OpenSenseNova/SenseNova-Skills

Public scan — anyone with this URL can view this analysis. Sign up to track your own repos privately, run scheduled re-scans, and get AI fix prompts via your dashboard.

63 of your 110 findings came from Repobility's proprietary detections. ✓ Repobility tags below mark them.

https://github.com/OpenSenseNova/SenseNova-Skills · scanned 2026-06-05 02:04 UTC (4 days, 21 hours ago) · 10 languages

307 raw signals (76 security + 231 graph) 11/13 scanners ran 66th percentile · Python · small (2-20K LoC) System graph score 89 (lower by 13)

File as issue Image

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 4 days, 21 hours ago · v6 · last Δ +0.1 (diff) · 36 actionable findings from 2 signal sources. 81 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON

77.8% cov · 16 findings

Score breakdown â 2026-05-18-v5

Component	Sub-score	Weight	Contribution
`structure_score`	55.0	0.15	8.25
`security_score`	100.0	0.25	25.00
`testing_score`	70.0	0.20	14.00
`documentation_score`	84.0	0.15	12.60
`practices_score`	70.0	0.15	10.50
`code_quality`	60.0	0.10	6.00
Overall		1.00	76.3

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 2 Medium 4 Low 12 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 20 System graph 16 Crowd 0 Layer: Quality 24 Software 8 Cicd 1 Api 1 Frontend 1 Security 1

Exclude dismissed / FP Exclude test files

All 912 nodes from the latest scan, grouped by kind. Each node is a unit the engine identified (file, function, endpoint, table…). Most users won't need this view — it's primarily for debugging the engine's graph extraction or for AI agents that want to enumerate the project structure.

