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22 of your 110 findings came from Repobility's proprietary detections. ✓ Repobility tags below mark them.
Upstream (GitHub) caused delay on this scan — not Repobility.
  • GitHub API rate-limited (HTTP 403) — preflight skipped, fell back to direct git clone.
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pathwaycom/llm-app

https://github.com/pathwaycom/llm-app · scanned 2026-06-05 09:48 UTC (5 days, 16 hours ago) · 10 languages

193 raw signals (103 security + 90 graph) 11/13 scanners ran 88th percentile · Python · small (2-20K LoC)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 5 days, 16 hours ago · v2 · 62 actionable findings from 2 signal sources. 86 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
84.4
/100
Security checks
86
26 findings
System graph
83
100.0% cov · 36 findings
Critical
1
click to filter
Agents
6
0 votes
Crowd
0
reported
Score breakdown â 2026-05-18-v5
Component Sub-score Weight Contribution
structure_score 75.0 0.15 11.25
security_score 100.0 0.25 25.00
testing_score 70.0 0.20 14.00
documentation_score 87.0 0.15 13.05
practices_score 75.0 0.15 11.25
code_quality 80.0 0.10 8.00
Overall 1.00 82.5
security_score may be inflated — optional security scanners were skipped on this fast scan
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 1 High 10 Medium 24 Low 17 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 26 System graph 36 Crowd 0 Layer: Software 10 Quality 14 Cicd 15 Security 2 Api 1 Hardware 19 Frontend 1
Scan summary Quality grade A- (82/100). Dimensions: security 100, maintainability 75. 103 findings (16 security). 2,088 lines analyzed.

Showing 52 of 62 actionable findings. 148 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.

critical Security checks cicd CI/CD security conf 0.96 Compose service contains a literal secret environment value
Rotate the value if real. Move it to Docker Compose secrets, a platform secret manager, or an uncommitted environment file.
templates/unstructured_to_sql_on_the_fly/docker-compose.yml:2 CI/CD securitycontainers
high Security checks software dependencies conf 0.90 ✓ Repobility 10 occurrences [MINED118] Dockerfile FROM `pathwaycom/pathway:latest` not pinned by digest: `FROM pathwaycom/pathway:latest` resolves the tag at build time. The registry CAN re-push a different image for the same tag, so every build is potentially different. Production images should pin to `image@sha256:...` for reproducibility + supply-chain integrity.
Replace with: `FROM pathwaycom/pathway:latest@sha256:<digest>`. Get the digest from `docker manifest inspect`. Re-pin via a scheduled bot (Renovate, Dependabot).
10 files, 10 locations
templates/adaptive_rag/Dockerfile:1
templates/document_indexing/Dockerfile:1
templates/document_store_mcp_server/Dockerfile:1
templates/drive_alert/Dockerfile:1
templates/drive_alert/ui/Dockerfile:1
templates/multimodal_rag/Dockerfile:1
templates/private_rag/Dockerfile:1
templates/slides_ai_search/nginx/Dockerfile:1
high Security checks cicd CI/CD security conf 0.90 Database service has no persistent data volume
Mount the database data directory to a named Docker volume or managed persistent disk, and document backup and restore testing.
templates/unstructured_to_sql_on_the_fly/docker-compose.yml:2 CI/CD securitycontainers
high Security checks cicd CI/CD security conf 0.84 Database service publishes a host port
Use `expose` for service-to-service access, bind to 127.0.0.1 for local-only access, or protect the port with firewall rules.
templates/unstructured_to_sql_on_the_fly/docker-compose.yml:2 CI/CD securitycontainers
high Security checks cicd CI/CD security conf 0.92 13 occurrences Dockerfile copies the entire context without .dockerignore
Create .dockerignore before using broad context copies, or copy only the required files and directories.
