Public recordWeak
Software health reportschema 0.27.0 · metrics 2.3.1 · 2026-07-31 00:06 UTC
isaackogan / TikTok-Webcast-Protobuf
A clean-room reverse engineering of the TikTok LIVE Protobuf Schema for interoperability.
isaackogan/TikTok-Webcast-Protobuf holds a health index of 35 out of 100, placing it in the Weak band. It scores highest on Engineering Quality (56/100) and lowest on Sustainability & Governance (29/100). It was last updated 8 days ago. A single contributor accounts for most of its recent work.
35
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.
35
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
The weighted overall 40 is calibrated to 35 on the published index scale (record calibration 2026-08-02).
Ownership
Isaac KoganPersonal account
442 followers54 public repossince May 2020Euler Stream
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
36
Development activity
60Moderate
How it's scored
| 28.8/36 | Push recency — last push 8 days ago |
| 3.5/36 | Commit cadence — 5/52 weeks with commits |
| 18/18 | Commit volume — 120 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 27 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 120 |
| human_commit_share | 0.48 |
| days_since_last_push | 8 |
| active_weeks_last_year | 5 |
Release discipline
1Critical
How it's scored
| 0/27 | Ships releases — no releases published |
| 0/36 | Release recency — no releases |
| 0/27 | Release cadence — no releases |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 0 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
35
Popularity & adoption
21At Risk
How it's scored
| 21.1/60 | Stars — 21 stars |
| 0/25 | Forks — 2 forks |
| 0/15 | Watchers — 0 watchers |
Inputs used
| forks | 2 |
| stars | 21 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
50Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (AGPL-3.0) |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| readme_badges | — |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| readme_badge_services | — |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
29
Maintainer resilience (bus factor)
20At Risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0/22.5 | Commit distribution — top contributor authored 100% of commits |
| 1.4/13.5 | Contributor breadth — 1 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
Issue & PR responsiveness
1Critical
How it's scored
| 0/42 | Issue resolution — no issues or no data |
| 0/30 | PR acceptance — no decided pull requests or no data |
| 0/13 | Newcomer PR acceptance — no first-time contributor's PR decided in 30d |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 0 |
| open_issues | 0 |
| closed_issues | 0 |
| prs_merged_7d | — |
| prs_decided_7d | — |
| prs_merged_30d | — |
| prs_decided_30d | — |
| issue_closed_ratio | — |
| closed_unmerged_prs | 0 |
| first_time_authors_30d | — |
| first_time_prs_merged_30d | — |
| first_time_prs_decided_30d | — |
Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance, newcomer_pr_acceptance. Remaining weights renormalized.
Ownership & stewardship
67Good
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 19/25 | Owner reach — 442 followers of isaackogan |
| 24.7/25 | Track record — 54 public repos, account ~6 yr old |
Inputs used
| followers | 442 |
| owner_type | User |
| is_verified | — |
| owner_login | isaackogan |
| public_repos | 54 |
| account_age_days | 2,258 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Engineering Quality
Are baseline engineering and documentation practices in place?
56
Engineering practices
60Moderate
How it's scored
| 24/24 | CI workflows — 9 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — no data |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.
Documentation
50Moderate
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | yes |
| homepage | — |
| has_readme | yes |
| has_docs_dir | no |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
42
Security posture
42Weak
How it's scored
| 6.8/7.5 | Binary-Artifacts — binaries present in source code |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — no data |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 4 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 27 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — no SAST tool detected |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 5.2/7.5 | Vulnerabilities — 3 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4.2 |
Excluded from scoring (no data or not applicable): ci_tests, signed_releases. Remaining weights renormalized.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.