Label	Layer	Status	Path
`is_remote_or_data`	software	healthy	`skills/sn-md-to-html-report/scripts/check_image_refs.py:18`
`clean_src`	software	healthy	`skills/sn-md-to-html-report/scripts/check_image_refs.py:23`
`refs_for_text`	software	healthy	`skills/sn-md-to-html-report/scripts/check_image_refs.py:29`
`main`	software	healthy	`skills/sn-md-to-html-report/scripts/check_image_refs.py:36`
`is_external`	software	healthy	`skills/sn-md-to-html-report/scripts/render_report.py:33`
`embed_images`	software	healthy	`skills/sn-md-to-html-report/scripts/render_report.py:37`
`replace`	software	healthy	`skills/sn-md-to-html-report/scripts/render_report.py:147`
`normalize_markdown`	software	healthy	`skills/sn-md-to-html-report/scripts/render_report.py:54`
`strip_inline_toc`	software	healthy	`skills/sn-md-to-html-report/scripts/render_report.py:95`
`title_from_body`	software	healthy	`skills/sn-md-to-html-report/scripts/render_report.py:137`
`render_mermaid_blocks`	software	healthy	`skills/sn-md-to-html-report/scripts/render_report.py:144`
`build_mermaid_js`	software	healthy	`skills/sn-md-to-html-report/scripts/render_report.py:154`
`build_js`	software	healthy	`skills/sn-md-to-html-report/scripts/render_report.py:207`
`build_html`	software	healthy	`skills/sn-md-to-html-report/scripts/render_report.py:238`
`main`	software	healthy	`skills/sn-md-to-html-report/scripts/render_report.py:476`
`normalize_pmc_id`	software	healthy	`skills/sn-search-academic/scripts/pmc_paper.py:31`
`pmid_to_pmc`	software	healthy	`skills/sn-search-academic/scripts/pmc_paper.py:36`
`fetch_pmc_xml`	software	healthy	`skills/sn-search-academic/scripts/pmc_paper.py:63`
`_elem_to_text`	software	healthy	`skills/sn-search-academic/scripts/pmc_paper.py:100`
`_collect_text`	software	healthy	`skills/sn-search-academic/scripts/pmc_paper.py:185`
`_extract_sections_from`	software	healthy	`skills/sn-search-academic/scripts/pmc_paper.py:205`
`extract_all_sections`	software	healthy	`skills/sn-search-academic/scripts/pmc_paper.py:234`
`_flatten_sections`	software	healthy	`skills/sn-search-academic/scripts/pmc_paper.py:279`
`match_section`	software	healthy	`skills/sn-search-academic/scripts/pmc_paper.py:289`
`clean`	software	healthy	`skills/sn-search-academic/scripts/pmc_paper.py:294`
`_section_outline`	software	healthy	`skills/sn-search-academic/scripts/pmc_paper.py:313`
`cmd_list_sections`	software	healthy	`skills/sn-search-academic/scripts/pmc_paper.py:323`
`cmd_read_section`	software	healthy	`skills/sn-search-academic/scripts/pmc_paper.py:344`
`collect_text`	software	healthy	`skills/sn-search-academic/scripts/pmc_paper.py:362`
`main`	software	healthy	`skills/sn-search-academic/scripts/pmc_paper.py:386`
`build_search_query`	software	healthy	`skills/sn-search-academic/scripts/arxiv_search.py:34`
`fetch_by_ids`	software	healthy	`skills/sn-search-academic/scripts/arxiv_search.py:67`
`search`	software	healthy	`skills/sn-search-academic/scripts/arxiv_search.py:79`
`_parse_entries`	software	healthy	`skills/sn-search-academic/scripts/arxiv_search.py:111`
`_text`	software	healthy	`skills/sn-search-academic/scripts/arxiv_search.py:176`
`main`	software	healthy	`skills/sn-search-academic/scripts/arxiv_search.py:182`
`search`	software	healthy	`skills/sn-search-academic/scripts/pubmed_search.py:14`
`main`	software	healthy	`skills/sn-search-academic/scripts/pubmed_search.py:151`
`resolve_paper_id`	software	healthy	`skills/sn-search-academic/scripts/semantic_scholar_refs.py:…`
`fetch_refs`	software	healthy	`skills/sn-search-academic/scripts/semantic_scholar_refs.py:…`
`main`	software	healthy	`skills/sn-search-academic/scripts/semantic_scholar_refs.py:…`
`make_result`	software	healthy	`skills/sn-search-academic/scripts/search_utils.py:33`
`make_item`	software	healthy	`skills/sn-search-academic/scripts/search_utils.py:50`
`print_json`	software	healthy	`skills/sn-search-academic/scripts/search_utils.py:64`
`build_parser`	software	healthy	`skills/sn-search-academic/scripts/search_utils.py:75`
`get_client`	software	healthy	`skills/sn-search-academic/scripts/search_utils.py:95`
`get_key`	software	healthy	`skills/sn-search-academic/scripts/search_utils.py:119`
`run_search`	software	dead	`skills/sn-search-academic/scripts/search_utils.py:130`
`_api_url`	software	healthy	`skills/sn-search-academic/scripts/wikipedia_search.py:10`
`search`	software	healthy	`skills/sn-search-academic/scripts/wikipedia_search.py:14`

