diff --git a/servers/memory/main.py b/servers/memory/main.py
new file mode 100644
index 0000000..9e62b8d
--- /dev/null
+++ b/servers/memory/main.py
@@ -0,0 +1,275 @@
+from fastapi import FastAPI, HTTPException, Body
+from fastapi.middleware.cors import CORSMiddleware
+
+
+from pydantic import BaseModel, Field
+from typing import List, Literal, Union
+from pathlib import Path
+import json
+import os
+
+app = FastAPI(
+    title="Knowledge Graph Server",
+    version="1.0.0",
+    description="A structured knowledge graph memory system that supports entity and relation storage, observation tracking, and manipulation.",
+)
+
+origins = ["*"]
+
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=origins,
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+
+# ----- Persistence Setup -----
+MEMORY_FILE_PATH_ENV = os.getenv("MEMORY_FILE_PATH", "memory.json")
+MEMORY_FILE_PATH = Path(
+    MEMORY_FILE_PATH_ENV
+    if Path(MEMORY_FILE_PATH_ENV).is_absolute()
+    else Path(__file__).parent / MEMORY_FILE_PATH_ENV
+)
+
+
+# ----- Data Models -----
+class Entity(BaseModel):
+    name: str = Field(..., description="The name of the entity")
+    entityType: str = Field(..., description="The type of the entity")
+    observations: List[str] = Field(
+        ..., description="An array of observation contents associated with the entity"
+    )
+
+
+class Relation(BaseModel):
+    from_: str = Field(
+        ...,
+        alias="from",
+        description="The name of the entity where the relation starts",
+    )
+    to: str = Field(..., description="The name of the entity where the relation ends")
+    relationType: str = Field(..., description="The type of the relation")
+
+
+class KnowledgeGraph(BaseModel):
+    entities: List[Entity]
+    relations: List[Relation]
+
+
+class EntityWrapper(BaseModel):
+    type: Literal["entity"]
+    name: str
+    entityType: str
+    observations: List[str]
+
+
+class RelationWrapper(BaseModel):
+    type: Literal["relation"]
+    from_: str = Field(..., alias="from")
+    to: str
+    relationType: str
+
+
+# ----- I/O Handlers -----
+def read_graph_file() -> KnowledgeGraph:
+    if not MEMORY_FILE_PATH.exists():
+        return KnowledgeGraph(entities=[], relations=[])
+    with open(MEMORY_FILE_PATH, "r", encoding="utf-8") as f:
+        lines = [line for line in f if line.strip()]
+        entities = []
+        relations = []
+        for line in lines:
+            print(line)
+            item = json.loads(line)
+            if item["type"] == "entity":
+                entities.append(
+                    Entity(
+                        name=item["name"],
+                        entityType=item["entityType"],
+                        observations=item["observations"],
+                    )
+                )
+            elif item["type"] == "relation":
+                relations.append(Relation(**item))
+
+        return KnowledgeGraph(entities=entities, relations=relations)
+
+
+def save_graph(graph: KnowledgeGraph):
+    lines = [json.dumps({"type": "entity", **e.dict()}) for e in graph.entities] + [
+        json.dumps({"type": "relation", **r.dict(by_alias=True)})
+        for r in graph.relations
+    ]
+    with open(MEMORY_FILE_PATH, "w", encoding="utf-8") as f:
+        f.write("\n".join(lines))
+
+
+# ----- Request Models -----
+
+
+class CreateEntitiesRequest(BaseModel):
+    entities: List[Entity] = Field(..., description="List of entities to create")
+
+
+class CreateRelationsRequest(BaseModel):
+    relations: List[Relation] = Field(
+        ..., description="List of relations to create. All must be in active voice."
