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SovereignSignal/modelbytes

https://github.com/SovereignSignal/modelbytes · scanned 2026-06-16 00:18 UTC (2 months, 2 weeks ago)

20 raw signals (0 security + 20 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 19 actionable findings from 1 signal source. 1 repeated signal grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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77.8% cov · 19 findings

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 0 High 0 Medium 5 Low 12 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 19 Crowd 0 Layer: Software 3 Hardware 3 Frontend 1 Security 1 Cicd 1 Quality 10

Exclude dismissed / FP Exclude test files

All 279 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
`__post_init__`	software	healthy	`monitor.py:165`
`_fact_active`	software	healthy	`monitor.py:194`
`init_database`	software	healthy	`monitor.py:252`
`_ensure_posted_digests_table`	software	healthy	`monitor.py:286`
`init_posted_digest_store`	software	healthy	`monitor.py:298`
`has_posted_digest`	software	healthy	`monitor.py:316`
`mark_posted_digest`	software	healthy	`monitor.py:336`
`_redact_secrets`	software	healthy	`monitor.py:374`
`send_ops_alert`	software	healthy	`monitor.py:385`
`ping_heartbeat`	software	healthy	`monitor.py:428`
`_ensure_publish_runs_table`	software	healthy	`monitor.py:444`
`record_publish_run`	software	healthy	`monitor.py:465`
`fallback_streak`	software	healthy	`monitor.py:502`
`load_seen_models`	software	healthy	`monitor.py:525`
`save_seen_models`	software	healthy	`monitor.py:538`
`_resolve_provider`	software	healthy	`monitor.py:555`
`_smart_truncate`	software	healthy	`monitor.py:566`
`_compact_match_text`	software	healthy	`monitor.py:583`
`_fact_matches_text`	software	healthy	`monitor.py:587`
`_known_fact_for`	software	healthy	`monitor.py:596`
`_license_from_traits`	software	healthy	`monitor.py:603`
`enrich_model_metadata`	software	healthy	`monitor.py:616`
`prepare_models_for_digest`	software	healthy	`monitor.py:655`
`_normalize_known_fact_claims`	software	healthy	`monitor.py:667`
`_loose_release_dates`	software	healthy	`monitor.py:719`
`__init__`	software	healthy	`monitor.py:1978`
`handle_starttag`	software	dead	`monitor.py:1989`
`handle_endtag`	software	dead	`monitor.py:2003`
`_lint_digest_structure`	software	healthy	`monitor.py:763`
`_extract_fact_claims`	software	healthy	`monitor.py:852`
`_check_fact_consistency`	software	healthy	`monitor.py:866`
`validate_digest_for_publish`	software	healthy	`monitor.py:912`
`_retry_delay`	software	healthy	`monitor.py:965`
`_http_get`	software	healthy	`monitor.py:977`
`_format_context`	software	healthy	`monitor.py:1014`
`is_noise_model`	software	healthy	`monitor.py:1024`
`is_stale_release`	software	healthy	`monitor.py:1137`
`is_significant_release`	software	healthy	`monitor.py:1157`
`fetch_openrouter_models`	software	dead	`monitor.py:1203`
`fetch_ollama_models`	software	dead	`monitor.py:1272`
`_param_size_from_name`	software	healthy	`monitor.py:1318`
`_format_param_count`	software	healthy	`monitor.py:1332`
`_extract_card_benchmarks`	software	healthy	`monitor.py:1348`
`fetch_hf_card`	software	healthy	`monitor.py:1370`
`enrich_with_hf_cards`	software	healthy	`monitor.py:1403`
`fetch_org_models`	software	healthy	`monitor.py:1420`
`fetch_major_orgs`	software	dead	`monitor.py:1462`
`fetch_hf_text_generation`	software	dead	`monitor.py:1471`
`fetch_huggingface_trending`	software	dead	`monitor.py:1513`
`categorize_model`	software	healthy	`monitor.py:1607`