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

Label	Layer	Status	Path
`INSTALL_CN.md`	software	healthy	`INSTALL_CN.md`
`README.md`	software	healthy	`README.md`
`INSTALL.md`	software	healthy	`INSTALL.md`
`README_CN.md`	software	healthy	`README_CN.md`
`sn-data-analysis.md`	software	healthy	`docs/sn-data-analysis.md`
`sn-data-analysis_cn.md`	software	healthy	`docs/sn-data-analysis_cn.md`
`sn-infographic-examples_CN.md`	software	healthy	`docs/sn-infographic-examples_CN.md`
`sn-deep-research_cn.md`	software	healthy	`docs/sn-deep-research_cn.md`
`sn-ppt-generate.md`	software	healthy	`docs/sn-ppt-generate.md`
`sn-image-generate_en.md`	software	healthy	`docs/sn-image-generate_en.md`
`sn-image-generate.md`	software	healthy	`docs/sn-image-generate.md`
`sn-ppt-generate_cn.md`	software	healthy	`docs/sn-ppt-generate_cn.md`
`sn-deep-research.md`	software	healthy	`docs/sn-deep-research.md`
`sn-infographic-examples.md`	software	healthy	`docs/sn-infographic-examples.md`
`env-variables-spec_CN.md`	software	healthy	`docs/spec/env-variables-spec_CN.md`
`README.md`	software	healthy	`examples/README.md`
`README.md`	software	healthy	`examples/property-fee-pricing-ppt/README.md`
`README_CN.md`	software	healthy	`examples/property-fee-pricing-ppt/README_CN.md`
`README.md`	software	healthy	`examples/embodied-ai-deep-research/README.md`
`README_CN.md`	software	healthy	`examples/embodied-ai-deep-research/README_CN.md`
`README.md`	software	healthy	`examples/generative-ai-revolution-ppt/README.md`
`README_CN.md`	software	healthy	`examples/generative-ai-revolution-ppt/README_CN.md`
`README.md`	software	healthy	`examples/employee-performance-analysis/README.md`
`README_CN.md`	software	healthy	`examples/employee-performance-analysis/README_CN.md`
`README.md`	software	healthy	`examples/memory-price-end2end-analysis/README.md`
`README_CN.md`	software	healthy	`examples/memory-price-end2end-analysis/README_CN.md`
`SKILL.md`	software	healthy	`skills/sn-md-to-html-report/SKILL.md`
`check_image_refs.py`	software	healthy	`skills/sn-md-to-html-report/scripts/check_image_refs.py`
`render_report.py`	software	healthy	`skills/sn-md-to-html-report/scripts/render_report.py`
`SKILL.md`	software	healthy	`skills/sn-research-synthesis/SKILL.md`
`SKILL.md`	software	healthy	`skills/sn-da-non-spreadsheet-analysis/SKILL.md`
`SKILL.md`	software	healthy	`skills/sn-da-non-spreadsheet-analysis/capability/ppt-analys…`
`SKILL.md`	software	healthy	`skills/sn-da-non-spreadsheet-analysis/capability/word-analy…`
`SKILL.md`	software	healthy	`skills/sn-da-non-spreadsheet-analysis/capability/pdf-analys…`
`README.md`	software	healthy	`skills/sn-image-imitate/README.md`
`SKILL.md`	software	healthy	`skills/sn-image-imitate/SKILL.md`
`README_CN.md`	software	healthy	`skills/sn-image-imitate/README_CN.md`
`layout_review.md`	software	healthy	`skills/sn-image-imitate/prompts/layout_review.md`
`image_annotate.md`	software	healthy	`skills/sn-image-imitate/prompts/image_annotate.md`
`caption_rewrite.md`	software	healthy	`skills/sn-image-imitate/prompts/caption_rewrite.md`
`SKILL.md`	software	healthy	`skills/sn-search-academic/SKILL.md`
`requirements.txt`	software	healthy	`skills/sn-search-academic/requirements.txt`
`pmc_paper.py`	software	healthy	`skills/sn-search-academic/scripts/pmc_paper.py`
`arxiv_search.py`	software	healthy	`skills/sn-search-academic/scripts/arxiv_search.py`
`pubmed_search.py`	software	healthy	`skills/sn-search-academic/scripts/pubmed_search.py`
`semantic_scholar_refs.py`	software	healthy	`skills/sn-search-academic/scripts/semantic_scholar_refs.py`
`search_utils.py`	software	healthy	`skills/sn-search-academic/scripts/search_utils.py`
`wikipedia_search.py`	software	healthy	`skills/sn-search-academic/scripts/wikipedia_search.py`
`arxiv_paper.py`	software	healthy	`skills/sn-search-academic/scripts/arxiv_paper.py`
`semantic_scholar_search.py`	software	healthy	`skills/sn-search-academic/scripts/semantic_scholar_search.py`

