diff --git a/.github/workflows/python-tests.yml b/.github/workflows/python-tests.yml
index 8db85cf9d..9724412c6 100644
--- a/.github/workflows/python-tests.yml
+++ b/.github/workflows/python-tests.yml
@@ -104,4 +104,4 @@ jobs:
- name: PyTest unit tests
if: ${{ !startsWith(matrix.os, 'macos-13') }}
run: |
- poetry run pytest tests -vv --durations=10
+ poetry run pytest tests -vv --durations=10 --cov-fail-under=39
\ No newline at end of file
diff --git a/README.md b/README.md
index d060b5d28..00bb3424c 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,8 @@
+# MemOS: Memory Operating System for AI Agents
+qwertyuasdfghjzxcvb
+MemOS is an open-source **Agent Memory framework** that empowers AI agents with **long-term memory, personality consistency, and contextual recall**. It enables agents to **remember past interactions**, **learn over time**, and **build evolving identities** across sessions.
+
+Designed for **AI companions, role-playing NPCs, and multi-agent systems**, MemOS provides a unified API for **memory representation, retrieval, and update** — making it the foundation for next-generation **memory-augmented AI agents**.
+
+Get Free API: [Try API](https://memos-dashboard.openmem.net/quickstart/?source=github)
+
+
---
diff --git a/examples/mem_api/pipeline_test.py b/examples/mem_api/pipeline_test.py
deleted file mode 100644
index cd7b3bee3..000000000
--- a/examples/mem_api/pipeline_test.py
+++ /dev/null
@@ -1,178 +0,0 @@
-"""
-Pipeline test script for MemOS Server API functions.
-This script directly tests add and search functionalities without going through the API layer.
-If you want to start server_api set .env to MemOS/.env and run:
-uvicorn memos.api.server_api:app --host 0.0.0.0 --port 8002 --workers 4
-"""
-
-from typing import Any
-
-from dotenv import load_dotenv
-
-# Import directly from server_router to reuse initialized components
-from memos.api.routers.server_router import (
- _create_naive_mem_cube,
- mem_reader,
-)
-from memos.log import get_logger
-
-
-# Load environment variables
-load_dotenv()
-
-logger = get_logger(__name__)
-
-
-def test_add_memories(
- messages: list[dict[str, str]],
- user_id: str,
- mem_cube_id: str,
- session_id: str = "default_session",
-) -> list[str]:
- """
- Test adding memories to the system.
-
- Args:
- messages: List of message dictionaries with 'role' and 'content'
- user_id: User identifier
- mem_cube_id: Memory cube identifier
- session_id: Session identifier
-
- Returns:
- List of memory IDs that were added
- """
- logger.info(f"Testing add memories for user: {user_id}, mem_cube: {mem_cube_id}")
-
- # Create NaiveMemCube using server_router function
- naive_mem_cube = _create_naive_mem_cube()
-
- # Extract memories from messages using server_router's mem_reader
- memories = mem_reader.get_memory(
- [messages],
- type="chat",
- info={
- "user_id": user_id,
- "session_id": session_id,
- },
- )
-
- # Flatten memory list
- flattened_memories = [mm for m in memories for mm in m]
-
- # Add memories to the system
- mem_id_list: list[str] = naive_mem_cube.text_mem.add(
- flattened_memories,
- user_name=mem_cube_id,
- )
-
- logger.info(f"Added {len(mem_id_list)} memories: {mem_id_list}")
-
- # Print details of added memories
- for memory_id, memory in zip(mem_id_list, flattened_memories, strict=False):
- logger.info(f" - ID: {memory_id}")
- logger.info(f" Memory: {memory.memory}")
- logger.info(f" Type: {memory.metadata.memory_type}")
-
- return mem_id_list
-
-
-def test_search_memories(
- query: str,
- user_id: str,
- mem_cube_id: str,
- session_id: str = "default_session",
- top_k: int = 5,
- mode: str = "fast",
- internet_search: bool = False,
- moscube: bool = False,
- chat_history: list | None = None,
-) -> list[Any]:
- """
- Test searching memories from the system.
