MemMachine AI Agent
Universal memory layer for AI Agents. It provides scalable, extensible, and interoperable memory storage and retrieval to streamline AI agent state management for next-generation autonomous systems.
MemMachine is an open-source ai agent by MemMachine, written mainly in Python, with 3,080 GitHub stars and the Apache-2.0 license. Its code was last updated Oct 30, 2026.
Scan summary: scanned Nov 5, 2026 at commit 377510d. Seen able to run dynamic code, connect to the internet. Scan policy
377510d · Nov 5, 2026Findings (73)
- 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.
- 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.Deserializes data with pickle/marshal, which can execute code.
packages/server/src/memmachine_server/common/session_manager/session_data_manager_sql_impl.py:195 - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.httpcore2@2.9.1: 1 known vulnerabilityPYSEC-2026-3844
examples/simple_chatbot/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.httpx2@2.9.1: 5 known vulnerabilitiesPYSEC-2026-3845, PYSEC-2026-3846, PYSEC-2026-3847, PYSEC-2026-3848, PYSEC-2026-3849
examples/simple_chatbot/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.tqdm@4.9.0: 2 known vulnerabilitiesPYSEC-2017-74, PYSEC-2026-1976
examples/simple_chatbot/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.@mariozechner/pi-coding-agent@0.73.0: 3 known vulnerabilitiesGHSA-7v5m-pr3q-6453, GHSA-jfgx-wxx8-mp94, GHSA-r95r-rj6r-c39x
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.@modelcontextprotocol/sdk@1.29.0: 6 known vulnerabilitiesGHSA-22jm-h49p-29qw, GHSA-46jr-4wx8-v453, GHSA-6prh-2h8m-c8cw, GHSA-6qxp-vccf-f47h, GHSA-f897-62hf-6gxq +1 more
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.axios@1.16.0: 40 known vulnerabilitiesGHSA-3pq3-5fj3-cg6v, GHSA-42h9-826w-cgv3, GHSA-44g4-m2mj-wpvx, GHSA-4hqw-qxg8-jxx2, GHSA-542g-h47m-68v8 +35 more
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.basic-ftp@5.3.1: 1 known vulnerabilityGHSA-c475-qrg2-pj4r
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.body-parser@2.2.2: 2 known vulnerabilitiesGHSA-27r3-jxmh-p828, GHSA-v422-hmwv-36x6
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.brace-expansion@1.1.14: 6 known vulnerabilitiesGHSA-3jxr-9vmj-r5cp, GHSA-6j4f-fj2g-mc7p, GHSA-mh99-v99m-4gvg, GHSA-q2hr-2g5m-vwhr, GHSA-qhr7-859c-m2p7 +1 more
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.brace-expansion@5.0.5: 14 known vulnerabilitiesGHSA-3jxr-9vmj-r5cp, GHSA-6j4f-fj2g-mc7p, GHSA-jxxr-4gwj-5jf2, GHSA-mh99-v99m-4gvg, GHSA-q2hr-2g5m-vwhr +9 more
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.browserslist@4.28.2: 2 known vulnerabilitiesGHSA-73wf-gq98-2v4g, GHSA-c83g-rgw3-j3cx
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.extract-zip@2.0.1: 2 known vulnerabilitiesGHSA-7pqw-9j4j-h8q3, GHSA-jmr9-qjv8-65gv
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.fast-uri@3.1.2: 11 known vulnerabilitiesGHSA-333x-w4r6-6crp, GHSA-4c8g-83qw-93j6, GHSA-7p8r-x3mc-p8w7, GHSA-f65p-4m7j-42xc, GHSA-fph4-wmhf-6fwf +6 more
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.follow-redirects@1.16.0: 6 known vulnerabilitiesGHSA-8r9p-f939-6h3c, GHSA-mrwp-f3q8-3g9p, GHSA-q3jh-wrc6-jgq8, GHSA-8r9p-f939-6h3c, GHSA-mrwp-f3q8-3g9p +1 more
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.form-data@4.0.5: 2 known vulnerabilitiesGHSA-hmw2-7cc7-3qxx, GHSA-hmw2-7cc7-3qxx
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.hono@4.12.18: 21 known vulnerabilitiesGHSA-2gcr-mfcq-wcc3, GHSA-3hrh-pfw6-9m5x, GHSA-54fx-42gc-7vw4, GHSA-5r4p-p66f-jhc7, GHSA-79qm-7rj5-m7r9 +16 more