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

Label	Layer	Status	Path
`docs`	software	healthy	`docs`
`spec`	software	healthy	`docs/spec`
`examples`	software	healthy	`examples`
`property-fee-pricing-ppt`	software	healthy	`examples/property-fee-pricing-ppt`
`embodied-ai-deep-research`	software	healthy	`examples/embodied-ai-deep-research`
`generative-ai-revolution-ppt`	software	healthy	`examples/generative-ai-revolution-ppt`
`employee-performance-analysis`	software	healthy	`examples/employee-performance-analysis`
`memory-price-end2end-analysis`	software	healthy	`examples/memory-price-end2end-analysis`
`skills`	software	healthy	`skills`
`sn-md-to-html-report`	software	healthy	`skills/sn-md-to-html-report`
`scripts`	software	healthy	`skills/sn-md-to-html-report/scripts`
`sn-research-synthesis`	software	healthy	`skills/sn-research-synthesis`
`sn-da-non-spreadsheet-analysis`	software	healthy	`skills/sn-da-non-spreadsheet-analysis`
`capability`	software	healthy	`skills/sn-da-non-spreadsheet-analysis/capability`
`ppt-analysis`	software	healthy	`skills/sn-da-non-spreadsheet-analysis/capability/ppt-analys…`
`word-analysis`	software	healthy	`skills/sn-da-non-spreadsheet-analysis/capability/word-analy…`
`pdf-analysis`	software	healthy	`skills/sn-da-non-spreadsheet-analysis/capability/pdf-analys…`
`sn-image-imitate`	software	healthy	`skills/sn-image-imitate`
`prompts`	software	healthy	`skills/sn-image-imitate/prompts`
`sn-search-academic`	software	healthy	`skills/sn-search-academic`
`scripts`	software	healthy	`skills/sn-search-academic/scripts`
`sn-search-code`	software	healthy	`skills/sn-search-code`
`scripts`	software	healthy	`skills/sn-search-code/scripts`
`sn-da-large-file-analysis`	software	healthy	`skills/sn-da-large-file-analysis`
`sn-ppt-doctor`	software	healthy	`skills/sn-ppt-doctor`
`ppt_doctor`	software	healthy	`skills/sn-ppt-doctor/ppt_doctor`
`sn-image-base`	software	healthy	`skills/sn-image-base`
`scripts`	software	healthy	`skills/sn-image-base/scripts`
`sn_image_base`	software	healthy	`skills/sn-image-base/scripts/sn_image_base`
`vlm`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/vlm`
`utils`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/utils`
`generation`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/generation`
`core`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/generation/core`
`llm`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/llm`
`references`	software	healthy	`skills/sn-image-base/references`
`sn-da-excel-workflow`	software	healthy	`skills/sn-da-excel-workflow`
`capability`	software	healthy	`skills/sn-da-excel-workflow/capability`
`excel-data-visualization`	software	healthy	`skills/sn-da-excel-workflow/capability/excel-data-visualiza…`
`stacked-chart-visualization`	software	healthy	`skills/sn-da-excel-workflow/capability/excel-data-visualiza…`
`bar-chart-visualization`	software	healthy	`skills/sn-da-excel-workflow/capability/excel-data-visualiza…`
`histogram-visualization`	software	healthy	`skills/sn-da-excel-workflow/capability/excel-data-visualiza…`
`line-chart-visualization`	software	healthy	`skills/sn-da-excel-workflow/capability/excel-data-visualiza…`
`scatter-plot-visualization`	software	healthy	`skills/sn-da-excel-workflow/capability/excel-data-visualiza…`
`pie-chart-visualization`	software	healthy	`skills/sn-da-excel-workflow/capability/excel-data-visualiza…`
`excel-data-filtering`	software	healthy	`skills/sn-da-excel-workflow/capability/excel-data-filtering`
`threshold-filtering`	software	healthy	`skills/sn-da-excel-workflow/capability/excel-data-filtering…`
`condition-filtering`	software	healthy	`skills/sn-da-excel-workflow/capability/excel-data-filtering…`
`range-filtering`	software	healthy	`skills/sn-da-excel-workflow/capability/excel-data-filtering…`
`category-filtering`	software	healthy	`skills/sn-da-excel-workflow/capability/excel-data-filtering…`
`excel-data-statistics`	software	healthy	`skills/sn-da-excel-workflow/capability/excel-data-statistics`

