path, monkeypatch) -> Database:
+    settings = Settings(home=tmp_path, default_holder="husband")
+    monkeypatch.setattr(cli_module, "get_settings", lambda: settings)
+    return Database(settings)
+
+
+def run(*args: str) -> Any:
+    result = runner.invoke(app, list(args))
+    assert result.exit_code == 0, result.output
+    return json.loads(result.output)
+
+
+def test_remember_stamps_the_default_holder_when_none_is_given(db: Database) -> None:
+    atom = run("remember", "钥匙在玄关抽屉")
+    assert atom["holder_id"] == "husband"
+    assert atom["origin"] == "self"
+    assert atom["source"] == "memory://husband/general"
+    assert db.atom_count() == 1
+
+
+def test_remember_carries_the_holder_scenario_and_event_time(db: Database) -> None:
+    atom = run(
+        "remember",
+        "结婚纪念日是五月一日",
+        "--holder",
+        "wife",
+        "--scenario",
+        "home",
+        "--event-time",
+        "2026-05-01T00:00:00+08:00",
+        "--precision",
+        "day",
+    )
+    assert atom["holder_id"] == "wife"
+    assert atom["scenario"] == "home"
+    assert atom["event_time"].startswith("2026-05-01T00:00:00+08:00")
+    assert atom["event_time_precision"] == "day"
+
+
+def test_remember_refuses_an_event_time_without_an_offset(db: Database) -> None:
+    result = runner.invoke(
+        app,
+        ["remember", "昨天下的雨", "--event-time", "2026-05-01T12:00:00", "--precision", "day"],
+    )
+    assert result.exit_code != 0
+    assert "memory timestamps need an explicit offset" in str(result.exception)
+
+
+def test_remember_refuses_a_malformed_timestamp(db: Database) -> None:
+    result = runner.invoke(app, ["remember", "昨天下的雨", "--event-time", "yesterday"])
+    assert result.exit_code != 0
+    assert "--event-time 'yesterday' is not an ISO timestamp" in str(result.exception)
+
+
+def test_supersede_links_the_replacement_and_closes_the_original(db: Database) -> None:
+    old = run("remember", "钥匙在玄关抽屉", "--holder", "wife")
+    new = run("supersede", old["atom_id"], "钥匙在客厅茶几", "--holder", "wife")
+    assert new["supersedes"] == [old["atom_id"]]
+    assert new["valid_from"] is not None
+    stored = db.get_atoms([old["atom_id"]])[0]
+    assert stored.valid_to is not None
+    assert db.atom_count() == 2
+
+
+def test_supersede_names_the_missing_atom(db: Database) -> None:
+    result = runner.invoke(app, ["supersede", "nope:text", "新的说法"])
+    assert result.exit_code != 0
+    assert "cannot supersede nope:text" in str(result.exception)
+
+
+def test_forget_reports_what_it_removed(db: Database) -> None:
+    atom = run("remember", "钥匙在玄关抽屉", "--holder", "wife")
+    report = run("forget", "--source-id", atom["source_id"], "--reason", "moved house")
+    assert report["atoms_deleted"] == 1
+    assert report["reason"] == "moved house"
+    assert db.atom_count() == 0
+
+
+def test_forget_refuses_to_guess_between_two_ids(db: Database) -> None:
+    result = runner.invoke(app, ["forget", "--atom-id", "a:text", "--source-id", "b"])
+    assert result.exit_code != 0
+    assert "exactly one of atom_id or source_id" in str(result.exception)
+
+
+def test_the_cli_answers_in_json_a_machine_can_read(db: Database) -> None:
+    result = runner.invoke(app, ["remember", "钥匙在玄关抽屉", "--holder", "wife"])
+    assert result.exit_code == 0
+    assert json.loads(result.output)["text"] == "钥匙在玄关抽屉"