-
- Args:
- query: Search query text
- user_id: User identifier
- mem_cube_id: Memory cube identifier
- session_id: Session identifier
- top_k: Number of top results to return
- mode: Search mode
- internet_search: Whether to enable internet search
- moscube: Whether to enable moscube search
- chat_history: Chat history for context
-
- Returns:
- List of search results
- """
-
- # Create NaiveMemCube using server_router function
- naive_mem_cube = _create_naive_mem_cube()
-
- # Prepare search filter
- search_filter = {"session_id": session_id} if session_id != "default_session" else None
-
- search_results = naive_mem_cube.text_mem.search(
- query=query,
- user_name=mem_cube_id,
- top_k=top_k,
- mode=mode,
- manual_close_internet=not internet_search,
- moscube=moscube,
- search_filter=search_filter,
- info={
- "user_id": user_id,
- "session_id": session_id,
- "chat_history": chat_history or [],
- },
- )
-
- # Print search results
- for idx, result in enumerate(search_results, 1):
- logger.info(f"\n Result {idx}:")
- logger.info(f" ID: {result.id}")
- logger.info(f" Memory: {result.memory}")
- logger.info(f" Score: {getattr(result, 'score', 'N/A')}")
- logger.info(f" Type: {result.metadata.memory_type}")
-
- return search_results
-
-
-def main():
- # Test parameters
- user_id = "test_user_123"
- mem_cube_id = "test_cube_123"
- session_id = "test_session_001"
-
- test_messages = [
- {"role": "user", "content": "Where should I go for Christmas?"},
- {
- "role": "assistant",
- "content": "There are many places to visit during Christmas, such as the Bund and Disneyland in Shanghai.",
- },
- {"role": "user", "content": "What about New Year's Eve?"},
- {
- "role": "assistant",
- "content": "For New Year's Eve, you could visit Times Square in New York or watch fireworks at the Sydney Opera House.",
- },
- ]
-
- memory_ids = test_add_memories(
- messages=test_messages, user_id=user_id, mem_cube_id=mem_cube_id, session_id=session_id
- )
-
- logger.info(f"\nSuccessfully added {len(memory_ids)} memories!")
-
- search_queries = [
- "How to enjoy Christmas?",
- "Where to celebrate New Year?",
- "What are good places to visit during holidays?",
- ]
-
- for query in search_queries:
- logger.info("\n" + "-" * 80)
- results = test_search_memories(query=query, user_id=user_id, mem_cube_id=mem_cube_id)
- print(f"Query: '{query}' returned {len(results)} results")
-
-
-if __name__ == "__main__":
- main()
diff --git a/poetry.lock b/poetry.lock
index 926d580fb..4cd4ab4cf 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
[[package]]
name = "absl-py"
@@ -500,12 +500,12 @@ version = "0.4.6"
description = "Cross-platform colored terminal text."
optional = false
python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
-groups = ["main", "eval", "test"]
+groups = ["main", "dev", "eval", "test"]
files = [
{file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
{file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
]
-markers = {main = "platform_system == \"Windows\" or sys_platform == \"win32\"", eval = "platform_system == \"Windows\"", test = "sys_platform == \"win32\""}
+markers = {main = "platform_system == \"Windows\" or sys_platform == \"win32\"", dev = "sys_platform == \"win32\"", eval = "platform_system == \"Windows\"", test = "sys_platform == \"win32\""}
[[package]]
name = "coloredlogs"
@@ -603,6 +603,114 @@ mypy = ["bokeh", "contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.15.0)", "
test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "wurlitzer"]
+[[package]]
+name = "coverage"
+version = "7.11.3"
+description = "Code coverage measurement for Python"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
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python-versions = ">=3.7"
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+ {file = "psycopg2_binary-2.9.11-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:41360b01c140c2a03d346cec3280cf8a71aa07d94f3b1509fa0161c366af66b4"},
+ {file = "psycopg2_binary-2.9.11-cp39-cp39-win_amd64.whl", hash = "sha256:875039274f8a2361e5207857899706da840768e2a775bf8c65e82f60b197df02"},
+]
[[package]]
name = "pycparser"
@@ -3813,7 +3995,7 @@ version = "2.19.2"
description = "Pygments is a syntax highlighting package written in Python."
