MemOS

Self-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill reuse, with 35.24% token savings and DeepSeek Harness support.

Memory & Knowledge TypeScript Listed Apache-2.0

Is MemOS safe? Thin or incomplete trust evidence. Review carefully before production use.

OSSF Scorecard 5.0 / 10
Provenance None
Signed commits 33%
Last push today
Compare MemOS

How does it stack up against its Memory & Knowledge neighbours?

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In detail: MemOS scores 52.6/100 (Grade C), ranked #936 of 1378 tracked open-source AI agent projects, on evidence coverage C (2 of 5 independent signal types). The public evidence: no package-provenance attestation found; OSSF Scorecard rates its supply-chain practices 5.0/10; 33% of recent commits are signed; last pushed 2026-10-17. Every point is earned from checkable signals — never paid placement. How scoring works →

How MemOS could raise its score

Each line changes one public signal and recomputes with the live scoring function. The gains don't add up exactly, because the score is capped near the top.

Chain of custody

Scanners check what the code says. This traces who ships MemOS and whether that has changed: from the source repository, through how changes are reviewed and released, to the code you run. These are the checks for OWASP ASI04 Agentic Supply Chain Vulnerabilities.

  1. Source Partly signed

    github.com/MemTensor/MemOS, Apache-2.0, last pushed 2026-10-17. 33% of the last 100 commits carry a verified signature; the rest can't be tied to a verified identity.

  2. Review and release Mixed

    OpenSSF Scorecard rates the repository's practices 5.0/10 (scanned Oct 16, 2026). The checks that decide who can get a change released:

    • Code Review9
    • Branch Protection5
    • Signed Releasesn/a
    • Dangerous Workflow10
    • Token Permissions0
    • Pinned Dependencies2
    All 18 Scorecard checks
    Binary-Artifacts 10
    Branch-Protection 5
    CI-Tests 10
    CII-Best-Practices 0
    Code-Review 9
    Contributors 10
    Dangerous-Workflow 10
    Dependency-Update-Tool 0
    Fuzzing 0
    License 10
    Maintained 10
    Packaging 10
    Pinned-Dependencies 2
    SAST 0
    Security-Policy 0
    Signed-Releases -1
    Token-Permissions 0
    Vulnerabilities 0
  3. Published packages None

    No registry package. MemOS is used from its repository, so what you run is whatever you check out: pin a release tag or commit.

Changes to this chain

No change to package provenance, package source links, Scorecard coverage or license in HVTracker's daily snapshots of MemOS.

Evidence behind this score

Coverage C: 2 of 5 independent evidence types found.

  • GitHub repository data
  • Package downloads (missing)
  • Supply-chain checks
  • Public actions (missing)
  • Community mentions (missing)

Verify this score yourself

Every build re-issues MemOS’s score as an Ed25519-signed credential, valid for 7 days. You can check it offline against HVTracker’s published key; if anyone changes a number after signing, verification fails.

What this score doesn’t check

It covers who ships the code, not what the code does. It doesn’t read tool descriptions or prompts for injected instructions, watch runtime behaviour, or find bugs nobody has disclosed yet. For that, run a content scanner before you connect it, such as Cisco MCP Scanner or Snyk Agent Scan.

How MemOS compares in Memory & Knowledge

  1. #42 Memmy 54.9 +2.3
  2. #43 pgvector 53.1 +0.5
  3. #44 MemOS 52.6 this agent
  4. #45 inno-agent 50.7 −1.9
  5. #46 LLM Wiki Agent 47.9 −4.7

Bars show each HVTrust score; the tick marks MemOS’s 52.6.