12 files, 12 locations
templates/adaptive_rag/Dockerfile:12
templates/document_indexing/Dockerfile:12
templates/document_store_mcp_server/Dockerfile:12
templates/drive_alert/Dockerfile:3
templates/drive_alert/ui/Dockerfile:7
templates/multimodal_rag/Dockerfile:12
templates/private_rag/Dockerfile:12
templates/question_answering_rag/Dockerfile:14
CI/CD securitycontainers
medium Security checks cicd CI/CD security conf 0.90 ✓ Repobility 2 occurrences GitHub Action is tag-pinned rather than SHA-pinned
[MINED115] Action `abatilo/actions-poetry` pinned to mutable ref `@v3`: `uses: abatilo/actions-poetry@v3` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char com…
lines 23
.github/workflows/python-lint.yml:23 (2 hits)
CI/CD securitySupply chainGitHub Actions
low Security checks cicd CI/CD security conf 0.90 ✓ Repobility 4 occurrences GitHub Action is tag-pinned rather than SHA-pinned
[MINED115] Action `actions/checkout` pinned to mutable ref `@v3`: `uses: actions/checkout@v3` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lo…
lines 17, 19
.github/workflows/python-lint.yml:17, 19 (4 hits)
CI/CD securitySupply chainGitHub Actions
medium Security checks software dependencies conf 0.90 ✓ Repobility 3 occurrences [MINED124] requirements.txt: `pathway[all]` has no version pin: Unpinned pip requirement means every fresh install may resolve a different version. Newer releases can introduce malicious code (typosquats, account compromises). Reproducible installs need exact pins.
Replace `pathway[all]` with `pathway[all]==<version>` and manage upgrades through PRs / Dependabot.
3 files, 3 locations
templates/multimodal_rag/requirements.txt:1
templates/private_rag/requirements.txt:1
templates/question_answering_rag/requirements.txt:1
high Security checks quality Quality conf 0.72 Agent control bridge may listen on a network interface without visible auth
Bind local agent bridges to 127.0.0.1 by default. If remote access is required, require a bearer token or mTLS, enforce origin/CSRF checks for browser clients, and document the threat model.
templates/document_store_mcp_server/app.yaml:76
low Security checks quality Error handling conf 0.55 ✓ Repobility Broad exception handler needs review
This handler catches Exception/BaseException. It is actionable when it swallows errors without logging, re-raising, or returning a structured error. Handlers that intentionally convert exceptions into typed error results should not be treated as high risk.
templates/unstructured_to_sql_on_the_fly/ui/server.py:75 Error handlingquality
medium Security checks cicd CI/CD security conf 0.90 Docker build context has no .dockerignore
Add .dockerignore with at least .git, .env, private keys, dependency folders, build outputs, and local databases.
.dockerignore CI/CD securitycontainers
high Security checks cicd CI/CD security conf 0.82 14 occurrences Docker final stage has no non-root USER
Add a non-root USER in the final runtime stage after files and permissions are prepared.
12 files, 12 locations
templates/adaptive_rag/Dockerfile:1
templates/document_indexing/Dockerfile:1
templates/document_store_mcp_server/Dockerfile:1
templates/drive_alert/Dockerfile:1
templates/drive_alert/ui/Dockerfile:1
templates/multimodal_rag/Dockerfile:1
templates/private_rag/Dockerfile:1
templates/question_answering_rag/Dockerfile:3
CI/CD securitycontainers
medium Security checks cicd CI/CD security conf 0.94 8 occurrences Dockerfile base image uses the latest tag
Pin to a maintained version tag or digest and update it deliberately through dependency automation.
