Mengram MCP Server
by alibaizhanovHuman-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.
Mengram is an open-source mcp server by alibaizhanov, written mainly in Python, with 205 GitHub stars and the Apache-2.0 license. Its code was last updated Oct 26, 2026.
Scan summary: scanned Nov 5, 2026 at commit 88a50ab. Seen able to run shell commands, read environment and secrets, connect to the internet. 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
88a50ab · Nov 5, 2026 ScannedStatic, secrets and dependency checks completed with no critical findings. BuildsIt installed from a fresh machine.
Warning. This check found something worth reading in the findings below. It is not proof of a problem.Static code scanwarnWarning. This check found something worth reading in the findings below. It is not proof of a problem.
Flagged. This check found an issue. See the findings below.Secrets scanfailFlagged. This check found an issue. See the findings below.
Flagged. This check found an issue. See the findings below.Dependency audit170 known vulnerabilitiesfailFlagged. This check found an issue. See the findings below.
Passed. This check ran and found nothing it flags.Manifestserver.jsonpassPassed. This check ran and found nothing it flags.
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.
Warning. This check found something worth reading in the findings below. It is not proof of a problem.Network egresswarnWarning. This check found something worth reading in the findings below. It is not proof of a problem.
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 (19)
- highHigh. Something risky that needs a close look before you install.secrets 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.Runs shell commands. Fine for some tools, but it means the agent can run anything your user can.
cli.py:1697 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.httpcore2@2.9.1: 3 known vulnerabilitiesPYSEC-2026-3844, PYSEC-2026-3844, PYSEC-2026-3844
examples/customer-support-agent/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.httpx2@2.9.1: 15 known vulnerabilitiesPYSEC-2026-3845, PYSEC-2026-3846, PYSEC-2026-3847, PYSEC-2026-3848, PYSEC-2026-3849 +10 more
examples/customer-support-agent/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.json-repair@0.25.2: 1 known vulnerabilityGHSA-xf7x-x43h-rpqh
examples/customer-support-agent/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.mcp@1.28.1: 20 known vulnerabilitiesGHSA-5h93-6whr-6q8j, GHSA-84m7-p3x7-pcfv, GHSA-rwrf-2pqf-9j8j, GHSA-w4fh-qvv9-3v23, GHSA-5h93-6whr-6q8j +15 more
examples/customer-support-agent/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.orjson@3.9.15: 2 known vulnerabilitiesPYSEC-2026-107, PYSEC-2026-107
examples/customer-support-agent/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.python-multipart@0.0.9: 40 known vulnerabilitiesPYSEC-2026-1851, PYSEC-2026-1852, PYSEC-2026-3036, PYSEC-2026-3037, PYSEC-2026-3038 +35 more
examples/customer-support-agent/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.virtualenv@21.9.1: 15 known vulnerabilitiesGHSA-394h-qwmc-48pf, GHSA-43mp-35q3-x3fq, GHSA-494p-63j8-28p3, GHSA-558c-9hv2-4prj, GHSA-5vjq-rrrf-7h2q +10 more
examples/customer-support-agent/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Install contacted hosts other than package registriesreleases.astral.sh
- mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.MCP server didn't complete the protocol handshakeserver exited early with code 127
- lowLow. Minor, or common in normal tools. Shown for information.filelock@3.19.1: 4 known vulnerabilitiesPYSEC-2026-1374, PYSEC-2026-1375, GHSA-69hj-f68j-2879, GHSA-8mx5-7m5m-r77g
examples/customer-support-agent/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.idna@3.9.0: 2 known vulnerabilitiesPYSEC-2026-215, PYSEC-2026-215
examples/devops-agent/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.Reads environment variables not listed in the manifestMENGRAM_API_KEY, MENGRAM_URL, MENGRAM_USER_ID, OLLAMA_HOST, MENGRAM_BASE_URL, ANTHROPIC_API_KEY, APPDATA, MENGRAM_RECALL_LEXICAL_GUARD, CLAUDECODE, CODEX_HOME, MENGRAM_POLICY_PATTERN, MENGRAM_POLICY_MIN_RELIABLE, SHELL, ORCA_CODEX_HOME, CURSOR_HOME
Network activity
During install
files.pythonhosted.orgpypi.orgreleases.astral.sh
While running
Not run — the code wasn't started in this scan
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|---|---|---|---|---|
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