backend/tests/test_memory_write.py

@@ -0,0 +1,182 @@
+"""remember / supersede / forget are one writer, and forgetting has to reach what it derived."""
+
+from __future__ import annotations
+
+from datetime import UTC, datetime, timedelta
+from pathlib import Path
+
+import pytest
+
+from ely_eye.config import Settings
+from ely_eye.db import Database
+from ely_eye.memory import MemoryService
+from ely_eye.schemas import (
+    EvidenceAtom,
+    MemoryOrigin,
+    Modality,
+    SourceRecord,
+    TimePrecision,
+    TrustScores,
+)
+
+KEYS = "我们的钥匙放在玄关抽屉里"
+NOW = datetime(2026, 5, 1, 12, 0, tzinfo=UTC)
+
+
+@pytest.fixture
+def service(tmp_path: Path) -> MemoryService:
+    return MemoryService(settings=Settings(home=tmp_path))
+
+
+def _seed(database: Database, atom: EvidenceAtom) -> None:
+    database.upsert_sources(
+        [
+            SourceRecord(
+                source_id=atom.source_id,
+                path="/tmp/seed.txt",
+                kind="text",
+                mime="text/plain",
+                sha256="0" * 64,
+                size_bytes=4,
+                created_at=NOW,
+            )
+        ]
+    )
+    database.upsert_atoms([atom])
+
+
+def _seed_atom(atom_id: str, source_id: str) -> EvidenceAtom:
+    return EvidenceAtom(
+        atom_id=atom_id,
+        modality=Modality.text,
+        source_id=source_id,
+        source="seed",
+        ingested_at=NOW,
+        text=KEYS,
+        trust=TrustScores(parser=1.0),
+        token_equivalent=6,
+        holder_id="wife",
+    )
+
+
+def test_remember_stamps_the_holder_and_refuses_an_ownerless_memory(service: MemoryService) -> None:
+    atom = service.remember(KEYS, holder_id="wife", origin=MemoryOrigin.self_, scenario="home")
+    assert atom.holder_id == "wife"
+    assert atom.origin is MemoryOrigin.self_
+    assert atom.source == "memory://wife/home"
+    assert atom.atom_id.startswith("mem-")
+    assert atom.ingested_at <= datetime.now(UTC)
+    assert atom.valid_from is None, "when the statement became true is unknown, not 'now'"
+    with pytest.raises(ValueError, match="needs text"):
+        service.remember("   ", holder_id="wife", origin=MemoryOrigin.self_)
+    with pytest.raises(ValueError, match="needs a holder"):
+        service.remember(KEYS, holder_id="  ", origin=MemoryOrigin.self_)
+
+
+def test_the_same_holder_remembering_the_same_sentence_updates_one_memory(service: MemoryService) -> None:
+    service.remember(KEYS, holder_id="wife", origin=MemoryOrigin.self_, scenario="home")
+    service.remember(KEYS, holder_id="wife", origin=MemoryOrigin.self_, scenario="home")
+    service.remember(KEYS, holder_id="husband", origin=MemoryOrigin.self_, scenario="home")
+    assert service.db.atom_count() == 2, "two holders holding one sentence is two memories"
+
+
+def test_an_event_time_without_its_precision_is_refused(service: MemoryService) -> None:
+    with pytest.raises(ValueError, match="needs its precision"):
+        service.remember(
+            "去年三月我们搬到这里",
+            holder_id="wife",
+            origin=MemoryOrigin.self_,
+            event_time=datetime(2025, 3, 1, tzinfo=UTC),
+        )
+
+
+def test_supersede_closes_the_old_memory_and_keeps_both_rows(service: MemoryService) -> None:
+    old = service.remember(KEYS, holder_id="wife", origin=MemoryOrigin.self_, scenario="home")
+    new = service.supersede(
+        old.atom_id,
+        text="钥匙现在在书房第二个抽屉",
+        holder_id="wife",
+        scenario="home",
+        event_time=NOW,
+        event_time_precision=TimePrecision.day,
+        event_time_source="declared",
+    )
+    assert new.supersedes == [old.atom_id]
+    assert service.db.atom_count() == 2, "the closed memory stays so time travel can answer"
+    stored_old = service.db.get_atoms([old.atom_id])[0]
+    assert stored_old.valid_to is not None
+    with service.db.connect() as connection:
+        current = {row["atom_id"] for row in connection.execute("SELECT atom_id FROM v_atoms_current")}
+    assert current == {new.atom_id}
+    with pytest.raises(ValueError, match="already closed"):
+        service.supersede(old.atom_id, text="again", holder_id="wife")
+    with pytest.raises(ValueError, match="no such atom"):
+        service.supersede("mem-missing:text", text="anything", holder_id="wife")
+
+
+def test_time_travel_reads_the_memory_that_was_true_then(service: MemoryService) -> None:
+    old = service.remember(KEYS, holder_id="wife", origin=MemoryOrigin.self_, scenario="home")
+    before = datetime.now(UTC) - timedelta(seconds=1)
+    new = service.supersede(old.atom_id, text="钥匙现在在书房第二个抽屉", holder_id="wife")
+    assert {atom.atom_id for atom in service.db.atoms_as_of(before)} == {old.atom_id}
+    assert {atom.atom_id for atom in service.db.atoms_as_of(datetime.now(UTC) + timedelta(seconds=1))} == {
+        new.atom_id
+    }
+
+
+def test_forget_reaches_the_row_the_index_the_edges_the_cache_and_the_vectors(
+    service: MemoryService,
+) -> None:
+    atom = _seed_atom("seed-1:text", "seed-1")
+    _seed(service.db, atom)
+    service.db.write_evidence_edges(
+        [{"from_atom_id": "seed-1:text", "to_atom_id": "other", "relation": "cites", "confidence": 1.0}]
+    )
+    service.db.log_cache_event(layer="compiler", cache_key="k", event="hit", bytes_estimate=10)
+    vectors = service.settings.cache_dir / "dense_index.npy"
+    vectors.write_bytes(b"stale")
+    (service.settings.cache_dir / "dense_index_atoms.json").write_text("[]", encoding="utf-8")
+
+    report = service.forget(atom_id="seed-1:text", reason="the drawer is empty")
+
+    assert report.atoms_deleted == 1
+    assert report.edges_deleted == 1
+    assert report.cache_entries_cleared == 1
+    assert report.vector_index_dropped is True
+    assert service.db.atom_count() == 0
+    with service.db.connect() as connection:
+        assert connection.execute("SELECT COUNT(*) FROM atom_fts").fetchone()[0] == 0
+        assert connection.execute("SELECT COUNT(*) FROM evidence_edges").fetchone()[0] == 0
+        trace = connection.execute("SELECT layer, event FROM cache_events").fetchall()
+    assert [(row["layer"], row["event"]) for row in trace] == [("memory", "invalidated")]
+    assert not vectors.exists()
+
+
+def test_forget_names_the_cartridge_that_exported_the_source(service: MemoryService) -> None:
+    atom = _seed_atom("seed-1:text", "seed-1")
+    _seed(service.db, atom)
+    cartridge_root = service.settings.cartridge_dir / "cart-1"
+    cartridge_root.mkdir(parents=True)
+    (cartridge_root / "sources.json").write_text(
+        '[{"source_id": "seed-1"}, {"source_id": "elsewhere"}]', encoding="utf-8"
+    )
+    service.db.write_cartridge(
+        cartridge_id="cart-1",
+        name="one",
+        root_path=cartridge_root,
+        manifest_json="{}",
+        dna="dna",
+        token_equivalent=6,
+        created_at=NOW,
+    )
+    report = service.forget(source_id="seed-1")
+    assert report.affected_cartridges == [{"cartridge_id": "cart-1", "contains_source": True}]
+
+
+def test_forget_refuses_a_request_that_names_nothing(service: MemoryService) -> None:
+    with pytest.raises(ValueError, match="exactly one"):
+        service.forget()
+    with pytest.raises(ValueError, match="exactly one"):
+        service.forget(atom_id="a", source_id="b")
+    with pytest.raises(ValueError, match="nothing to forget"):
+        service.forget(atom_id="nope:text")