optional = false
python-versions = ">=3.8"
-groups = ["main", "test"]
+groups = ["main", "dev", "test"]
files = [
{file = "pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b"},
{file = "pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887"},
@@ -3824,24 +4006,23 @@ windows-terminal = ["colorama (>=0.4.6)"]
[[package]]
name = "pymilvus"
-version = "2.6.2"
+version = "2.6.3"
description = "Python Sdk for Milvus"
-optional = true
+optional = false
python-versions = ">=3.8"
groups = ["main"]
-markers = "extra == \"pref-mem\" or extra == \"all\""
files = [
- {file = "pymilvus-2.6.2-py3-none-any.whl", hash = "sha256:933e447e09424d490dcf595053b01a7277dadea7ae3235cd704363bd6792509d"},
- {file = "pymilvus-2.6.2.tar.gz", hash = "sha256:b4802cc954de8f2d47bf8d6230e92196514dcb8a3726ba6098dc27909d4bc8e3"},
+ {file = "pymilvus-2.6.3-py3-none-any.whl", hash = "sha256:c8551491a194ecfb0b22d44aa809ce749bf6969f2fa8d321523833e2d6c1313d"},
+ {file = "pymilvus-2.6.3.tar.gz", hash = "sha256:10647808f201003d24eead2890722ffcba4b1ef713eff86c8da9623f93071ed9"},
]
[package.dependencies]
grpcio = ">=1.66.2,<1.68.0 || >1.68.0,<1.68.1 || >1.68.1,<1.69.0 || >1.69.0,<1.70.0 || >1.70.0,<1.70.1 || >1.70.1,<1.71.0 || >1.71.0,<1.72.1 || >1.72.1,<1.73.0 || >1.73.0"
+orjson = ">=3.10.15"
pandas = ">=1.2.4"
protobuf = ">=5.27.2"
python-dotenv = ">=1.0.1,<2.0.0"
setuptools = ">69"
-ujson = ">=2.0.0"
[package.extras]
bulk-writer = ["azure-storage-blob", "minio (>=7.0.0)", "pyarrow (>=12.0.0)", "requests", "urllib3"]
@@ -3913,7 +4094,7 @@ version = "8.4.1"
description = "pytest: simple powerful testing with Python"
optional = false
python-versions = ">=3.9"
-groups = ["test"]
+groups = ["main", "dev", "test"]
files = [
{file = "pytest-8.4.1-py3-none-any.whl", hash = "sha256:539c70ba6fcead8e78eebbf1115e8b589e7565830d7d006a8723f19ac8a0afb7"},
{file = "pytest-8.4.1.tar.gz", hash = "sha256:7c67fd69174877359ed9371ec3af8a3d2b04741818c51e5e99cc1742251fa93c"},
@@ -3950,6 +4131,65 @@ pytest = ">=7.0.0,<9"
docs = ["sphinx (>=5.3)", "sphinx-rtd-theme (>=1.0)"]
testing = ["coverage (>=6.2)", "hypothesis (>=5.7.1)"]
+[[package]]
+name = "pytest-cov"
+version = "7.0.0"
+description = "Pytest plugin for measuring coverage."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+ {file = "pytest_cov-7.0.0-py3-none-any.whl", hash = "sha256:3b8e9558b16cc1479da72058bdecf8073661c7f57f7d3c5f22a1c23507f2d861"},
+ {file = "pytest_cov-7.0.0.tar.gz", hash = "sha256:33c97eda2e049a0c5298e91f519302a1334c26ac65c1a483d6206fd458361af1"},
+]
+
+[package.dependencies]
+coverage = {version = ">=7.10.6", extras = ["toml"]}
+pluggy = ">=1.2"
+pytest = ">=7"
+
+[package.extras]
+testing = ["process-tests", "pytest-xdist", "virtualenv"]
+
+[[package]]
+name = "pytest-html"
+version = "4.1.1"
+description = "pytest plugin for generating HTML reports"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+ {file = "pytest_html-4.1.1-py3-none-any.whl", hash = "sha256:c8152cea03bd4e9bee6d525573b67bbc6622967b72b9628dda0ea3e2a0b5dd71"},