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

Label	Layer	Status	Path
`CheckResult`	software	healthy	`skills/sn-ppt-doctor/ppt_doctor/checks.py:34`
`CheckResult`	software	healthy	`skills/sn-ppt-doctor/ppt_doctor/check_environment.py:73`
`FillResult`	software	healthy	`skills/sn-ppt-doctor/ppt_doctor/check_environment.py:461`
`FillResult`	software	healthy	`skills/sn-ppt-doctor/ppt_doctor/interactive.py:17`
`U1BaseError`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/exceptions.py:6`
`BadConfigurationError`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/exceptions.py:17`
`MissingApiKeyError`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/exceptions.py:23`
`InvalidBaseUrlError`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/exceptions.py:33`
`Field`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/configs.py:44`
`Configs`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/configs.py:81`
`VlmAdapter`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/vlm/vlm_adapter.…`
`U1BaseError`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/utils/error_util…`
`U1HttpErrorBase`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/utils/error_util…`
`U1HttpAuthError`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/utils/error_util…`
`U1HttpNotFoundError`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/utils/error_util…`
`U1HttpTooManyRequestsError`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/utils/error_util…`
`U1HttpServerError`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/utils/error_util…`
`U1HttpBadRequestError`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/utils/error_util…`
`U1HttpPermissionError`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/utils/error_util…`
`U1HttpResponseParseError`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/utils/error_util…`
`U1HttpTimeoutError`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/utils/error_util…`
`U1HttpNetworkError`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/utils/error_util…`
`U1HttpUnknownError`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/utils/error_util…`
`U1HttpForbiddenContentError`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/utils/error_util…`
`U1HttpTruncatedResponseError`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/utils/error_util…`
`U1HttpBadResponseError`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/utils/error_util…`
`OpenAIImageGenerationClient`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/generation/opena…`
`NanoBananaText2ImageClient`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/generation/nano_…`
`SensenovaText2ImageClient`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/generation/sense…`
`T2IBaseClient`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/generation/core/…`
`LlmAdapter`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/llm/llm_adapter.…`
`AnthropicMessagesAdapter`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/llm/anthropic_ad…`
`OpenAIChatAdapter`	software	healthy	`skills/sn-image-base/scripts/sn_image_base/llm/chat_complet…`
`LLMConfig`	software	healthy	`skills/sn-ppt-standard/lib/model_client.py:70`
`VLMConfig`	software	healthy	`skills/sn-ppt-standard/lib/model_client.py:87`
`ModelClientError`	software	healthy	`skills/sn-ppt-standard/lib/model_client.py:112`
`MissingConfigError`	software	healthy	`skills/sn-ppt-standard/lib/model_client.py:116`

Label	Layer	Status	Path
`repobility-clone-sdj2znfw`	software	healthy	`/tmp/repobility-clone-sdj2znfw`

Label	Layer	Status	Path
`125.0.0.0`	network	healthy	`skills/sn-search-academic/scripts/search_utils.py`

Label	Layer	Status	Path
`gha::pr_check`	cicd	healthy	`.github/workflows/pr_check.yml`

Label	Layer	Status	Path
`main`	cicd	healthy	`.github/workflows/pr_check.yml`

Label	Layer	Status	Path
`GITHUB_TOKEN`	cicd	healthy	`—`

For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.

For AI agents + API integrations

Email me when this repo regresses

Free. We re-scan periodically; new criticals → your inbox. No signup required for the scan itself.

API access

This page is publicly accessible at: https://repobility.com/scan/efdf8664-d5e9-424b-8109-741c1097785f/

To check status programmatically (no auth required):

curl -s https://repobility.com/api/v1/public/scan/efdf8664-d5e9-424b-8109-741c1097785f/

Important — please don't re-submit the same URL repeatedly. The submission endpoint is idempotent: re-submitting the same git URL returns this same scan_token, not a new one. To re-scan this repo, sign up free and use the dashboard.

OpenSenseNova/SenseNova-Skills

Complete repo analysis

function 50+

file 50+

directory 50+

class 37

repo 1

service 1

pipeline 1

job 1

env_var 1