55
Agent context & guidance
40Weak
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 36 of 48 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.75 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Verify loop (build / test / typecheck)
56Moderate
How it's scored
| 12.6/18 | One-command bootstrap — targets/jvm/build.gradle.kts, targets/jvm/tiktok-live-proto-kotlin/build.gradle.kts, targets/jvm/tiktok-live-proto/build.gradle.kts (toolchain convention, no task runner) |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 11/11 | Static type checking — targets/python/TikTokLiveProto/src/TikTokLiveProto/py.typed, targets/python/TikTokLiveProto/src/TikTokLiveProto/v3/py.typed, targets/typescript/tiktok-live-proto-full-types/tsconfig.json, targets/typescript/tiktok-live-proto-full/tsconfig.json, targets/typescript/tiktok-live-proto/tsconfig.json |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 100 |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | pnpm-lock.yaml |
| has_dockerfile | no |
| typed_language | yes |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | targets/python/TikTokLiveProto/src/TikTokLiveProto/py.typed, targets/python/TikTokLiveProto/src/TikTokLiveProto/v3/py.typed, targets/typescript/tiktok-live-proto-full-types/tsconfig.json, targets/typescript/tiktok-live-proto-full/tsconfig.json, targets/typescript/tiktok-live-proto/tsconfig.json |
| agent_commit_share | 0 |
| toolchain_manifests | targets/jvm/build.gradle.kts, targets/jvm/tiktok-live-proto-kotlin/build.gradle.kts, targets/jvm/tiktok-live-proto/build.gradle.kts |
| dependency_bot_commit_share | 0 |
Code legibility for models
98Exceptional
How it's scored
| 45/45 | Type-checkable code — Java (statically typed) |
| 53.5/55 | Manageable file sizes — 2/75 source files over 60KB |
Inputs used
| primary_language | Java |
| largest_source_bytes | 497,207 |
| source_files_sampled | 75 |
| oversized_source_files | 2 |
How it's scored
| 40/40 | API schema (OpenAPI/GraphQL/proto) — src/slim/v1/webcast.proto, src/slim/v2/data.proto, src/slim/v2/enums.proto, src/slim/v2/synthetic.proto, src/slim/v2/webcast.proto, src/slim/v3/webcast/chatroom/api.proto, src/slim/v3/webcast/chatroom/api_emote_upload_info.proto, src/slim/v3/webcast/chatroom/interact_model.proto, src/slim/v3/webcast/chatroom/model/interact_messages.proto, src/slim/v3/webcast/chatroom/model/multiguestv3.proto, src/slim/v3/webcast/chatroom/model/multilive.proto, src/slim/v3/webcast/envelope.proto, src/slim/v3/webcast/im.proto, src/slim/v3/webcast/linkmic/common.proto, src/slim/v3/webcast/linkmic/common_group_channel_all_user.proto, src/slim/v3/webcast/linkmic/common_group_channel_user.proto, src/slim/v3/webcast/message_proto.proto, src/slim/v3/webcast/message_proto_perception_sheet_info.proto, src/slim/v3/webcast/model/base/emoji.proto, src/slim/v3/webcast/model/base/messages.proto, src/slim/v3/webcast/model/base/user.proto, src/slim/v3/webcast/model/base/user_2.proto, src/slim/v3/webcast/model/color_group.proto, src/slim/v3/webcast/model/data/messages.proto, src/slim/v3/webcast/model/data/multi_guest_play.proto, src/slim/v3/webcast/model/data/oec_msg.proto, src/slim/v3/webcast/model/game.proto, src/slim/v3/webcast/model/gift/assets.proto, src/slim/v3/webcast/model/gift/assets_face_recognition_meta.proto, src/slim/v3/webcast/model/gift/model.proto, src/slim/v3/webcast/model/gift/model_asset_bundle.proto, src/slim/v3/webcast/model/gift/model_gift_effect.proto, src/slim/v3/webcast/model/gift/model_webcast_goal_update_message.proto, src/slim/v3/webcast/model/goal.proto, src/slim/v3/webcast/model/linksetting.proto, src/slim/v3/webcast/model/live_match.proto, src/slim/v3/webcast/model/live_match_battle_team_user_armies.proto, src/slim/v3/webcast/model/message/battle.proto, src/slim/v3/webcast/model/message/common.proto, src/slim/v3/webcast/model/message/ext.proto, src/slim/v3/webcast/model/message/invite_top_host_info.proto, src/slim/v3/webcast/model/message/linkcore.proto, src/slim/v3/webcast/model/message/linkcore_link_position.proto, src/slim/v3/webcast/model/message/linkcore_mic_position_data.proto, src/slim/v3/webcast/model/message/linkcore_player.proto, src/slim/v3/webcast/model/message/linkcore_webcast_link_layer_message.proto, src/slim/v3/webcast/model/message/linker/invite_message.proto, src/slim/v3/webcast/model/message/linker/linked_list_change_message.proto, src/slim/v3/webcast/model/message/linker/listchangemessage.proto, src/slim/v3/webcast/model/message/linker/messages.proto, src/slim/v3/webcast/model/message/linker/mic_update.proto, src/slim/v3/webcast/model/message/linker/reply_message.proto, src/slim/v3/webcast/model/message/messages.proto, src/slim/v3/webcast/model/message/redenvelope.proto, src/slim/v3/webcast/model/messages.proto, src/slim/v3/webcast/model/rank.proto, src/slim/v3/webcast/model/viewer_picks.proto, src/slim/v3/webcast/shared/message.proto, src/slim/v3/webcast/shared/messages.proto, src/slim/v3/webcast/synthetic_enums.proto, src/slim/v3/webcast/synthetic_proto.proto |
| 0/20 | MCP server |
| 0/40 | Runnable examples |
Inputs used
| example_dirs | — |
| has_mcp_signal | no |