ely-eye-mcp/internal/apiclient/client.go

@@ -0,0 +1,84 @@
+// Package apiclient talks to a running Ely-Eye API server. The Python service
+// owns every write rule, so the MCP server forwards mutations instead of
+// duplicating them against SQLite.
+package apiclient
+
+import (
+	"bytes"
+	"context"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io"
+	"net/http"
+	"strings"
+	"time"
+)
+
+const maxErrorBody = 4096
+
+type Client struct {
+	BaseURL string
+	HTTP    *http.Client
+}
+
+func New(baseURL string) *Client {
+	if strings.TrimSpace(baseURL) == "" {
+		baseURL = "http://127.0.0.1:8765"
+	}
+	return &Client{
+		BaseURL: strings.TrimRight(baseURL, "/"),
+		HTTP:    &http.Client{Timeout: 30 * time.Second},
+	}
+}
+
+// Post sends body as JSON and decodes the response into out. A rejected request
+// carries the server's own reason, which is the rule the caller broke.
+func (c *Client) Post(ctx context.Context, path string, body any, out any) error {
+	payload, err := json.Marshal(body)
+	if err != nil {
+		return fmt.Errorf("cannot encode the request for %s: %w", path, err)
+	}
+	request, err := http.NewRequestWithContext(ctx, http.MethodPost, c.BaseURL+path, bytes.NewReader(payload))
+	if err != nil {
+		return fmt.Errorf("cannot build the request for %s: %w", path, err)
+	}
+	request.Header.Set("Content-Type", "application/json")
+
+	response, err := c.HTTP.Do(request)
+	if err != nil {
+		return fmt.Errorf("the Ely-Eye API at %s is unreachable; start it with `ely-eye serve`: %w", c.BaseURL, err)
+	}
+	defer response.Body.Close()
+
+	data, err := io.ReadAll(io.LimitReader(response.Body, maxErrorBody))
+	if err != nil {
+		return fmt.Errorf("%s returned an unreadable body: %w", path, err)
+	}
+	if response.StatusCode < 200 || response.StatusCode >= 300 {
+		return errors.New(path + " was rejected: " + serverReason(response.StatusCode, data))
+	}
+	if out == nil {
+		return nil
+	}
+	if err := json.Unmarshal(data, out); err != nil {
+		return fmt.Errorf("%s returned JSON that does not decode: %w", path, err)
+	}
+	return nil
+}
+
+// serverReason prefers FastAPI's {"detail": "..."} so the caller sees the broken
+// rule instead of an HTML error page.
+func serverReason(status int, data []byte) string {
+	var envelope struct {
+		Detail string `json:"detail"`
+	}
+	if err := json.Unmarshal(data, &envelope); err == nil && strings.TrimSpace(envelope.Detail) != "" {
+		return envelope.Detail
+	}
+	trimmed := strings.TrimSpace(string(data))
+	if trimmed == "" {
+		return fmt.Sprintf("HTTP %d with no reason", status)
+	}
+	return trimmed
+}

ely-eye-mcp/internal/apiclient/client_test.go

@@ -0,0 +1,87 @@
+package apiclient
+
+import (
+	"context"
+	"encoding/json"
+	"io"
+	"net/http"
+	"net/http/httptest"
+	"strings"
+	"testing"
+)
+
+func TestPostSendsJSONAndDecodesTheAnswer(t *testing.T) {
+	var gotPath string
+	var gotBody map[string]any
+	var gotType string
+	server := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		gotPath = r.URL.Path
+		gotType = r.Header.Get("Content-Type")
+		body, _ := io.ReadAll(r.Body)
+		_ = json.Unmarshal(body, &gotBody)
+		w.WriteHeader(http.StatusCreated)
+		_, _ = w.Write([]byte(`{"atom_id":"mem-1:text","holder_id":"wife"}`))
+	}))
+	defer server.Close()
+
+	var out struct {
+		AtomID   string `json:"atom_id"`
+		HolderID string `json:"holder_id"`
+	}
+	client := New(server.URL)
+	err := client.Post(context.Background(), "/api/memory", map[string]any{"text": "钥匙在玄关"}, &out)
+	if err != nil {
+		t.Fatalf("Post failed: %v", err)
+	}
+	if gotPath != "/api/memory" {
+		t.Errorf("path = %q, want /api/memory", gotPath)
+	}
+	if gotType != "application/json" {
+		t.Errorf("content type = %q, want application/json", gotType)
+	}
+	if gotBody["text"] != "钥匙在玄关" {
+		t.Errorf("body = %v, want the statement to survive the trip", gotBody)
+	}
+	if out.AtomID != "mem-1:text" || out.HolderID != "wife" {
+		t.Errorf("decoded = %+v, want the server's stamped atom", out)
+	}
+}
+
+func TestRejectedWriteCarriesTheServersReason(t *testing.T) {
+	server := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, _ *http.Request) {
+		w.WriteHeader(http.StatusUnprocessableEntity)
+		_, _ = w.Write([]byte(`{"detail":"remember needs a holder; a memory nobody owns cannot be referred to"}`))
+	}))
+	defer server.Close()
+
+	err := New(server.URL).Post(context.Background(), "/api/memory", map[string]any{}, &struct{}{})
+	if err == nil {
+		t.Fatal("a rejected write must not look like success")
+	}
+	if !strings.Contains(err.Error(), "remember needs a holder") {
+		t.Errorf("error = %v, want the rule the caller broke", err)
+	}
+}
+
+func TestUnreachableAPIPointsAtTheServerThatShouldBeRunning(t *testing.T) {
+	server := httptest.NewServer(http.HandlerFunc(func(http.ResponseWriter, *http.Request) {}))
+	url := server.URL
+	server.Close()
+
+	err := New(url).Post(context.Background(), "/api/memory", map[string]any{}, &struct{}{})
+	if err == nil {
+		t.Fatal("an unreachable API must fail")
+	}
+	if !strings.Contains(err.Error(), "ely-eye serve") {
+		t.Errorf("error = %v, want the fix the operator can run", err)
+	}
+}
+
+func TestNewDefaultsToLocalServe(t *testing.T) {
+	if got := New("").BaseURL; got != "http://127.0.0.1:8765" {
+		t.Errorf("BaseURL = %q, want the default serve address", got)
+	}
+	if got := New("http://127.0.0.1:9000/").BaseURL; got != "http://127.0.0.1:9000" {
+		t.Errorf("BaseURL = %q, want the trailing slash trimmed", got)
+	}
+}

