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aimdb-dev/aimdb

https://github.com/aimdb-dev/aimdb · scanned 2026-06-17 01:30 UTC (1 month, 2 weeks ago)

46 raw signals (0 security + 46 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 2 weeks ago · v2 · last Δ +0.3 (diff) · 15 actionable findings from 1 signal source. 31 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
77.0
/100
Security checks
77
0 findings
System graph
77
77.8% cov · 15 findings
Critical
0
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Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 2 Medium 5 Low 8 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 15 Crowd 0 Layer: Hardware 2 Security 1 Cicd 4 Quality 8
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Scan summary Repository scanned at 77.0/100 with 77.8% coverage. It contains 550 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 46 findings — concentrated in cicd (34), quality (8), hardware (3). Risk profile is high: 0 critical, 3 high, 24 medium. Recommended next step: open the cicd layer findings first — that's where the highest-impact wins live.

Showing 15 of 15 actionable findings. 46 raw detector signals were grouped into reader-sized issues. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

high System graph hardware Supply chain conf 1.00 2 occurrences Dockerfile pipes a remote installer into a shell
Executing downloaded code during image build gives the remote endpoint build-time code execution. Prefer pinned packages or verify downloaded installers by checksum/signature.
lines 61, 86
.devcontainer/Dockerfile:61, 86 (2 hits)
containersRemote installer
high System graph cicd CI/CD security conf 1.00 GitHub Action tracks a moving branch
aquasecurity/trivy-action@master can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
.github/workflows/devcontainer.yml:192 CI/CD securitySupply chainGithub actions
medium System graph quality Placeholder conf 1.00 Critical user flow still appears backed by mock or placeholder data
A payment/auth/admin/order/billing-style flow contains mock, fake, TODO, dummy, or placeholder markers in runtime source. In the Fable corpus this is a high-leverage completeness smell: the app can look finished while the money, identity, or tenant flow is still scaffolded.
Mock dataCritical flowGenerated repo pattern
medium System graph cicd CI/CD security conf 1.00 18 occurrences GitHub Action is tag-pinned rather than SHA-pinned
dtolnay/rust-toolchain@stable can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
5 files, 18 locations
.github/workflows/devcontainer.yml:32, 36, 44, 54, 81, 84, 180, 183, +1 more (9 hits)
.github/workflows/ci.yml:23, 53, 82, 109 (4 hits)
.github/workflows/release.yml:24, 62 (2 hits)
.github/workflows/security.yml:30, 47 (2 hits)
.github/workflows/docs.yml:25
CI/CD securitySupply chainGithub actions
medium System graph cicd CI/CD security conf 1.00 3 occurrences GitHub Actions workflow grants broad write permissions
CI tokens with write permissions increase blast radius when an action, dependency, or PR workflow is compromised. Prefer job-level least-privilege permissions.
3 files, 3 locations
.github/workflows/devcontainer.yml
.github/workflows/docs.yml
.github/workflows/release.yml
CI/CD securitySupply chainGithub actions
medium System graph security Coverage conf 1.00 No auth library detected
The scanner did not find any standard auth library (JWT, OAuth, NextAuth, Auth0, etc.). The repo has auth/admin/session surface indicators, so auth may live in custom code, in a separate service, or be missing.
auth
medium System graph quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 26 placeholder/mock markers across 13 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: ubuntu:22.04
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
.devcontainer/Dockerfile:1 containersPinned dependencies
low System graph cicd CI/CD security conf 1.00 12 occurrences GitHub Action is tag-pinned rather than SHA-pinned
actions/cache@v5 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
4 files, 12 locations
.github/workflows/ci.yml:29, 58, 87, 115 (4 hits)
.github/workflows/docs.yml:30, 43, 47, 54 (4 hits)
.github/workflows/devcontainer.yml:29, 76, 162 (3 hits)
.github/workflows/release.yml:30
CI/CD securitySupply chainGithub actions
low System graph quality Tests conf 1.00 Low test-to-source ratio
26 tests / 198 src (ratio 0.13).
low System graph quality Complexity conf 1.00 Very large file: aimdb-codegen/src/rust.rs (2234 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: aimdb-core/src/builder.rs (1348 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: aimdb-core/src/typed_api.rs (2001 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: aimdb-core/src/typed_record.rs (1389 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tools/aimdb-mcp/src/server.rs (1189 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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