World Model MCP

world-model-mcp is a signed audit memory server for AI coding agents, delivered as an MCP tool. Every event Ed25519-signed and Merkle-chained; offline-verifiable against pinned public keys. Hosted platform with hybrid post-quantum signing at etch.systems.

MCP Servers Python Listed MIT

Is World Model MCP safe? Promising trust profile, but some evidence still deserves review.

OSSF Scorecard 4.3 / 10
Provenance Attested
Signed commits 99%
Last push 56d ago
Advisories None known
Compare World Model MCP
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In detail: World Model MCP scores 62.6/100 (Grade C), ranked #626 of 1374 tracked open-source AI agent projects, on evidence coverage B (3 of 5 independent signal types). The public evidence: its packages ship with cryptographic provenance; OSSF Scorecard rates its supply-chain practices 4.3/10; 99% of recent commits are signed; no published advisory affects its latest release (world-model-mcp); last pushed 2026-09-15. Every point is earned from checkable signals — never paid placement. How scoring works →

How World Model MCP 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 World Model MCP and whether that has changed: from the source repository, through how changes are reviewed and released, to the package you install. These are the checks for OWASP ASI04 Agentic Supply Chain Vulnerabilities.

  1. Source Signed

    github.com/SaravananJaichandar/world-model-mcp, MIT, last pushed 2026-09-15. 99% of the last 100 commits carry a verified signature, so changes trace to a verified account.

  2. Review and release Mixed

    OpenSSF Scorecard rates the repository's practices 4.3/10 (scanned Nov 4, 2026). The checks that decide who can get a change released:

    • Code Review0
    • Branch Protection0
    • Signed Releasesn/a
    • Dangerous Workflow10
    • Token Permissions0
    • Pinned Dependencies0
    All 18 Scorecard checks
    Binary-Artifacts 10
    Branch-Protection 0
    CI-Tests -1
    CII-Best-Practices 0
    Code-Review 0
    Contributors 0
    Dangerous-Workflow 10
    Dependency-Update-Tool 0
    Fuzzing 10
    License 10
    Maintained 4
    Packaging 10
    Pinned-Dependencies 0
    SAST 0
    Security-Policy 0
    Signed-Releases -1
    Token-Permissions 0
    Vulnerabilities 10
  3. Published packages Partly attested

    • PyPI world-model-mcp Source link isn't a GitHub repo Build provenance attested
  4. What you install today No known advisories

    Latest release checked: world-model-mcp 0.16.3. No published advisory affects it (OSV, checked 2026-11-09).

Changes to this chain

  • 2026-09-23 Package provenance attestation detected
  • 2026-08-29 OSSF Scorecard: 4.7/10

Evidence behind this score

Coverage B: 3 of 5 independent evidence types found.

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

Verify this score yourself

Every build re-issues World Model MCP’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 World Model MCP compares in MCP Servers

  1. #342 Studio MCP 62.6 ±0
  2. #343 Chat on Steroids 62.6 ±0
  3. #344 World Model MCP 62.6 this agent
  4. #345 MCP Server For ISO27001 62.6 ±0
  5. #346 MCP Uptime Kuma 62.5 −0.1

Bars show each HVTrust score; the tick marks World Model MCP’s 62.6.

Where the 62.6 comes from

HVTrust dimensions vs the MCP Servers average

62.6 / 100 · 100.0% confidence

World Model MCP MCP Servers average (778 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
17.8 / 25
7.0 above avg 10.8
Identity / Provenance60% listing status · 40% build provenance
18.0 / 18
4.3 above avg 13.7
Transparency50% declared license · 50% OSSF Scorecard
12.2 / 17
in line with avg 12.3
Maintenance60% last-push freshness · 40% commit activity
8.3 / 20
3.9 below avg 12.2
AdoptionLog-scaled stars · package downloads
5.8 / 20
1.8 below avg 7.6

Quick Trust Read

What Would Improve It
Improve adoption to lift the weakest part of the trust profile.
Recent Changes
2026-11-08
Rank Moved
Rank dropped 16 spots (#608 → #624)
2026-10-30
Rank Moved
Rank dropped 40 spots (#535 → #575)
2026-10-24
Grade Changed
Trust grade B → C
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 4.3/10. Tighten the weakest checks to improve public safety evidence.
Refresh maintenance signals The repo was last pushed 56 days ago. Fresh activity helps separate stable projects from stale ones.
Compare with another agent
View MCP Servers Report missing data
29.1
Activity sub-score · out of 100
#344

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 B is separate — it grades how many independent signal types back the score (3 of 5), so a high score on thin evidence stays visible. Full methodology →

Signals refreshed 2026-11-10 04:07 UTC · Repo last pushed 56 days ago

Rank Trend

2026-09-29 2026-11-10

Activity & Reach

Stars
24
Forks
4
Last Push
2026-09-15
56 days ago
Commits (4 wk)
0
Downloads (7d)
62
pypi
HN mentions (30d)
—
Open Issues
2
Rank Change
▲1
was #627

Analysis

Activity Inputs

29.1 / 100
StarsRepository reach
8.4 / 30
FreshnessLast push recency
17.2 / 25
ActivityRecent commits
0.0 / 25
CommunityFork signal
3.3 / 20