ely-eye-mcp/internal/config/config.go

@@ -11,12 +11,14 @@ type Config struct {
 	ElyEyeHome  string `json:"ely_eye_home"`
 	Database    string `json:"database"`
 	Binary      string `json:"binary"`
+	APIBaseURL  string `json:"api_base_url"`
 }
 
-// Resolve locates the Ely-Eye data home and its SQLite database. The server is
-// a read-only mirror of any local .ely_eye store, so identity is anchored on the
-// database itself rather than on Ely-Eye repository layout. This lets the MCP
-// server be deployed for any project that owns an .ely_eye/data/ely_eye.sqlite.
+// Resolve locates the Ely-Eye data home and its SQLite database. Reads mirror
+// any local .ely_eye store directly, so identity is anchored on the database
+// itself rather than on Ely-Eye repository layout. This lets the MCP server be
+// deployed for any project that owns an .ely_eye/data/ely_eye.sqlite. Writes go
+// through the Ely-Eye API, which owns the memory rules.
 func Resolve(projectRoot string, elyEyeHome string, binary string) (Config, error) {
 	home, err := resolveHome(projectRoot, elyEyeHome)
 	if err != nil {
@@ -48,9 +50,18 @@ func Resolve(projectRoot string, elyEyeHome string, binary string) (Config, erro
 		ElyEyeHome:  home,
 		Database:    db,
 		Binary:      binary,
+		APIBaseURL:  apiBaseURL(),
 	}, nil
 }
 
+// apiBaseURL points at the Ely-Eye API that owns every write rule.
+func apiBaseURL() string {
+	if fromEnv := os.Getenv("ELY_EYE_API"); fromEnv != "" {
+		return fromEnv
+	}
+	return "http://127.0.0.1:8765"
+}
+
 func resolveHome(projectRoot string, elyEyeHome string) (string, error) {
 	if elyEyeHome == "" {
 		elyEyeHome = os.Getenv("ELY_EYE_HOME")

ely-eye-mcp/internal/contextpack/compiler.go

@@ -77,7 +77,9 @@ func summarizeAtom(atom domain.Atom, maxRunes int) domain.AtomSummary {
 		SourceID:        atom.SourceID,
 		Modality:        atom.Modality,
 		Source:          atom.Source,
-		Time:            atom.Time,
+		IngestedAt:      atom.IngestedAt,
+		HolderID:        atom.HolderID,
+		Scenario:        atom.Scenario,
 		TextPreview:     trimRunes(atom.Text, maxRunes),
 		ImageRef:        atom.ImageRef,
 		TokenEquivalent: atom.TokenEquivalent,