8 files, 8 locations
templates/adaptive_rag/Dockerfile:1
templates/document_indexing/Dockerfile:1
templates/document_store_mcp_server/Dockerfile:1
templates/drive_alert/Dockerfile:1
templates/multimodal_rag/Dockerfile:1
templates/private_rag/Dockerfile:1
templates/slides_ai_search/nginx/Dockerfile:1
templates/unstructured_to_sql_on_the_fly/Dockerfile:1
CI/CD securitycontainers
medium System graph hardware Supply chain conf 1.00 Docker base image uses a mutable or implicit tag: nginx:latest
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
templates/slides_ai_search/nginx/Dockerfile:1 containersPinned dependencies
medium System graph hardware Supply chain conf 1.00 7 occurrences Docker base image uses a mutable or implicit tag: pathwaycom/pathway:latest
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
7 files, 7 locations
templates/adaptive_rag/Dockerfile:1
templates/document_indexing/Dockerfile:1
templates/document_store_mcp_server/Dockerfile:1
templates/drive_alert/Dockerfile:1
templates/multimodal_rag/Dockerfile:1
templates/private_rag/Dockerfile:1
templates/unstructured_to_sql_on_the_fly/Dockerfile:1
containersPinned dependencies
medium System graph hardware Security conf 1.00 Dockerfile runs as root: templates/adaptive_rag/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph hardware Security conf 1.00 Dockerfile runs as root: templates/document_indexing/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph hardware Security conf 1.00 Dockerfile runs as root: templates/document_store_mcp_server/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph hardware Security conf 1.00 Dockerfile runs as root: templates/drive_alert/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph hardware Security conf 1.00 Dockerfile runs as root: templates/drive_alert/ui/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph hardware Security conf 1.00 Dockerfile runs as root: templates/multimodal_rag/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph hardware Security conf 1.00 Dockerfile runs as root: templates/private_rag/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph hardware Security conf 1.00 Dockerfile runs as root: templates/question_answering_rag/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph hardware Security conf 1.00 Dockerfile runs as root: templates/question_answering_rag/ui/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph hardware Security conf 1.00 Dockerfile runs as root: templates/slides_ai_search/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph hardware Security conf 1.00 Dockerfile runs as root: templates/slides_ai_search/nginx/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph hardware Security conf 1.00 Dockerfile runs as root: templates/slides_ai_search/ui/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph hardware Security conf 1.00 Dockerfile runs as root: templates/unstructured_to_sql_on_the_fly/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph hardware Security conf 1.00 Dockerfile runs as root: templates/unstructured_to_sql_on_the_fly/ui/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — templates/drive_alert/ui/server.py:61
`requests.post(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — templates/slides_ai_search/ui/ui.py:152
`requests.get(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
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.). Either auth lives in custom code, in a separate service, or is missing.
auth
medium System graph quality Tests conf 1.00 Very low test-to-source ratio
0 test file(s) for 17 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths.
Coverage
high Security checks cicd CI/CD security conf 0.56 12 occurrences Compose service does not declare a runtime user
Set a non-root `user:` in Compose or ensure the final image stage has a non-root USER directive.
6 files, 12 locations
templates/slides_ai_search/docker-compose.yml:1, 19, 31 (3 hits)
templates/document_indexing/docker-compose.yml:2, 11 (2 hits)
templates/drive_alert/docker-compose.yml:2, 10 (2 hits)
templates/question_answering_rag/docker-compose.yml:1, 17 (2 hits)
templates/unstructured_to_sql_on_the_fly/docker-compose.yml:25, 41 (2 hits)
templates/document_store_mcp_server/docker-compose.yml:2
CI/CD securitycontainers
high Security checks cicd CI/CD security conf 0.62 12 occurrences Compose service lacks no-new-privileges hardening
Add `security_opt: ["no-new-privileges:true"]` unless the service has a documented need for privilege escalation.
6 files, 12 locations
templates/slides_ai_search/docker-compose.yml:1, 19, 31 (3 hits)
templates/document_indexing/docker-compose.yml:2, 11 (2 hits)
templates/drive_alert/docker-compose.yml:2, 10 (2 hits)
templates/question_answering_rag/docker-compose.yml:1, 17 (2 hits)
templates/unstructured_to_sql_on_the_fly/docker-compose.yml:25, 41 (2 hits)
templates/document_store_mcp_server/docker-compose.yml:2
CI/CD securitycontainers
low Security checks cicd CI/CD security conf 0.72 8 occurrences Dockerfile installs recommended OS packages
Add `--no-install-recommends` and explicitly list only packages the image needs.