Common questions about World Model MCP

World Model MCP has a mixed signal profile. Some trust indicators are present, others are missing. Whether it is safe for your use case depends on which gaps matter to you — review the breakdown below before adopting in production.
Does World Model MCP publish package provenance?
Yes. World Model MCP's package releases carry build provenance attestations, which cryptographically link the published package back to its source repository and CI workflow.
Does World Model MCP have an OpenSSF Scorecard?
World Model MCP has an OpenSSF Scorecard score of 4.3/10. 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 World Model MCP actively maintained?
Slowing down. Last push was 56 days ago — keep an eye on whether activity resumes.
What license does World Model MCP use?
World Model MCP ships under MIT. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are World Model MCP's commits signed?
99% of the last 100 commits to World Model MCP 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
World Model MCP appears to expose MCP server capabilities.
Detailed evidence is not shown in the public view.
External Service Dependencies
high confidence
2 detected
Public provider/service dependencies detected.
Credential signal: API keys or service config markers documented.
Tool / Plugin Surface
None detected
No clear plugin system or broad tool surface detected.
Detailed evidence is not shown in the public view.
Package Provenance Drift
low confidence
Unknown
Package source metadata is missing or inconclusive
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 World Model MCP'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.

2026-09-23
Provider Added
Runtime surface grew — new detected provider dependencies: Anthropic, OpenAI
2026-09-23
Mcp Status Changed
Detected MCP server support changed: none → implemented
2026-09-23
Provenance Added
Package provenance attestation detected

Maintain World Model MCP?

For maintainers

HVTrust scores World Model MCP 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 32Grade 3HVTrust 2Score 1Scorecard 1Delisted 1Listed 1Provenance 1MCP 1Surface 1
2026-11-08
Rank Moved
Rank dropped 16 spots (#608 → #624)
2026-10-30
Rank Moved
Rank dropped 40 spots (#535 → #575)
2026-10-24
Grade Changed
Trust grade B → C
2026-10-24
Rank Moved
Rank dropped 12 spots (#512 → #524)
2026-10-15
Rank Moved
Rank dropped 42 spots (#441 → #483)
2026-10-12
Rank Moved
Rank dropped 12 spots (#429 → #441)
2026-10-11
Rank Moved
Rank rose 12 spots (#441 → #429)
2026-10-09
Rank Moved
Rank dropped 20 spots (#428 → #448)
2026-10-06
Rank Moved
Rank dropped 11 spots (#415 → #426)
2026-10-03
Rank Moved
Rank dropped 14 spots (#403 → #417)
2026-09-26
Rank Moved
Rank dropped 11 spots (#373 → #384)
2026-09-24
Rank Moved
Rank dropped 11 spots (#355 → #366)
2026-09-23
Provider Added
Runtime surface grew — new detected provider dependencies: Anthropic, OpenAI
2026-09-23
Mcp Status Changed
Detected MCP server support changed: none → implemented
2026-09-23
Provenance Added
Package provenance attestation detected
2026-09-23
Grade Changed
Trust grade D → B
2026-09-23
Rank Moved
Rank rose 599 spots (#954 → #355)
2026-09-23
HVTrust Changed
HVTrust up 43.0pts (25.7 → 68.7)
2026-09-22
Newly Listed
First tracked at rank #954
2026-09-21
Removed From Active Tracking
Removed from active tracking
2026-09-16
Rank Moved
Rank dropped 33 spots (#313 → #346)
2026-09-15
Rank Moved
Rank rose 27 spots (#340 → #313)
2026-09-11
Rank Moved
Rank dropped 10 spots (#322 → #332)
2026-09-08
Rank Moved
Rank dropped 10 spots (#306 → #316)
2026-09-07
Rank Moved
Rank dropped 16 spots (#290 → #306)
2026-09-05
Rank Moved
Rank dropped 40 spots (#245 → #285)
2026-09-04
Rank Moved
Rank dropped 12 spots (#233 → #245)
2026-09-03
Rank Moved
Rank dropped 34 spots (#199 → #233)
2026-09-01
Rank Moved
Rank dropped 10 spots (#187 → #197)
2026-08-31
Rank Moved
Rank dropped 27 spots (#160 → #187)
2026-08-29
Scorecard Added
OSSF Scorecard: 4.7/10
2026-08-29
Grade Changed
Trust grade C → B
2026-08-29
Rank Moved
Rank rose 144 spots (#312 → #168)
2026-08-29
HVTrust Changed
HVTrust up 8.2pts (63.0 → 71.2)
2026-08-29
Activity Score Changed
Activity score down 6pts (51 → 46)
2026-08-26
Rank Moved
Rank dropped 24 spots (#284 → #308)
2026-08-25
Rank Moved
Rank dropped 11 spots (#273 → #284)
2026-08-24
Rank Moved
Rank rose 18 spots (#291 → #273)
2026-08-23
Rank Moved
Rank dropped 26 spots (#265 → #291)
2026-08-21
Rank Moved
Rank dropped 10 spots (#253 → #263)
2026-08-19
Rank Moved
Rank dropped 17 spots (#235 → #252)
2026-08-17
Rank Moved
Rank rose 11 spots (#245 → #234)
2026-08-16
Rank Moved
Rank dropped 11 spots (#234 → #245)
2026-08-13
Rank Moved
Rank dropped 20 spots (#216 → #236)

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 62.6 Grade C
Markdown:
[![HVTrust](https://hvtracker.net/badge/world-model-mcp.svg)](https://hvtracker.net/agents/world-model-mcp)
HTML:
<a href="https://hvtracker.net/agents/world-model-mcp"><img src="https://hvtracker.net/badge/world-model-mcp.svg" alt="HVTrust"></a>

Other agents in MCP Servers

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