ely-eye-mcp/internal/domain/types.go

@@ -1,5 +1,37 @@
 package domain
 
+// Memory mirrors the Evidence Atom the Ely-Eye API returns for a write. The
+// server stamps holder, origin and ingestion time, so the MCP side never
+// invents them.
+type Memory struct {
+	AtomID             string   `json:"atom_id"`
+	SourceID           string   `json:"source_id"`
+	Source             string   `json:"source"`
+	HolderID           string   `json:"holder_id"`
+	Origin             string   `json:"origin"`
+	Scenario           string   `json:"scenario"`
+	Text               string   `json:"text"`
+	IngestedAt         string   `json:"ingested_at"`
+	EventTime          string   `json:"event_time,omitempty"`
+	EventTimePrecision string   `json:"event_time_precision,omitempty"`
+	ValidFrom          string   `json:"valid_from,omitempty"`
+	ValidTo            string   `json:"valid_to,omitempty"`
+	RetentionUntil     string   `json:"retention_until,omitempty"`
+	Supersedes         []string `json:"supersedes"`
+	TokenEquivalent    int64    `json:"token_equivalent"`
+}
+
+type ForgetReport struct {
+	SourceID            string   `json:"source_id"`
+	AtomIDs             []string `json:"atom_ids"`
+	AtomsDeleted        int      `json:"atoms_deleted"`
+	EdgesDeleted        int      `json:"edges_deleted"`
+	CacheEntriesCleared int      `json:"cache_entries_cleared"`
+	VectorIndexDropped  bool     `json:"vector_index_dropped"`
+	AffectedCartridges  []any    `json:"affected_cartridges"`
+	Reason              string   `json:"reason"`
+}
+
 type CacheLayer struct {
 	Layer         string `json:"layer"`
 	Entries       int    `json:"entries"`
@@ -44,7 +76,11 @@ type Atom struct {
 	SourceID        string `json:"source_id"`
 	Modality        string `json:"modality"`
 	Source          string `json:"source"`
-	Time            string `json:"time"`
+	IngestedAt      string `json:"ingested_at"`
+	HolderID        string `json:"holder_id,omitempty"`
+	Origin          string `json:"origin,omitempty"`
+	Scenario        string `json:"scenario,omitempty"`
+	EventTime       string `json:"event_time,omitempty"`
 	Text            string `json:"text"`
 	ImageRef        string `json:"image_ref,omitempty"`
 	Layout          any    `json:"layout,omitempty"`
@@ -65,7 +101,9 @@ type AtomSummary struct {
 	SourceID        string `json:"source_id"`
 	Modality        string `json:"modality"`
 	Source          string `json:"source"`
-	Time            string `json:"time"`
+	IngestedAt      string `json:"ingested_at"`
+	HolderID        string `json:"holder_id,omitempty"`
+	Scenario        string `json:"scenario,omitempty"`
 	TextPreview     string `json:"text_preview"`
 	ImageRef        string `json:"image_ref,omitempty"`
 	TokenEquivalent int64  `json:"token_equivalent"`

ely-eye-mcp/internal/mcpserver/server.go

@@ -8,6 +8,7 @@ import (
 	"path/filepath"
 	"strings"
 
+	"github.com/ZacharyZhang-NY/ely-eye/ely-eye-mcp/internal/apiclient"
 	"github.com/ZacharyZhang-NY/ely-eye/ely-eye-mcp/internal/config"
 	"github.com/ZacharyZhang-NY/ely-eye/ely-eye-mcp/internal/store"
 	"github.com/modelcontextprotocol/go-sdk/mcp"
@@ -16,6 +17,7 @@ import (
 type Server struct {
 	cfg     config.Config
 	store   *store.Store
+	api     *apiclient.Client
 	version string
 }
 
@@ -25,15 +27,16 @@ func Run(ctx context.Context, cfg config.Config, version string) error {
 		return err
 	}
 	defer db.Close()
-	server := &Server{cfg: cfg, store: db, version: version}
+	server := &Server{cfg: cfg, store: db, api: apiclient.New(cfg.APIBaseURL), version: version}
 	mcpServer := mcp.NewServer(&mcp.Implementation{
 		Name:    "ely-eye",
 		Title:   "Ely-Eye Context Cartridge MCP",
 		Version: version,
 	}, &mcp.ServerOptions{
-		Instructions: "Use Ely-Eye tools to retrieve local cartridge context, evidence atoms, proof suites, and compiled evidence packs. Tools read local Ely-Eye state and do not mutate the production database.",
+		Instructions: "Use Ely-Eye tools to retrieve local cartridge context, evidence atoms, proof suites, and compiled evidence packs. Read tools mirror local Ely-Eye state without writing. remember, supersede_memory and forget_memory mutate memory through the Ely-Eye API, which must be running (`ely-eye serve`); the server, not the caller, decides who owns a memory.",
 	})
 	server.registerTools(mcpServer)
+	server.registerWriteTools(mcpServer)
 	server.registerResources(mcpServer)
 	if err := mcpServer.Run(ctx, &mcp.StdioTransport{}); err != nil {
 		if errors.Is(err, io.EOF) || strings.HasSuffix(err.Error(), "EOF") {