| api_schema_files | src/slim/v1/webcast.proto, src/slim/v2/data.proto, src/slim/v2/enums.proto, src/slim/v2/synthetic.proto, src/slim/v2/webcast.proto, src/slim/v3/webcast/chatroom/api.proto, src/slim/v3/webcast/chatroom/api_emote_upload_info.proto, src/slim/v3/webcast/chatroom/interact_model.proto, src/slim/v3/webcast/chatroom/model/interact_messages.proto, src/slim/v3/webcast/chatroom/model/multiguestv3.proto, src/slim/v3/webcast/chatroom/model/multilive.proto, src/slim/v3/webcast/envelope.proto, src/slim/v3/webcast/im.proto, src/slim/v3/webcast/linkmic/common.proto, src/slim/v3/webcast/linkmic/common_group_channel_all_user.proto, src/slim/v3/webcast/linkmic/common_group_channel_user.proto, src/slim/v3/webcast/message_proto.proto, src/slim/v3/webcast/message_proto_perception_sheet_info.proto, src/slim/v3/webcast/model/base/emoji.proto, src/slim/v3/webcast/model/base/messages.proto, src/slim/v3/webcast/model/base/user.proto, src/slim/v3/webcast/model/base/user_2.proto, src/slim/v3/webcast/model/color_group.proto, src/slim/v3/webcast/model/data/messages.proto, src/slim/v3/webcast/model/data/multi_guest_play.proto, src/slim/v3/webcast/model/data/oec_msg.proto, src/slim/v3/webcast/model/game.proto, src/slim/v3/webcast/model/gift/assets.proto, src/slim/v3/webcast/model/gift/assets_face_recognition_meta.proto, src/slim/v3/webcast/model/gift/model.proto, src/slim/v3/webcast/model/gift/model_asset_bundle.proto, src/slim/v3/webcast/model/gift/model_gift_effect.proto, src/slim/v3/webcast/model/gift/model_webcast_goal_update_message.proto, src/slim/v3/webcast/model/goal.proto, src/slim/v3/webcast/model/linksetting.proto, src/slim/v3/webcast/model/live_match.proto, src/slim/v3/webcast/model/live_match_battle_team_user_armies.proto, src/slim/v3/webcast/model/message/battle.proto, src/slim/v3/webcast/model/message/common.proto, src/slim/v3/webcast/model/message/ext.proto, src/slim/v3/webcast/model/message/invite_top_host_info.proto, src/slim/v3/webcast/model/message/linkcore.proto, src/slim/v3/webcast/model/message/linkcore_link_position.proto, src/slim/v3/webcast/model/message/linkcore_mic_position_data.proto, src/slim/v3/webcast/model/message/linkcore_player.proto, src/slim/v3/webcast/model/message/linkcore_webcast_link_layer_message.proto, src/slim/v3/webcast/model/message/linker/invite_message.proto, src/slim/v3/webcast/model/message/linker/linked_list_change_message.proto, src/slim/v3/webcast/model/message/linker/listchangemessage.proto, src/slim/v3/webcast/model/message/linker/messages.proto, src/slim/v3/webcast/model/message/linker/mic_update.proto, src/slim/v3/webcast/model/message/linker/reply_message.proto, src/slim/v3/webcast/model/message/messages.proto, src/slim/v3/webcast/model/message/redenvelope.proto, src/slim/v3/webcast/model/messages.proto, src/slim/v3/webcast/model/rank.proto, src/slim/v3/webcast/model/viewer_picks.proto, src/slim/v3/webcast/shared/message.proto, src/slim/v3/webcast/shared/messages.proto, src/slim/v3/webcast/synthetic_enums.proto, src/slim/v3/webcast/synthetic_proto.proto |
Key facts
21GitHub stars
1contributors
120commits, last 12 months
8days since last push
0releases
1bus factor
0open issues
—package ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
More detail
Star and fork history 0 ★ / 2 ⇿
0Stars
2Forks
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
OpenSSF Scorecard 4.2 / 10
4.2aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 9 | Binary-Artifacts | binaries present in source code |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| n/a | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 4 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 27 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | no SAST tool detected |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 7 | Vulnerabilities | 3 existing vulnerabilities detected |
All dependencies not collected
The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Raw JSON report machine-readable
{
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"size_kb": 5347,
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"languages": {
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"Kotlin": 10451268,
"Python": 12978,
"TypeScript": 224054
},
"pushed_at": "2026-07-22T02:31:21Z",
"created_at": "2026-04-24T03:33:20Z",
"owner_type": "User",
"updated_at": "2026-07-22T15:14:18Z",
"description": "A clean-room reverse engineering of the TikTok LIVE Protobuf Schema for interoperability. ",
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},
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},
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"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"verified_domain"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 67,
"inputs": {
"followers": 442,
"owner_type": "User",
"is_verified": null,
"owner_login": "isaackogan",
"public_repos": 54,
"account_age_days": 2258
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "442 followers of isaackogan",
"points": 19,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 442,
"login": "isaackogan"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "54 public repos, account ~6 yr old",
"points": 24.7,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 54
}
},
{
"code": "account_age_years",
"params": {
"years": 6
}
}
],
"max_points": 25
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "moderate",
"name": "Engineering Quality",
"value": 56,
"weight": 0.19,
"metrics": [
{
"key": "engineering_practices",
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"name": "Engineering practices",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
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{