8 files, 8 locations
templates/adaptive_rag/Dockerfile:5
templates/document_indexing/Dockerfile:5
templates/document_store_mcp_server/Dockerfile:5
templates/multimodal_rag/Dockerfile:5
templates/private_rag/Dockerfile:5
templates/question_answering_rag/Dockerfile:7
templates/slides_ai_search/Dockerfile:9
templates/unstructured_to_sql_on_the_fly/Dockerfile:5
CI/CD securitycontainers
high Security checks cicd CI/CD security conf 0.72 Dockerfile keeps pip download cache
Use `pip install --no-cache-dir ...` in container builds.
templates/unstructured_to_sql_on_the_fly/ui/Dockerfile:5 CI/CD securitycontainers
high Security checks cicd CI/CD security conf 0.72 Dockerfile keeps pip download cache
Use `pip install --no-cache-dir ...` in container builds.
templates/drive_alert/ui/Dockerfile:5 CI/CD securitycontainers
low System graph quality Integrity conf 1.00 16 env vars used in code but missing from .env.example
Drift between code and config docs. The first few: `FILE_OR_DIRECTORY_ID`, `FILE_SERVER_URL`, `GOOGLE_CREDS`, `PATHWAY_DATA_DIR`, `PATHWAY_HOST`, `PATHWAY_PORT`, `PATHWAY_REST_CONNECTOR_HOST`, `PATHWAY_REST_CONNECTOR_PORT` + 8 more. Add them (with a placeholder/comment) to .env.example so onboardin…
config drift
low System graph hardware Coverage conf 1.00 Containers defined but no K8s/orchestration manifest found
Repo has Dockerfiles/compose but no Kubernetes/Nomad manifests. If the target deployment is K8s, the manifests may live in a separate ops repo.
Deployment
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: python:3.11
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
templates/drive_alert/ui/Dockerfile:1 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: python:3.11
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
templates/unstructured_to_sql_on_the_fly/ui/Dockerfile:1 containersPinned dependencies
low System graph software Dead code candidate conf 1.00 File has no detected symbols: templates/drive_alert/ui/server.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: templates/slides_ai_search/pathway_slides_ai_search/__init__.py:get_model_from_file, templates/slides_ai_search/pathway_slides_ai_search/__init__.py:get_model This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://…
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: templates/question_answering_rag/app.py:run, templates/private_rag/app.py:run, templates/adaptive_rag/app.py:run, templates/multimodal_rag/app.py:run This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-…
duplicatesduplication
low System graph software Dead code conf 1.00 Possibly dead Python function: acceptor
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
templates/drive_alert/app.py:273
low System graph software Dead code conf 1.00 Possibly dead Python function: add_slide_id
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
templates/slides_ai_search/pathway_slides_ai_search/__init__.py:76
low System graph software Dead code conf 1.00 Possibly dead Python function: dump_file_callback
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
templates/slides_ai_search/pathway_slides_ai_search/__init__.py:107
low System graph software Dead code conf 1.00 Possibly dead Python function: dump_img_callback
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
templates/slides_ai_search/pathway_slides_ai_search/__init__.py:92
low System graph software Dead code conf 1.00 Possibly dead Python function: json_to_table
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
templates/unstructured_to_sql_on_the_fly/ui/server.py:45
low System graph software Dead code conf 1.00 Possibly dead Python function: log_rate_answer
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
templates/slides_ai_search/ui/ui.py:334
low System graph software Dead code conf 1.00 Possibly dead Python function: make_query_id
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
templates/drive_alert/app.py:106
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