Where the 52.6 comes from

HVTrust dimensions vs the Memory & Knowledge average

52.6 / 100 · 100.0% confidence

MemOS Memory & Knowledge average (51 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
7.9 / 25
3.5 below avg 11.4
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
1.7 below avg 12.5
Transparency50% declared license · 50% OSSF Scorecard
12.8 / 17
in line with avg 12.9
Maintenance60% last-push freshness · 40% commit activity
14.0 / 20
3.0 below avg 17.0
AdoptionLog-scaled stars · package downloads
9.8 / 20
3.3 below avg 13.1

Quick Trust Read

What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
2026-10-16
Rank Moved
Rank dropped 112 spots (#830 → #942)
2026-10-16
HVTrust Changed
HVTrust down 3.1pts (55.3 → 52.2)
2026-10-11
Rank Moved
Rank dropped 10 spots (#789 → #799)
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 5.0/10. Tighten the weakest checks to improve public safety evidence.
Publish provenance Add package provenance or release attestations so users can verify where shipped artifacts came from.
Increase signed commits Raise the share of verified-signed commits to make maintainer identity and release history easier to trust.
76.3
Activity sub-score · out of 100
#44

How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption. Grade C reflects the trust score band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Evidence coverage C is separate — it grades how many independent signal types back the score (2 of 5), so a high score on thin evidence stays visible. Full methodology →

Signals refreshed 2026-10-17 20:06 UTC · Repo last pushed today

Rank Trend

2026-09-29 2026-10-17

Activity & Reach

Stars
11.9k
Forks
1.2k
Last Push
2026-10-17
today
Commits (4 wk)
9?
Downloads (7d)
—
HN mentions (30d)
—
Open Issues
64
Rank Change
▲6
was #942

Analysis

Activity Inputs

76.3 / 100
StarsRepository reach
24.5 / 30
FreshnessLast push recency
25.0 / 25
ActivityRecent commits
12.5 / 25
CommunityFork signal
14.3 / 20

Common questions about MemOS

Public trust evidence for MemOS is thin: several supply-chain signals are missing or weak. This does not mean the project is unsafe — it means an outside observer cannot easily verify the usual integrity checks. Treat with extra scrutiny.
Does MemOS publish package provenance?
No published build provenance is currently detected for MemOS. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does MemOS have an OpenSSF Scorecard?
MemOS has an OpenSSF Scorecard score of 5.0/10. The Scorecard checks for branch protection, signed releases, dependency updates, fuzzing, code review, and other supply-chain hygiene items. See the full check breakdown on this page.
Is MemOS actively maintained?
Actively maintained. The repository was pushed to within the last 1 day(s).
What license does MemOS use?
MemOS ships under Apache-2.0. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are MemOS's commits signed?
33% of the last 100 commits to MemOS are verified-signed (GPG, SSH, S/MIME, or GitHub's signing flow). Signed commits help confirm that code was authored by who the commit claims.

Not a safety endorsement. HVTracker describes what public signals show, not whether a project is safe for your use case. Run your own security review before adopting in production.

AI agent surface

MCP, providers, tool surface
Scored in HVTrust

These runtime-trust fields — detected from public repo docs and manifests — contribute a bounded adjustment to this project's HVTrust score alongside supply-chain evidence. The exact values each field can add or subtract are documented in the methodology → Compare this surface across every listed agent in the capability matrix →

MCP Server Support
high confidence
Implemented
MemOS appears to expose MCP server capabilities.
Detailed evidence is not shown in the public view.
External Service Dependencies
high confidence
6 detected
Public provider/service dependencies detected.
Credential signal: API keys or service config markers documented.
Tool / Plugin Surface
high confidence
Declared
Declared plugin/integration surface detected.
  • browser
  • database
  • search
Detailed evidence is not shown in the public view.
Package Provenance Drift
N/A
No package source configured
Detailed evidence is not shown in the public view.
  • MCP signal live
  • External deps live
  • Tool / plugin surface live
  • Package provenance drift live
How this surface has changed

Detected changes to MemOS's runtime surface and supply-chain posture, from daily public-signal snapshots. A change here means our detectors see something different — a genuinely changed capability, or better evidence of an existing one.