ely-eye-mcp/internal/mcpserver/write_tools.go

@@ -0,0 +1,93 @@
+package mcpserver
+
+import (
+	"context"
+	"errors"
+
+	"github.com/ZacharyZhang-NY/ely-eye/ely-eye-mcp/internal/domain"
+	"github.com/modelcontextprotocol/go-sdk/mcp"
+)
+
+type RememberInput struct {
+	Text               string `json:"text" jsonschema:"the statement to remember, kept verbatim"`
+	Scenario           string `json:"scenario,omitempty" jsonschema:"optional context label such as home or work"`
+	EventTime          string `json:"event_time,omitempty" jsonschema:"when it was true, ISO 8601 with offset, e.g. 2026-05-01T12:00:00+08:00"`
+	EventTimePrecision string `json:"event_time_precision,omitempty" jsonschema:"instant, minute, hour, day, month, or year; required with event_time"`
+	RetentionUntil     string `json:"retention_until,omitempty" jsonschema:"ISO 8601 with offset; the memory stops being retrievable after this"`
+}
+
+type SupersedeInput struct {
+	AtomID             string `json:"atom_id" jsonschema:"exact Evidence Atom id being replaced"`
+	Text               string `json:"text" jsonschema:"the newer statement, kept verbatim"`
+	Scenario           string `json:"scenario,omitempty" jsonschema:"optional context label such as home or work"`
+	EventTime          string `json:"event_time,omitempty" jsonschema:"when the new statement became true, ISO 8601 with offset"`
+	EventTimePrecision string `json:"event_time_precision,omitempty" jsonschema:"instant, minute, hour, day, month, or year; required with event_time"`
+}
+
+type ForgetInput struct {
+	AtomID   string `json:"atom_id,omitempty" jsonschema:"exact Evidence Atom id to forget"`
+	SourceID string `json:"source_id,omitempty" jsonschema:"exact source id to forget, removing every atom of that source"`
+	Reason   string `json:"reason,omitempty" jsonschema:"why this memory is gone"`
+}
+
+type RememberOutput struct {
+	Atom domain.Memory `json:"atom"`
+}
+
+type ForgetOutput struct {
+	Report domain.ForgetReport `json:"report"`
+}
+
+func (s *Server) registerWriteTools(server *mcp.Server) {
+	mcp.AddTool(server, &mcp.Tool{
+		Name:        "remember",
+		Title:       "Remember",
+		Description: "Store a new memory. The Ely-Eye server stamps the holder, origin and ingestion time, so a caller cannot claim to be somebody else.",
+	}, s.rememberTool)
+	mcp.AddTool(server, &mcp.Tool{
+		Name:        "supersede_memory",
+		Title:       "Supersede a memory",
+		Description: "Replace a memory with a newer statement. The old one stops being retrievable but keeps its record, so the timeline stays readable.",
+	}, s.supersedeTool)
+	mcp.AddTool(server, &mcp.Tool{
+		Name:        "forget_memory",
+		Title:       "Forget a memory",
+		Description: "Delete a memory by atom_id or source_id and drop the derived indexes that would keep surfacing it.",
+	}, s.forgetTool)
+}
+
+func (s *Server) rememberTool(ctx context.Context, _ *mcp.CallToolRequest, input RememberInput) (*mcp.CallToolResult, RememberOutput, error) {
+	if input.Text == "" {
+		return nil, RememberOutput{}, errors.New("text is required")
+	}
+	var atom domain.Memory
+	if err := s.api.Post(ctx, "/api/memory", input, &atom); err != nil {
+		return nil, RememberOutput{}, err
+	}
+	return nil, RememberOutput{Atom: atom}, nil
+}
+
+func (s *Server) supersedeTool(ctx context.Context, _ *mcp.CallToolRequest, input SupersedeInput) (*mcp.CallToolResult, RememberOutput, error) {
+	if input.AtomID == "" {
+		return nil, RememberOutput{}, errors.New("atom_id is required")
+	}
+	if input.Text == "" {
+		return nil, RememberOutput{}, errors.New("text is required")
+	}
+	var atom domain.Memory
+	if err := s.api.Post(ctx, "/api/memory/supersede", input, &atom); err != nil {
+		return nil, RememberOutput{}, err
+	}
+	return nil, RememberOutput{Atom: atom}, nil
+}
+
+func (s *Server) forgetTool(ctx context.Context, _ *mcp.CallToolRequest, input ForgetInput) (*mcp.CallToolResult, ForgetOutput, error) {
+	if (input.AtomID == "") == (input.SourceID == "") {
+		return nil, ForgetOutput{}, errors.New("forget takes exactly one of atom_id or source_id")
+	}
+	var report domain.ForgetReport
+	if err := s.api.Post(ctx, "/api/memory/forget", input, &report); err != nil {
+		return nil, ForgetOutput{}, err
+	}
+	return nil, ForgetOutput{Report: report}, nil
+}