+ {file = "pytest_html-4.1.1.tar.gz", hash = "sha256:70a01e8ae5800f4a074b56a4cb1025c8f4f9b038bba5fe31e3c98eb996686f07"},
+]
+
+[package.dependencies]
+jinja2 = ">=3.0.0"
+pytest = ">=7.0.0"
+pytest-metadata = ">=2.0.0"
+
+[package.extras]
+docs = ["pip-tools (>=6.13.0)"]
+test = ["assertpy (>=1.1)", "beautifulsoup4 (>=4.11.1)", "black (>=22.1.0)", "flake8 (>=4.0.1)", "pre-commit (>=2.17.0)", "pytest-mock (>=3.7.0)", "pytest-rerunfailures (>=11.1.2)", "pytest-xdist (>=2.4.0)", "selenium (>=4.3.0)", "tox (>=3.24.5)"]
+
+[[package]]
+name = "pytest-metadata"
+version = "3.1.1"
+description = "pytest plugin for test session metadata"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+ {file = "pytest_metadata-3.1.1-py3-none-any.whl", hash = "sha256:c8e0844db684ee1c798cfa38908d20d67d0463ecb6137c72e91f418558dd5f4b"},
+ {file = "pytest_metadata-3.1.1.tar.gz", hash = "sha256:d2a29b0355fbc03f168aa96d41ff88b1a3b44a3b02acbe491801c98a048017c8"},
+]
+
+[package.dependencies]
+pytest = ">=7.0.0"
+
+[package.extras]
+test = ["black (>=22.1.0)", "flake8 (>=4.0.1)", "pre-commit (>=2.17.0)", "tox (>=3.24.5)"]
+
[[package]]
name = "python-dateutil"
version = "2.9.0.post0"
@@ -4022,7 +4262,6 @@ files = [
{file = "pytz-2025.2-py2.py3-none-any.whl", hash = "sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00"},
{file = "pytz-2025.2.tar.gz", hash = "sha256:360b9e3dbb49a209c21ad61809c7fb453643e048b38924c765813546746e81c3"},
]
-markers = {main = "extra == \"tree-mem\" or extra == \"all\" or extra == \"mem-reader\" or extra == \"pref-mem\""}
[[package]]
name = "pywin32"
@@ -5050,7 +5289,7 @@ files = [
{file = "setuptools-80.9.0-py3-none-any.whl", hash = "sha256:062d34222ad13e0cc312a4c02d73f059e86a4acbfbdea8f8f76b28c99f306922"},
{file = "setuptools-80.9.0.tar.gz", hash = "sha256:f36b47402ecde768dbfafc46e8e4207b4360c654f1f3bb84475f0a28628fb19c"},
]
-markers = {main = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and (extra == \"all\" or extra == \"pref-mem\") or extra == \"pref-mem\" or extra == \"all\"", eval = "platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version >= \"3.12\""}
+markers = {eval = "platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version >= \"3.12\""}
[package.extras]
check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "ruff (>=0.8.0) ; sys_platform != \"cygwin\""]
@@ -5379,7 +5618,7 @@ version = "2.2.1"
description = "A lil' TOML parser"
optional = false
python-versions = ">=3.8"
-groups = ["test"]
+groups = ["main", "dev", "test"]
markers = "python_version == \"3.10\""
files = [
{file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"},
@@ -5640,12 +5879,12 @@ version = "4.14.1"
description = "Backported and Experimental Type Hints for Python 3.9+"
optional = false
python-versions = ">=3.9"
-groups = ["main", "eval", "test"]
+groups = ["main", "dev", "eval", "test"]
files = [
{file = "typing_extensions-4.14.1-py3-none-any.whl", hash = "sha256:d1e1e3b58374dc93031d6eda2420a48ea44a36c2b4766a4fdeb3710755731d76"},
