SimpleMem MCP Server
by aiming-lab[ICML'26] SimpleMem: Efficient Lifelong Memory for LLM Agents — Text & Multimodal
SimpleMem is an open-source mcp server by aiming-lab, written mainly in Python, with 3,859 GitHub stars and the MIT license. Its code was last updated Jul 24, 2026.
Scan summary: scanned Nov 5, 2026 at commit db80b6a. Seen able to run dynamic code. Scan policy
ScannedScanned. The automated checks below ran on the commit shown. Read each line for what was and was not covered.
Full scan at
db80b6a · Nov 5, 2026 ScannedStatic, secrets and dependency checks completed with no critical findings. BuildsIt installed from a fresh machine.
Passed. This check ran and found nothing it flags.Static code scanpassPassed. This check ran and found nothing it flags.
Passed. This check ran and found nothing it flags.Secrets scanpassPassed. This check ran and found nothing it flags.
Flagged. This check found an issue. See the findings below.Dependency audit906 known vulnerabilitiesfailFlagged. This check found an issue. See the findings below.
Warning. This check found something worth reading in the findings below. It is not proof of a problem.ManifestnonewarnWarning. This check found something worth reading in the findings below. It is not proof of a problem.
Passed. This check ran and found nothing it flags.BuildpassPassed. This check ran and found nothing it flags.
Flagged. This check found an issue. See the findings below.Boot & handshakefailFlagged. This check found an issue. See the findings below.
Not applicable. This check does not apply to this kind of project, or it was not run in this scan.Network egressn/aNot applicable. This check does not apply to this kind of project, or it was not run in this scan.
Not applicable. This check does not apply to this kind of project, or it was not run in this scan.Reproducible (×3)n/aNot applicable. This check does not apply to this kind of project, or it was not run in this scan.
Findings (49)
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.httpcore2@2.9.1: 2 known vulnerabilitiesPYSEC-2026-3844, PYSEC-2026-3844
EvolveMem/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.httpx2@2.9.1: 10 known vulnerabilitiesPYSEC-2026-3845, PYSEC-2026-3846, PYSEC-2026-3847, PYSEC-2026-3848, PYSEC-2026-3849 +5 more
EvolveMem/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.torch@2.9.1: 8 known vulnerabilitiesPYSEC-2026-139, PYSEC-2026-2286, GHSA-qfhq-4f3w-5fph, GHSA-rrmf-rvhw-rf47, PYSEC-2026-139 +3 more
EvolveMem/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.transformers@5.9.0: 2 known vulnerabilitiesPYSEC-2026-3929, PYSEC-2026-3929
EvolveMem/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.accelerate@1.10.1: 3 known vulnerabilitiesPYSEC-2026-3804, PYSEC-2026-3804, PYSEC-2026-3804
MCP/reference/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.fsspec@2025.9.0: 3 known vulnerabilitiesPYSEC-2026-4217, PYSEC-2026-4217, PYSEC-2026-4217
MCP/reference/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.langgraph@1.0.4: 3 known vulnerabilitiesPYSEC-2026-83, PYSEC-2026-83, PYSEC-2026-83
MCP/reference/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.langgraph-sdk@0.2.10: 6 known vulnerabilitiesPYSEC-2026-2575, PYSEC-2026-4240, PYSEC-2026-2575, PYSEC-2026-4240, PYSEC-2026-2575 +1 more
MCP/reference/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.langsmith@0.4.48: 12 known vulnerabilitiesPYSEC-2026-2582, PYSEC-2026-2583, PYSEC-2026-2584, GHSA-f4xh-w4cj-qxq8, PYSEC-2026-2582 +7 more
MCP/reference/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.orjson@3.11.4: 3 known vulnerabilitiesPYSEC-2026-107, PYSEC-2026-107, PYSEC-2026-107
MCP/reference/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.protobuf@5.29.5: 3 known vulnerabilitiesPYSEC-2026-1805, PYSEC-2026-1805, PYSEC-2026-1805
MCP/reference/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.pyarrow@22.0.0: 3 known vulnerabilitiesPYSEC-2026-113, PYSEC-2026-113, PYSEC-2026-113
MCP/reference/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.torch@2.8.0: 24 known vulnerabilitiesPYSEC-2025-203, PYSEC-2025-204, PYSEC-2025-206, PYSEC-2026-139, PYSEC-2026-2286 +19 more
MCP/reference/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.urllib3@2.5.0: 18 known vulnerabilitiesPYSEC-2026-141, PYSEC-2026-1994, PYSEC-2026-1996, PYSEC-2026-1998, PYSEC-2026-4175 +13 more
MCP/reference/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.python-multipart@0.0.9: 24 known vulnerabilitiesPYSEC-2026-1851, PYSEC-2026-1852, PYSEC-2026-3036, PYSEC-2026-3037, PYSEC-2026-3038 +19 more
MCP/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.MCP server didn't complete the protocol handshakeserver exited early with code 1
- lowLow. Minor, or common in normal tools. Shown for information.In tests/examples/docs: Deserializes data with pickle/marshal, which can execute code.