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

Label	Layer	Status	Path
`requirements-dev.txt`	software	healthy	`requirements-dev.txt`
`railway.toml`	software	healthy	`railway.toml`
`README.md`	software	healthy	`README.md`
`monitor.py`	software	healthy	`monitor.py`
`CLAUDE.md`	software	healthy	`CLAUDE.md`
`Dockerfile`	software	healthy	`Dockerfile`
`.env.example`	software	healthy	`.env.example`
`LICENSE`	software	healthy	`LICENSE`
`requirements.txt`	software	healthy	`requirements.txt`
`test_digest_format_v3.py`	software	healthy	`tests/test_digest_format_v3.py`
`test_slack_publish.py`	software	healthy	`tests/test_slack_publish.py`
`conftest.py`	software	healthy	`tests/conftest.py`
`test_hf_enrichment.py`	software	healthy	`tests/test_hf_enrichment.py`
`test_digest_validation.py`	software	healthy	`tests/test_digest_validation.py`
`test_fallback_hardening.py`	software	healthy	`tests/test_fallback_hardening.py`
`test_pending_curated.py`	software	healthy	`tests/test_pending_curated.py`
`test_digest_overflow_seen.py`	software	healthy	`tests/test_digest_overflow_seen.py`
`test_preview_mode.py`	software	healthy	`tests/test_preview_mode.py`
`test_digest_other_capacity.py`	software	healthy	`tests/test_digest_other_capacity.py`
`test_main_wires_ollama.py`	software	healthy	`tests/test_main_wires_ollama.py`
`test_postgres_state.py`	software	healthy	`tests/test_postgres_state.py`
`test_categorize_model.py`	software	healthy	`tests/test_categorize_model.py`
`test_orgs_unique.py`	software	healthy	`tests/test_orgs_unique.py`
`test_ops_layer.py`	software	healthy	`tests/test_ops_layer.py`
`test_content_gates.py`	software	healthy	`tests/test_content_gates.py`
`test_http_fetching.py`	software	healthy	`tests/test_http_fetching.py`
`structured-data.md`	software	healthy	`docs/structured-data.md`
`architecture.md`	software	healthy	`docs/architecture.md`
`vm-deployment.md`	software	healthy	`docs/vm-deployment.md`
`source-growth.md`	software	healthy	`docs/source-growth.md`
`source-candidates.md`	software	healthy	`docs/source-candidates.md`
`curator-prompt.md`	software	healthy	`docs/curator-prompt.md`
`operations.md`	software	healthy	`docs/operations.md`
`2026-05-20-modelbytes-audit-fixes-phase2a-config-cleanup.md`	software	healthy	`docs/superpowers/plans/2026-05-20-modelbytes-audit-fixes-ph…`
`2026-05-20-modelbytes-audit-fixes-phase2b-postgres-only.md`	software	healthy	`docs/superpowers/plans/2026-05-20-modelbytes-audit-fixes-ph…`
`2026-05-20-modelbytes-audit-fixes-phase1.md`	software	healthy	`docs/superpowers/plans/2026-05-20-modelbytes-audit-fixes-ph…`
`2026-05-20-modelbytes-v2-phase3a-curator-routine.md`	software	healthy	`docs/superpowers/plans/2026-05-20-modelbytes-v2-phase3a-cur…`
`2026-06-10-builder-digest-format-v3-design.md`	software	healthy	`docs/superpowers/specs/2026-06-10-builder-digest-format-v3-…`
`backup-postgres.sh`	software	healthy	`deploy/vm/backup-postgres.sh`
`docker-compose.yml`	software	healthy	`deploy/vm/docker-compose.yml`
`CLAUDE.md`	quality	healthy	`CLAUDE.md`

Label	Layer	Status	Path
`ModelRelease`	software	healthy	`monitor.py:140`
`ModelFact`	software	healthy	`monitor.py:175`
`_TagAudit`	software	healthy	`monitor.py:739`
`_SlackMrkdwnConverter`	software	healthy	`monitor.py:1972`
`FakeResp`	software	healthy	`tests/test_hf_enrichment.py:101`
`FakeResponse`	software	healthy	`tests/test_digest_validation.py:68`
`_Resp`	software	healthy	`tests/test_pending_curated.py:119`
`FakeResponse`	software	healthy	`tests/test_http_fetching.py:12`

Label	Layer	Status	Path
`tests`	software	healthy	`tests`
`docs`	software	healthy	`docs`
`superpowers`	software	healthy	`docs/superpowers`
`plans`	software	healthy	`docs/superpowers/plans`
`specs`	software	healthy	`docs/superpowers/specs`
`deploy`	software	healthy	`deploy`
`vm`	software	healthy	`deploy/vm`

Label	Layer	Status	Path
`models`	data	healthy	`monitor.py`
`posted_digests`	data	healthy	`monitor.py`
`publish_runs`	data	healthy	`monitor.py`

Label	Layer	Status	Path
`image::Dockerfile`	hardware	healthy	`Dockerfile`
`postgres`	hardware	healthy	`deploy/vm/docker-compose.yml`
`modelbytes`	hardware	healthy	`deploy/vm/docker-compose.yml`

Label	Layer	Status	Path
`postgres`	data	healthy	`README.md`
`postgresql`	data	healthy	`README.md`

Label	Layer	Status	Path
`repobility-clone-oybpuz9z`	software	healthy	`/tmp/repobility-clone-oybpuz9z`

Label	Layer	Status	Path
`gpu (detected)`	hardware	healthy	`monitor.py`

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SovereignSignal/modelbytes

Complete repo analysis

function 50+

file 41

class 8

directory 7

table 3

container 3

database 2

repo 1

gpu 1