+    )
+
+
+class AddObservationsRequest(BaseModel):
+    observations: List[dict] = Field(
+        ...,
+        description="Each item includes an entity name and an array of observations to add",
+    )
+
+
+class DeleteEntitiesRequest(BaseModel):
+    entityNames: List[str] = Field(
+        ..., description="An array of entity names to delete"
+    )
+
+
+class DeleteObservationsRequest(BaseModel):
+    deletions: List[dict] = Field(
+        ...,
+        description="Each item includes an entity name and an array of observations to delete",
+    )
+
+
+class DeleteRelationsRequest(BaseModel):
+    relations: List[Relation] = Field(
+        ..., description="An array of relations to delete"
+    )
+
+
+class SearchNodesRequest(BaseModel):
+    query: str = Field(
+        ...,
+        description="The search query to match against entity names, types, and observation content",
+    )
+
+
+class OpenNodesRequest(BaseModel):
+    names: List[str] = Field(..., description="An array of entity names to retrieve")
+
+
+# ----- Endpoints -----
+
+
+@app.post("/create_entities", summary="Create multiple entities in the graph")
+def create_entities(req: CreateEntitiesRequest):
+    graph = read_graph_file()
+    existing_names = {e.name for e in graph.entities}
+    new_entities = [e for e in req.entities if e.name not in existing_names]
+    graph.entities.extend(new_entities)
+    save_graph(graph)
+    return new_entities
+
+
+@app.post("/create_relations", summary="Create multiple relations between entities")
+def create_relations(req: CreateRelationsRequest):
+    graph = read_graph_file()
+    existing = {(r.from_, r.to, r.relationType) for r in graph.relations}
+    new = [r for r in req.relations if (r.from_, r.to, r.relationType) not in existing]
+    graph.relations.extend(new)
+    save_graph(graph)
+    return new
+
+
+@app.post("/add_observations", summary="Add new observations to existing entities")
+def add_observations(req: AddObservationsRequest):
+    graph = read_graph_file()
+    results = []
+    for obs in req.observations:
+        name = obs["entityName"]
+        contents = obs["contents"]
+        entity = next((e for e in graph.entities if e.name == name), None)
+        if not entity:
+            raise HTTPException(status_code=404, detail=f"Entity {name} not found")
+        added = [c for c in contents if c not in entity.observations]
+        entity.observations.extend(added)
+        results.append({"entityName": name, "addedObservations": added})
+    save_graph(graph)
+    return results
+
+
+@app.post("/delete_entities", summary="Delete entities and associated relations")
+def delete_entities(req: DeleteEntitiesRequest):
+    graph = read_graph_file()
+    graph.entities = [e for e in graph.entities if e.name not in req.entityNames]
+    graph.relations = [
+        r
+        for r in graph.relations
+        if r.from_ not in req.entityNames and r.to not in req.entityNames
+    ]
+    save_graph(graph)
+    return {"message": "Entities deleted successfully"}
+
+
+@app.post("/delete_observations", summary="Delete specific observations from entities")
+def delete_observations(req: DeleteObservationsRequest):
+    graph = read_graph_file()
+    for deletion in req.deletions:
+        name = deletion["entityName"]
+        obs_to_delete = deletion["observations"]
+        entity = next((e for e in graph.entities if e.name == name), None)
+        if entity:
+            entity.observations = [
+                o for o in entity.observations if o not in obs_to_delete
+            ]
+    save_graph(graph)
+    return {"message": "Observations deleted successfully"}
+
+
+@app.post("/delete_relations", summary="Delete relations from the graph")
+def delete_relations(req: DeleteRelationsRequest):
+    graph = read_graph_file()
+    del_set = {(r.from_, r.to, r.relationType) for r in req.relations}
+    graph.relations = [
+        r for r in graph.relations if (r.from_, r.to, r.relationType) not in del_set
+    ]
+    save_graph(graph)
+    return {"message": "Relations deleted successfully"}
+
+
+@app.get(
+    "/read_graph", response_model=KnowledgeGraph, summary="Read entire knowledge graph"
+)
+def read_graph():
+    return read_graph_file()
+
+
+@app.post(
+    "/search_nodes",
+    response_model=KnowledgeGraph,
+    summary="Search for nodes by keyword",
+)
+def search_nodes(req: SearchNodesRequest):
+    graph = read_graph_file()
+    print(graph)
+    entities = [
+        e
+        for e in graph.entities
+        if req.query.lower() in e.name.lower()
+        or req.query.lower() in e.entityType.lower()
+        or any(req.query.lower() in o.lower() for o in e.observations)
+    ]
+    names = {e.name for e in entities}
+    relations = [r for r in graph.relations if r.from_ in names and r.to in names]
+
+    print(names, relations)
+    return KnowledgeGraph(entities=entities, relations=relations)
+
+
+@app.post(
+    "/open_nodes", response_model=KnowledgeGraph, summary="Open specific nodes by name"
+)
+def open_nodes(req: OpenNodesRequest):
+    graph = read_graph_file()
+    entities = [e for e in graph.entities if e.name in req.names]
+    names = {e.name for e in entities}
+    relations = [r for r in graph.relations if r.from_ in names and r.to in names]
+    return KnowledgeGraph(entities=entities, relations=relations)
diff --git a/servers/memory/requirements.txt b/servers/memory/requirements.txt
new file mode 100644
index 0000000..b08d10d
--- /dev/null
+++ b/servers/memory/requirements.txt
@@ -0,0 +1,7 @@
+fastapi
+uvicorn[standard]
+pydantic
+python-multipart
+
+pytz
+python-dateutil
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