ely-eye-mcp/internal/mcpserver/write_tools_test.go

@@ -0,0 +1,135 @@
+package mcpserver
+
+import (
+	"context"
+	"encoding/json"
+	"io"
+	"net/http"
+	"net/http/httptest"
+	"strings"
+	"testing"
+
+	"github.com/ZacharyZhang-NY/ely-eye/ely-eye-mcp/internal/apiclient"
+)
+
+func recordingServer(t *testing.T, status int, body string, seen *[]string) *httptest.Server {
+	t.Helper()
+	return httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		payload, _ := io.ReadAll(r.Body)
+		var decoded map[string]any
+		_ = json.Unmarshal(payload, &decoded)
+		*seen = append(*seen, r.URL.Path+" "+string(payload)+" "+func() string {
+			if decoded["text"] == nil {
+				return "<no text>"
+			}
+			return decoded["text"].(string)
+		}())
+		w.WriteHeader(status)
+		_, _ = w.Write([]byte(body))
+	}))
+}
+
+func TestRememberSendsTheStatementAndReturnsTheStampedMemory(t *testing.T) {
+	var seen []string
+	server := recordingServer(t, http.StatusCreated,
+		`{"atom_id":"mem-1:text","source_id":"mem-1","holder_id":"husband","origin":"self","text":"钥匙在玄关抽屉"}`, &seen)
+	defer server.Close()
+
+	s := &Server{api: apiclient.New(server.URL)}
+	_, out, err := s.rememberTool(context.Background(), nil, RememberInput{Text: "钥匙在玄关抽屉", Scenario: "home"})
+	if err != nil {
+		t.Fatalf("remember failed: %v", err)
+	}
+	if out.Atom.HolderID != "husband" || out.Atom.Origin != "self" {
+		t.Errorf("stamped memory = %+v, want the server's holder and origin", out.Atom)
+	}
+	if len(seen) != 1 || !strings.Contains(seen[0], "/api/memory") {
+		t.Fatalf("requests = %v, want one POST to /api/memory", seen)
+	}
+	if !strings.Contains(seen[0], "钥匙在玄关抽屉") {
+		t.Errorf("request = %s, want the statement verbatim", seen[0])
+	}
+}
+
+func TestRememberRefusesAnEmptyStatement(t *testing.T) {
+	var seen []string
+	server := recordingServer(t, http.StatusCreated, `{}`, &seen)
+	defer server.Close()
+
+	if _, _, err := (&Server{api: apiclient.New(server.URL)}).rememberTool(context.Background(), nil, RememberInput{}); err == nil {
+		t.Fatal("an empty memory must not be stored")
+	}
+	if len(seen) != 0 {
+		t.Errorf("requests = %v, want the empty write rejected before the network", seen)
+	}
+}
+
+func TestSupersedeNamesTheAtomItReplaces(t *testing.T) {
+	var seen []string
+	server := recordingServer(t, http.StatusOK,
+		`{"atom_id":"mem-2:text","supersedes":["mem-1:text"],"valid_from":"2026-05-02T00:00:00+00:00"}`, &seen)
+	defer server.Close()
+
+	s := &Server{api: apiclient.New(server.URL)}
+	_, out, err := s.supersedeTool(context.Background(), nil, SupersedeInput{AtomID: "mem-1:text", Text: "钥匙在客厅茶几"})
+	if err != nil {
+		t.Fatalf("supersede failed: %v", err)
+	}
+	if len(out.Atom.Supersedes) != 1 || out.Atom.Supersedes[0] != "mem-1:text" {
+		t.Errorf("supersedes = %v, want the replaced atom", out.Atom.Supersedes)
+	}
+	if !strings.Contains(seen[0], "/api/memory/supersede") {
+		t.Errorf("request = %s, want the supersede route", seen[0])
+	}
+}
+
+func TestSupersedeRefusesAMissingAtomID(t *testing.T) {
+	var seen []string
+	server := recordingServer(t, http.StatusOK, `{}`, &seen)
+	defer server.Close()
+
+	if _, _, err := (&Server{api: apiclient.New(server.URL)}).supersedeTool(context.Background(), nil, SupersedeInput{Text: "新的说法"}); err == nil {
+		t.Fatal("supersede must name the atom it replaces")
+	}
+	if len(seen) != 0 {
+		t.Errorf("requests = %v, want no write attempted", seen)
+	}
+}
+
+func TestForgetTakesExactlyOneID(t *testing.T) {
+	var seen []string
+	server := recordingServer(t, http.StatusOK, `{"source_id":"mem-1","atoms_deleted":1}`, &seen)
+	defer server.Close()
+
+	s := &Server{api: apiclient.New(server.URL)}
+	for _, input := range []ForgetInput{{}, {AtomID: "a:text", SourceID: "b"}} {
+		if _, _, err := s.forgetTool(context.Background(), nil, input); err == nil {
+			t.Errorf("input %+v accepted, want exactly one id", input)
+		}
+	}
+	_, out, err := s.forgetTool(context.Background(), nil, ForgetInput{SourceID: "mem-1", Reason: "moved house"})
+	if err != nil {
+		t.Fatalf("forget failed: %v", err)
+	}
+	if out.Report.AtomsDeleted != 1 {
+		t.Errorf("report = %+v, want the deleted count back", out.Report)
+	}
+	if len(seen) != 1 || !strings.Contains(seen[0], "/api/memory/forget") {
+		t.Errorf("requests = %v, want one POST to the forget route", seen)
+	}
+}
+
+func TestARejectedWriteReachesTheCallerAsAnError(t *testing.T) {
+	var seen []string
+	server := recordingServer(t, http.StatusUnprocessableEntity,
+		`{"detail":"mem-1:text was already closed"}`, &seen)
+	defer server.Close()
+
+	_, _, err := (&Server{api: apiclient.New(server.URL)}).supersedeTool(context.Background(), nil, SupersedeInput{AtomID: "mem-1:text", Text: "再说一次"})
+	if err == nil {
+		t.Fatal("a closed memory must not supersede silently")
+	}
+	if !strings.Contains(err.Error(), "already closed") {
+		t.Errorf("error = %v, want the server's reason", err)
+	}
+}

ely-eye-mcp/internal/store/atoms.go

@@ -18,9 +18,11 @@ func (s *Store) FetchAtom(ctx context.Context, atomID string) (domain.Atom, erro
 		return domain.Atom{}, errors.New("atom_id is required")
 	}
 	row := s.db.QueryRowContext(ctx, `
-		SELECT atom_id, source_id, modality, source, time, text, COALESCE(image_ref, ''),
+		SELECT atom_id, source_id, modality, source, ingested_at,
+		       COALESCE(holder_id, ''), COALESCE(origin, ''), COALESCE(scenario, ''),
+		       COALESCE(event_time, ''), text, COALESCE(image_ref, ''),
 		       COALESCE(layout_json, ''), relations_json, trust_json, token_equivalent, metadata_json
-		FROM atoms
+		FROM v_atoms_current
 		WHERE atom_id = ?`, atomID)
 	atom, err := scanAtom(row)
 	if err != nil {
@@ -48,12 +50,14 @@ func (s *Store) SearchAtoms(ctx context.Context, query string, modality string,
 	}
 	args = append(args, limit)
 	rows, err := s.db.QueryContext(ctx, `
-		SELECT a.atom_id, a.source_id, a.modality, a.source, a.time, a.text,
+		SELECT a.atom_id, a.source_id, a.modality, a.source, a.ingested_at,
+		       COALESCE(a.holder_id, ''), COALESCE(a.origin, ''), COALESCE(a.scenario, ''),
+		       COALESCE(a.event_time, ''), a.text,
 		       COALESCE(a.image_ref, ''), COALESCE(a.layout_json, ''),
 		       a.relations_json, a.trust_json, a.token_equivalent, a.metadata_json,
 		       bm25(atom_fts) AS score
 		FROM atom_fts
-		JOIN atoms a ON a.atom_id = atom_fts.atom_id
+		JOIN v_atoms_current a ON a.atom_id = atom_fts.atom_id
 		WHERE atom_fts MATCH ? `+filter+`
 		ORDER BY score
 		LIMIT ?`, args...)
@@ -104,7 +108,11 @@ func scanAtom(scanner atomScanner) (domain.Atom, error) {
 		&atom.SourceID,
 		&atom.Modality,
 		&atom.Source,
-		&atom.Time,
+		&atom.IngestedAt,
+		&atom.HolderID,
+		&atom.Origin,
+		&atom.Scenario,
+		&atom.EventTime,
 		&atom.Text,
 		&atom.ImageRef,
 		&layout,
@@ -147,7 +155,11 @@ func scanAtomHit(scanner atomScanner) (domain.Atom, float64, error) {
 		&atom.SourceID,
 		&atom.Modality,
 		&atom.Source,
-		&atom.Time,
+		&atom.IngestedAt,
+		&atom.HolderID,
+		&atom.Origin,
+		&atom.Scenario,
+		&atom.EventTime,
 		&atom.Text,
 		&atom.ImageRef,
 		&layout,