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.ip-address@10.2.0: 8 known vulnerabilitiesGHSA-22jq-vg5j-6vgg, GHSA-2vr4-cq9g-pvrc, GHSA-4xrf-jv44-h6hh, GHSA-h3mg-xc3c-68pw, GHSA-j6r3-76f7-8jcv +3 more
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.js-yaml@3.14.2: 8 known vulnerabilitiesGHSA-2883-xcg3-v3hh, GHSA-52cp-r559-cp3m, GHSA-5p4m-2wfm-xmqj, GHSA-h67p-54hq-rp68, GHSA-2883-xcg3-v3hh +3 more
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.linkify-it@5.0.0: 4 known vulnerabilitiesGHSA-22p9-wv53-3rq4, GHSA-v245-v573-v5vm, GHSA-22p9-wv53-3rq4, GHSA-v245-v573-v5vm
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.markdown-it@14.1.1: 10 known vulnerabilitiesGHSA-253c-mchw-3w2r, GHSA-6v5v-wf23-fmfq, GHSA-gfr2-rv44-r23c, GHSA-r7fv-28h4-cvq7, GHSA-vfgh-jcmw-g37q +5 more
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.pdfjs-dist@5.7.284: 1 known vulnerabilityGHSA-hq66-cqwq-w95j
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.protobufjs@7.5.6: 4 known vulnerabilitiesGHSA-f38q-mgvj-vph7, GHSA-j3f2-48v5-ccww, GHSA-jggg-4jg4-v7c6, GHSA-wcpc-wj8m-hjx6
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.undici@7.25.0: 29 known vulnerabilitiesGHSA-2gqq-gqf2-x968, GHSA-2jfj-6hjv-fm6j, GHSA-2m5v-pch6-74hx, GHSA-35p6-xmwp-9g52, GHSA-3xpg-4rpp-hhhm +24 more
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.undici@8.2.0: 30 known vulnerabilitiesGHSA-2gqq-gqf2-x968, GHSA-2jfj-6hjv-fm6j, GHSA-2m5v-pch6-74hx, GHSA-35p6-xmwp-9g52, GHSA-38rv-x7px-6hhq +25 more
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.ws@8.20.0: 2 known vulnerabilitiesGHSA-58qx-3vcg-4xpx, GHSA-96hv-2xvq-fx4p
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.zod@4.4.3: 1 known vulnerabilityGHSA-mrhx-c7xc-m3w5
integrations/openclaw/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.brace-expansion@1.1.13: 6 known vulnerabilitiesGHSA-3jxr-9vmj-r5cp, GHSA-6j4f-fj2g-mc7p, GHSA-mh99-v99m-4gvg, GHSA-q2hr-2g5m-vwhr, GHSA-qhr7-859c-m2p7 +1 more
packages/ts-client/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.brace-expansion@2.0.3: 6 known vulnerabilitiesGHSA-3jxr-9vmj-r5cp, GHSA-6j4f-fj2g-mc7p, GHSA-mh99-v99m-4gvg, GHSA-q2hr-2g5m-vwhr, GHSA-qhr7-859c-m2p7 +1 more
packages/ts-client/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.browserslist@4.28.0: 2 known vulnerabilitiesGHSA-73wf-gq98-2v4g, GHSA-c83g-rgw3-j3cx
packages/ts-client/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.js-yaml@4.1.1: 4 known vulnerabilitiesGHSA-2883-xcg3-v3hh, GHSA-52cp-r559-cp3m, GHSA-5p4m-2wfm-xmqj, GHSA-h67p-54hq-rp68
packages/ts-client/package-lock.json - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.aiohttp@3.14.3: 8 known vulnerabilitiesGHSA-2g87-pp6c-29x5, GHSA-494j-54xm-rwp3, GHSA-5wr8-gcqf-gqf3, GHSA-6cjc-53gc-5rqm, GHSA-9xw5-w5jj-pvcg +3 more
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.dnspython@2.8.0: 1 known vulnerabilityGHSA-45c3-73f7-pv4m
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.filelock@3.32.6: 13 known vulnerabilitiesGHSA-567q-5qvw-pf92, GHSA-6627-m3xw-93mp, GHSA-69hj-f68j-2879, GHSA-8mx5-7m5m-r77g, GHSA-9c4x-gm8v-wgc4 +8 more
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.nltk@3.10.3: 2 known vulnerabilitiesGHSA-8mgp-746c-j5xp, GHSA-j456-xh4h-cpf2
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.pyjwt@2.14.0: 2 known vulnerabilitiesPYSEC-2026-4141, PYSEC-2026-4183
uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Install or build failed in a clean environmenter the following options: 1. set up custom discovery (`find` directive with `include` or `exclude`) 2. use a `src-layout` 3. explicitly set `py_modules` or `packages` with a list of names To find more information, look for "package discovery" on setuptools docs.
- mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.Install contacted hosts other than package registriesreleases.astral.sh
- lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key
integrations/openclaw/tests/autorecall-run-id-isolation.test.ts:90 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: generic-api-key
docs/install_guide/cloud_deploy/aws_cloudformation.mdx:460 - lowLow. Minor, or common in normal tools. Shown for information.@babel/core@7.29.0: 1 known vulnerabilityGHSA-4x5r-pxfx-6jf8
integrations/openclaw/package-lock.json - lowLow. Minor, or common in normal tools. Shown for information.@hono/node-server@1.19.14: 2 known vulnerabilitiesGHSA-frvp-7c67-39w9, GHSA-rmxm-3fg6-px4f
integrations/openclaw/package-lock.json - lowLow. Minor, or common in normal tools. Shown for information.baseline-browser-mapping@2.10.18: 1 known vulnerabilityGHSA-w5vr-8v7q-w6rv
integrations/openclaw/package-lock.json - lowLow. Minor, or common in normal tools. Shown for information.deepmerge@4.3.1: 2 known vulnerabilitiesGHSA-gcqx-w48m-w2h4, GHSA-gcqx-w48m-w2h4
integrations/openclaw/package-lock.json - lowLow. Minor, or common in normal tools. Shown for information.esbuild@0.27.3: 1 known vulnerabilityGHSA-g7r4-m6w7-qqqr
integrations/openclaw/package-lock.json - lowLow. Minor, or common in normal tools. Shown for information.glob@13.0.6: 1 known vulnerabilityGHSA-3g3m-2fjr-6pw4
integrations/openclaw/package-lock.json - lowLow. Minor, or common in normal tools. Shown for information.minimatch@10.2.5: 1 known vulnerabilityGHSA-g3hv-75wg-m249
integrations/openclaw/package-lock.json - lowLow. Minor, or common in normal tools. Shown for information.qs@6.15.1: 4 known vulnerabilitiesGHSA-4mjr-xmp4-gh2g, GHSA-6pq8-jhm2-2vcw, GHSA-q8mj-m7cp-5q26, GHSA-x5fp-wj9c-mxmx
integrations/openclaw/package-lock.json - lowLow. Minor, or common in normal tools. Shown for information.@babel/core@7.28.5: 1 known vulnerabilityGHSA-4x5r-pxfx-6jf8
packages/ts-client/package-lock.json - lowLow. Minor, or common in normal tools. Shown for information.@humanfs/node@0.16.7: 1 known vulnerabilityGHSA-p498-v437-472g
packages/ts-client/package-lock.json - lowLow. Minor, or common in normal tools. Shown for information.baseline-browser-mapping@2.8.31: 1 known vulnerabilityGHSA-w5vr-8v7q-w6rv
packages/ts-client/package-lock.json - lowLow. Minor, or common in normal tools. Shown for information.glob@10.5.0: 1 known vulnerabilityGHSA-3g3m-2fjr-6pw4
packages/ts-client/package-lock.json - lowLow. Minor, or common in normal tools. Shown for information.glob@13.0.0: 1 known vulnerabilityGHSA-3g3m-2fjr-6pw4
packages/ts-client/package-lock.json - lowLow. Minor, or common in normal tools. Shown for information.minimatch@10.2.4: 1 known vulnerabilityGHSA-g3hv-75wg-m249
packages/ts-client/package-lock.json - lowLow. Minor, or common in normal tools. Shown for information.minimatch@9.0.9: 1 known vulnerabilityGHSA-g3hv-75wg-m249
packages/ts-client/package-lock.json - lowLow. Minor, or common in normal tools. Shown for information.idna@3.9.0: 1 known vulnerabilityPYSEC-2026-215
tools/chatgpt2memmachine/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.fastmcp@4.0.3: 2 known vulnerabilitiesGHSA-7xgj-8392-5q4r, GHSA-vqqp-x5qm-5qp4
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.fastmcp-slim@4.0.3: 2 known vulnerabilitiesGHSA-7xgj-8392-5q4r, GHSA-vqqp-x5qm-5qp4
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.joserfc@1.7.5: 1 known vulnerabilityGHSA-9pg5-8c7x-5hfx
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.mako@1.4.1: 1 known vulnerabilityPYSEC-2026-4243
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.multidict@6.8.0: 1 known vulnerabilityPYSEC-2026-4244
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.opentelemetry-api@1.44.0: 1 known vulnerabilityGHSA-xcq7-p3pf-p88h
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.setuptools@84.0.0: 1 known vulnerabilityGHSA-xmj3-9gf7-h52w
uv.lock - lowLow. Minor, or common in normal tools. Shown for information.No manifest declaring network access and environment variables (agent.json)
Network activity
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MemMachine alternatives
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| Name | Stars | Licence | Last updated | Scan |
|---|---|---|---|---|
| MemMachine (this page) MemMachine | 3.1k | Apache-2.0 | Oct 30, 2026 | Scanned, no flagged issues |
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| Claude Mem thedotmack | 108k | Apache-2.0 | Nov 1, 2026 | Scanned, no flagged issues |
| Mem0 mem0ai | 68k | Apache-2.0 | Oct 30, 2026 | Scanned, no flagged issues |
| Hindsight vectorize-io | 57k | MIT | Nov 1, 2026 | Scanned, no flagged issues |
| Dokploy Dokploy | 38k | None found | Oct 31, 2026 | Not scanned yet |