{file = "typing_extensions-4.14.1.tar.gz", hash = "sha256:38b39f4aeeab64884ce9f74c94263ef78f3c22467c8724005483154c26648d36"},
]
-markers = {test = "python_version == \"3.10\""}
+markers = {dev = "python_version == \"3.10\"", test = "python_version == \"3.10\""}
[[package]]
name = "typing-inspection"
@@ -5673,7 +5912,6 @@ files = [
{file = "tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8"},
{file = "tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9"},
]
-markers = {main = "extra == \"mem-reader\" or extra == \"all\" or extra == \"pref-mem\""}
[[package]]
name = "ujson"
@@ -6406,4 +6644,4 @@ tree-mem = ["neo4j", "schedule"]
[metadata]
lock-version = "2.1"
python-versions = ">=3.10,<4.0"
-content-hash = "ec17679a44205ada4494fbc485ac592883281fde273d5e73d6b8cbc6f7f9ed10"
+content-hash = "516c4d502f21ba291e95ad312704faa5a8fccc5e1aed5f8a9a84156280dec347"
diff --git a/pyproject.toml b/pyproject.toml
index 29a29cca8..a91880797 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -39,13 +39,16 @@ dependencies = [
"openai (>=1.77.0,<2.0.0)",
"ollama (>=0.4.8,<0.5.0)",
"transformers (>=4.51.3,<5.0.0)",
- "tenacity (>=9.1.2,<10.0.0)", # Error handling and retrying library
- "fastapi[all] (>=0.115.12,<0.116.0)", # Web framework for building APIs
- "sqlalchemy (>=2.0.41,<3.0.0)", # SQL toolkit
- "pymysql (>=1.1.0,<2.0.0)", # MySQL Python driver
- "scikit-learn (>=1.7.0,<2.0.0)", # Machine learning
+ "tenacity (>=9.1.2,<10.0.0)", # Error handling and retrying library
+ "fastapi[all] (>=0.115.12,<0.116.0)", # Web framework for building APIs
+ "sqlalchemy (>=2.0.41,<3.0.0)", # SQL toolkit
+ "pymysql (>=1.1.0,<2.0.0)", # MySQL Python driver
+ "scikit-learn (>=1.7.0,<2.0.0)", # Machine learning
"fastmcp (>=2.10.5,<3.0.0)",
"python-dateutil (>=2.9.0.post0,<3.0.0)",
+ "psycopg2-binary (>=2.9.11,<=2.9.11)",
+ "pymilvus (>=2.6.3,<=2.6.3)",
+ "pytest-cov>=7.0.0",
]
[project.urls]
@@ -150,6 +153,7 @@ optional = true
[tool.poetry.group.dev.dependencies]
pre-commit = "^4.2.0"
+pytest-html = "^4.1.1"
[tool.poetry.group.test]
@@ -196,6 +200,17 @@ filterwarnings = [
"ignore::DeprecationWarning:qdrant_client.*",
]
+addopts = [
+# Indicates using the pytest-cov plugin to calculate code coverage.
+# "memos" specifies the module or package for which coverage should be measured,
+# meaning only the code under the memos package/module will be included in the coverage report.
+ "--cov=memos",
+
+# Specifies the format and content of the coverage report.
+# "term" means outputting the coverage report in the terminal (command line).
+# "missing" means showing which lines of code were not covered by the tests in the report.
+ "--cov-report=term-missing",
+]
[tool.ruff]
##############################################################################
@@ -224,4 +239,4 @@ lint.ignore = [
"PGH003", # blanket-type-ignore
]
lint.isort.lines-between-types = 1
-lint.isort.lines-after-imports = 2
+lint.isort.lines-after-imports = 2
\ No newline at end of file
@@ -39,8 +44,18 @@
+
+
+
+ 
+
+