2026-09-03
Provider Added
Runtime surface grew — new detected provider dependency: DeepSeek

Maintain MemOS?

For maintainers

HVTrust scores MemOS from public signals only — we never contact maintainers first. If a signal is wrong, stale, or missing (provenance you publish, a Scorecard you run, signed releases), tell us and we'll review it. Corrections are public and tracked on GitHub.

Reputation Timeline

Signal history
Rank 29HVTrust 2Score 1Surface 1
2026-10-16
Rank Moved
Rank dropped 112 spots (#830 → #942)
2026-10-16
HVTrust Changed
HVTrust down 3.1pts (55.3 → 52.2)
2026-10-11
Rank Moved
Rank dropped 10 spots (#789 → #799)
2026-10-09
Rank Moved
Rank dropped 20 spots (#771 → #791)
2026-10-08
Rank Moved
Rank rose 18 spots (#789 → #771)
2026-10-03
Rank Moved
Rank dropped 22 spots (#748 → #770)
2026-09-30
Rank Moved
Rank dropped 24 spots (#711 → #735)
2026-09-25
Rank Moved
Rank dropped 13 spots (#690 → #703)
2026-09-24
Rank Moved
Rank dropped 13 spots (#677 → #690)
2026-09-23
Rank Moved
Rank dropped 414 spots (#263 → #677)
2026-09-21
Rank Moved
Rank rose 414 spots (#677 → #263)
2026-09-16
Rank Moved
Rank rose 14 spots (#666 → #652)
2026-09-11
Rank Moved
Rank dropped 10 spots (#636 → #646)
2026-09-07
Rank Moved
Rank dropped 42 spots (#597 → #639)
2026-09-06
Rank Moved
Rank dropped 15 spots (#582 → #597)
2026-09-05
Rank Moved
Rank dropped 73 spots (#509 → #582)
2026-09-04
Rank Moved
Rank dropped 15 spots (#494 → #509)
2026-09-03
Provider Added
Runtime surface grew — new detected provider dependency: DeepSeek
2026-09-03
Rank Moved
Rank dropped 125 spots (#369 → #494)
2026-09-03
HVTrust Changed
HVTrust down 4.1pts (62.3 → 58.2)
2026-09-01
Rank Moved
Rank dropped 16 spots (#346 → #362)
2026-08-31
Rank Moved
Rank dropped 27 spots (#319 → #346)
2026-08-30
Rank Moved
Rank rose 12 spots (#331 → #319)
2026-08-26
Rank Moved
Rank dropped 27 spots (#296 → #323)
2026-08-22
Rank Moved
Rank rose 16 spots (#302 → #286)
2026-08-19
Rank Moved
Rank dropped 15 spots (#290 → #305)
2026-08-17
Rank Moved
Rank rose 16 spots (#310 → #294)
2026-08-14
Rank Moved
Rank rose 25 spots (#334 → #309)
2026-08-13
Rank Moved
Rank dropped 17 spots (#317 → #334)
2026-08-12
Rank Moved
Rank rose 23 spots (#340 → #317)
2026-08-10
Rank Moved
Rank dropped 14 spots (#326 → #340)
2026-08-08
Rank Moved
Rank dropped 102 spots (#224 → #326)
2026-08-08
Activity Score Changed
Activity score down 6pts (85 → 79)

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 52.6 Grade C
Markdown:
[![HVTrust](https://hvtracker.net/badge/memos.svg)](https://hvtracker.net/agents/memos)
HTML:
<a href="https://hvtracker.net/agents/memos"><img src="https://hvtracker.net/badge/memos.svg" alt="HVTrust"></a>

Other agents in Memory & Knowledge

Data sources
GitHub REST API (repo, commits, stars, forks, license) · OpenSSF Scorecard CLI
Each agent's signals refresh once daily across 6 staggered batches. Methodology v4.4 · Raw JSON