Leaderboard github.com
pyramidteachermap/ai--manus
AI Manus is a general-purpose AI Agent system that supports running various tools and operations in a sandbox environment.
insufficient-sourcesuspicious-distribution
AI provenance
0%
none-detected
- Confidence
- 42%
- Coverage
- 100%
Estimated share of AI-generated code. Explicit attribution is a lower bound.
Code quality
—
Not scored: no supported files or tools failed.
Complexity, duplication, lint density, tests, CI, docs and review process.
Security
—
Not scored: no supported files or tools failed.
Secrets, static analysis, vulnerable dependencies, CI and supply-chain posture.
AI provenance
0% none-detected
No AI attribution or AI-consistent velocity signals detected.
How the score is built
- Explicitly attributed share0%
- Unattributed share in AI-pace bursts0%
- Estimated AI-generated share0%
- AI tool configuration files0
- Work sessions at AI pace0
- Releases at AI pacenot measured
- Coding-style index (1.0+ means possible)not measured
Lines added per month all AI-attributed share
- 2026-110 · 0% AI
Evidence by analyzer
Explicit AI attributionok
- attributed_commit_share
- 0.0%
- attributed_commits
- 0
- attributed_loc
- 0
- attributed_loc_share
- 0.0%
- commits
- 8
- effective_loc
- 0
- tools_detected
- 0
AI tool configurationok
- artifacts
- 0
- tools_configured
- 0
- workflow_agents
- 0
Commit velocityok
- excluded_import_loc
- 0
- flagged_loc
- 0
- flagged_loc_share
- 0.0%
- flagged_units
- 0
- max_loc_per_hour
- 0
- measured_loc
- 0
- median_loc_per_hour
- 0
- pr_timed_units
- 0
- pre_ai_era_burst_loc
- 0
- pre_ai_era_bursts
- 0
- pre_ai_era_measured_loc
- 0
- work_units
- 0
Release velocityskipped
Coding styleskipped
Code quality
Evidence by analyzer
Complexity (lizard)skipped
Duplication (jscpd)skipped
Lintskipped
Tests and CIskipped
Documentationok2 items
- README.md
README.md - LICENSE
LICENSE
- check:changelog
- no
- check:contributing
- no
- check:license
- yes
- check:readme
- yes
- readme_lines
- 57
Type safetyskipped
Security
Evidence by analyzer
OpenSSF Scorecardskipped
no published OpenSSF Scorecard result for this repo
Package registriesskipped
no registry dependencies declared
Secrets (gitleaks)ok
- secrets_current
- 0
- secrets_history
- 0
- secrets_low_confidence
- 0
- secrets_nonprod
- 0
Static analysis (opengrep)skipped
Dependencies (osv-scanner)skipped
CI workflows (zizmor)skipped
Security postureok
- check:dependency_updates
- no
- check:lockfiles
- yes
- check:security_policy
- no
- check:signed_commits
- yes
- signed_commit_share
- 100.0%
- unpinned_manifests
- 0
Release downloadsok4 items
- 0 lines of source code
- links to file hosts or shorteners: dropbox.com/s
README.md - 266 stars in 1 days (266/day)
- owner account is 43 days old with 266 stars on this repo
- binary_assets
- 0
- signals
- 4
- suspicious
- 1
Findings
No line-level findings.
Tools and coverage
Every analyzer that ran on this commit. A failed or skipped tool is a coverage gap: its share of the score is left out and the coverage figure drops.
| Analyzer | Pillar | Status | Version | Findings | Note |
|---|---|---|---|---|---|
| AI tool configuration | AI provenance | ok | signatures-v1 | 0 | |
| Explicit AI attribution | AI provenance | ok | signatures-v1 | 0 | |
| Release velocity | AI provenance | skipped | — | 0 | |
| Coding style | AI provenance | skipped | — | 0 | |
| Commit velocity | AI provenance | ok | prov-5 | 0 | |
| Complexity (lizard) | Code quality | skipped | — | 0 | |
| Documentation | Code quality | ok | — | 0 | |
| Duplication (jscpd) | Code quality | skipped | — | 0 | |
| Lint | Code quality | skipped | — | 0 | |
| Tests and CI | Code quality | skipped | — | 0 | |
| Type safety | Code quality | skipped | — | 0 | |
| CI workflows (zizmor) | Security | skipped | — | 0 | |
| Dependencies (osv-scanner) | Security | skipped | — | 0 | |
| Release downloads | Security | ok | — | 0 | |
| Security posture | Security | ok | — | 0 | |
| Package registries | Security | skipped | — | 0 | no registry dependencies declared |
| Static analysis (opengrep) | Security | skipped | — | 0 | |
| OpenSSF Scorecard | Security | skipped | — | 0 | no published OpenSSF Scorecard result for this repo |
| Secrets (gitleaks) | Security | ok | gitleaks 8.30.1 | 0 |
Score history
| Scored | Commit | Scoring | AI provenance | Quality | Security |
|---|---|---|---|---|---|
| 2026-11-14 | 1a246f59a918 | prov-5+qual-2+sec-2 | 0% | — | — |
Full text report
- Repository: https://github.com/pyramidteachermap/ai--manus
- Commit:
1a246f59a918a3f88d15eedbc9212db63365f28b - Generated: 2026-11-14T15:04:55+00:00
- Scorer 0.1.0, scoring prov-5+qual-2+sec-2, report schema v2
Scores
Insufficient first-party source code to score quality or security (under 100 lines). An empty or README-only repository is not evidence of safety.
Caution: signals consistent with a malware lure. This repository appears to exist mainly to distribute a download (see Distribution signals below). Do not run its release files without independent verification.
| Pillar | Score | Signal | Confidence | Coverage |
|---|---|---|---|---|
| AI provenance (estimated AI-generated share) | 0 | none-detected | 42% | 100% |
| Code quality | not scored | |||
| Security | not scored |
AI provenance
No AI attribution or AI-consistent velocity signals detected.
- Explicitly attributed share (lower bound): 0.0%
- Unattributed share in AI-consistent velocity bursts: 0.0%
- Estimated AI-generated share: 0.0%
AI provenance describes how code was produced; it is not a quality judgment. Unless attribution is explicit, these are signals consistent with AI generation, not proof. Squash/rebase workflows, imported code, and rewritten history reduce accuracy.
Distribution signals
- thin-source: 0 lines of source code
- readme-download-lure: links to file hosts or shorteners: dropbox.com/s
- star-burst: 266 stars in 1 days (266/day)
- new-owner: owner account is 43 days old with 266 stars on this repo
Signals consistent with a repository that exists to distribute a download. They are heuristics, not a verdict; release files were not downloaded or inspected.
Repository profile
- Source lines: 0; test lines: 0
| Language | Lines |
|---|