scripts/mcp_write_smoke.sh

@@ -0,0 +1,118 @@
+#!/usr/bin/env bash
+# Prove the MCP write tools reach the Python writer over HTTP, end to end.
+set -euo pipefail
+
+root="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
+home="$(mktemp -d)"
+port="${PORT:-8799}"
+export ELY_EYE_HOME="$home"
+export ELY_EYE_API="http://127.0.0.1:${port}"
+
+python_bin="$root/.venv/bin/python"
+[ -x "$python_bin" ] || python_bin="python3"
+
+api=""
+cleanup() {
+  if [ -n "$api" ]; then kill "$api" 2>/dev/null || true; fi
+  rm -rf "$home"
+}
+trap cleanup EXIT
+
+"$python_bin" -m ely_eye.cli serve --port "$port" >"$home/api.log" 2>&1 &
+api=$!
+
+ready=0
+for _ in $(seq 1 80); do
+  if curl -sf "http://127.0.0.1:${port}/api/status" >/dev/null 2>&1; then ready=1; break; fi
+  sleep 0.5
+done
+if [ "$ready" -ne 1 ]; then
+  echo "FAIL: the Ely-Eye API did not start"
+  cat "$home/api.log"
+  exit 1
+fi
+
+(cd "$root/ely-eye-mcp" && go build -o "$home/ely-eye-mcp" ./cmd/ely-eye-mcp)
+
+"$python_bin" - "$home/ely-eye-mcp" <<'PY'
+import json
+import subprocess
+import sys
+
+binary = sys.argv[1]
+proc = subprocess.Popen(
+    [binary, "server"],
+    stdin=subprocess.PIPE,
+    stdout=subprocess.PIPE,
+    stderr=subprocess.DEVNULL,
+    text=True,
+)
+
+
+def send(message):
+    proc.stdin.write(json.dumps(message, ensure_ascii=False) + "\n")
+    proc.stdin.flush()
+
+
+def call(id_, method, params):
+    send({"jsonrpc": "2.0", "id": id_, "method": method, "params": params})
+    while True:
+        line = proc.stdout.readline()
+        if not line:
+            raise SystemExit(f"FAIL: the MCP server closed the pipe at request {id_}")
+        answer = json.loads(line)
+        if answer.get("id") == id_:
+            if "error" in answer:
+                raise SystemExit(f"FAIL: {method} returned {answer['error']}")
+            return answer["result"]
+
+
+def tool(name, arguments):
+    result = call(3, "tools/call", {"name": name, "arguments": arguments})
+    if result.get("isError"):
+        raise SystemExit(f"FAIL: {name} returned an error: {result['content']}")
+    return result["structuredContent"]
+
+
+call(1, "initialize", {
+    "protocolVersion": "2025-06-18",
+    "capabilities": {},
+    "clientInfo": {"name": "ely-eye-smoke", "version": "0"},
+})
+send({"jsonrpc": "2.0", "method": "notifications/initialized"})
+
+names = [item["name"] for item in call(2, "tools/list", {})["tools"]]
+for required in ("remember", "supersede_memory", "forget_memory"):
+    if required not in names:
+        raise SystemExit(f"FAIL: {required} is not registered; tools are {names}")
+
+statement = "keys are in the hall drawer"
+remembered = tool("remember", {"text": statement, "scenario": "home"})["atom"]
+if not remembered["holder_id"]:
+    raise SystemExit(f"FAIL: the server stamped no holder: {remembered}")
+atom_id = remembered["atom_id"]
+
+hits = tool("search_atoms", {"query": statement})["hits"]
+if not hits or hits[0]["atom"]["atom_id"] != atom_id:
+    raise SystemExit(f"FAIL: the new memory is not retrievable: {hits}")
+if hits[0]["atom"].get("scenario") != "home":
+    raise SystemExit(f"FAIL: the search hit lost the scenario: {hits[0]['atom']}")
+
+replacement = "keys are on the coffee table"
+newer = tool("supersede_memory", {"atom_id": atom_id, "text": replacement})["atom"]
+if newer["supersedes"] != [atom_id]:
+    raise SystemExit(f"FAIL: the replacement does not point back: {newer}")
+
+after = tool("search_atoms", {"query": statement})["hits"]
+if any(hit["atom"]["atom_id"] == atom_id for hit in after):
+    raise SystemExit(f"FAIL: the superseded memory is still retrievable: {after}")
+
+report = tool("forget_memory", {"atom_id": atom_id})["report"]
+if report["atoms_deleted"] != 1:
+    raise SystemExit(f"FAIL: forget deleted {report['atoms_deleted']} atoms, want 1")
+gone = call(3, "tools/call", {"name": "fetch_atom", "arguments": {"atom_id": atom_id}})
+if not gone.get("isError") or "not found" not in gone["content"][0]["text"]:
+    raise SystemExit(f"FAIL: the forgotten memory is still readable: {gone}")
+
+print("PASS: remember, supersede, search and forget work through MCP")
+PY