MCP/reference/test_ref/test_advanced.py:281 - lowLow. Minor, or common in normal tools. Shown for information.In tests/examples/docs: Deserializes data with pickle/marshal, which can execute code.
simplemem/integrations/reference/test_ref/test_advanced.py:281 - lowLow. Minor, or common in normal tools. Shown for information.In tests/examples/docs: Deserializes data with pickle/marshal, which can execute code.
test_ref/test_advanced.py:281 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key
cross/tests/test_e2e.py:448 - lowLow. Minor, or common in normal tools. Shown for information.datasets@4.4.1: 3 known vulnerabilitiesPYSEC-2026-3716, PYSEC-2026-3716, PYSEC-2026-3716
MCP/reference/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.filelock@3.20.0: 12 known vulnerabilitiesPYSEC-2026-1374, PYSEC-2026-1375, GHSA-69hj-f68j-2879, GHSA-8mx5-7m5m-r77g, PYSEC-2026-1374 +7 more
MCP/reference/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.fonttools@4.60.1: 3 known vulnerabilitiesPYSEC-2026-1389, PYSEC-2026-1389, PYSEC-2026-1389
MCP/reference/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.h2@4.3.0: 3 known vulnerabilitiesPYSEC-2026-3628, PYSEC-2026-3628, PYSEC-2026-3628
MCP/reference/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.hpack@4.1.0: 3 known vulnerabilitiesPYSEC-2026-4053, PYSEC-2026-4053, PYSEC-2026-4053
MCP/reference/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.idna@3.10: 3 known vulnerabilitiesPYSEC-2026-215, PYSEC-2026-215, PYSEC-2026-215
MCP/reference/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.langchain@1.1.0: 3 known vulnerabilitiesPYSEC-2026-2192, PYSEC-2026-2192, PYSEC-2026-2192
MCP/reference/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.langchain-anthropic@1.2.0: 3 known vulnerabilitiesPYSEC-2026-2556, PYSEC-2026-2556, PYSEC-2026-2556
MCP/reference/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.langchain-openai@1.1.0: 2 known vulnerabilitiesPYSEC-2026-76, PYSEC-2026-76
MCP/reference/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.langgraph-checkpoint@3.0.1: 6 known vulnerabilitiesPYSEC-2026-2573, PYSEC-2026-2574, PYSEC-2026-2573, PYSEC-2026-2574, PYSEC-2026-2573 +1 more
MCP/reference/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.multidict@6.7.0: 3 known vulnerabilitiesPYSEC-2026-4244, PYSEC-2026-4244, PYSEC-2026-4244
MCP/reference/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.python-dotenv@1.2.1: 3 known vulnerabilitiesPYSEC-2026-2270, PYSEC-2026-2270, PYSEC-2026-2270
MCP/reference/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.requests@2.32.5: 3 known vulnerabilitiesPYSEC-2026-2275, PYSEC-2026-2275, PYSEC-2026-2275
MCP/reference/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.idna@3.9.0: 2 known vulnerabilitiesPYSEC-2026-215, PYSEC-2026-215
SKILL/simplemem-skill/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.No manifest declaring network access and environment variables (agent.json)
Network activity
During install
files.pythonhosted.orgpypi.org
While running
Not run — the code wasn't started in this scan
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SimpleMem alternatives
View more →Similar mcp servers in Database Management, ranked by GitHub stars. Compare licence, recent activity and scan status before you choose.
| Name | Stars | Licence | Last updated | Scan |
|---|---|---|---|---|
| SimpleMem (this page) aiming-lab | 3.9k | MIT | Jul 24, 2026 | Scanned, no flagged issues |
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