"key": "ci_workflows",
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"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
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}
}
],
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},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
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},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
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},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "no pull request found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "moderate",
"name": "Documentation",
"note": null,
"notes": [],
"value": 50,
"inputs": {
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"homepage": null,
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"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
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},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": null,
"points": 0,
"status": "missed",
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},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
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},
{
"key": "topics",
"name": "Topics",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
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]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
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"name": "Security",
"value": 42,
"weight": 0.16,
"metrics": [
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"key": "security_posture",
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"notes": [
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"code": "excluded_no_data",
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},
{
"code": "weights_renormalized",
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"inputs": {
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"scorecard_aggregate": 4.2
},
"components": [
{
"key": "binary_artifacts",
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"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
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},
{
"key": "ci_tests",
"name": "CI-Tests",
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"status": "excluded",
"details": [
{
"code": "no_data",
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}
],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 4 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "27 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "no SAST tool detected",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "security_policy",
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"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "3 existing vulnerabilities detected",
"points": 5.2,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "exceptional",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
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"commit_weight_rule": {
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"min_commit_share": 0.1
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"review_only_matches": 0,
"below_threshold_exposures": [],
"assessed_self_published_locations": 5
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
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}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 55,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "weak",
"name": "Agent context & guidance",
"note": null,
"notes": [],
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"inputs": {
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"legible_history_share": 0.75,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
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"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
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"code": "no_agent_instructions",
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}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "36 of 48 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
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"code": "legible_history",
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}
],
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]
},
{
"key": "ai_verify_loop",
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"note": null,
"notes": [],
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"inputs": {
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"components": [
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{
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{
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{
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{
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},
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},
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}
}
],
"max_points": 40
},
{
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"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
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},
{
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]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
}
],
"classification": {
"labels": [],
"scores": {
"network-service": 3
},
"primary": null,
"evidence": [
{
"tier": "structure",
"label": "network-service",
"source": "api_schema",
"weight": 3
}
],
"artifacts": [],
"confidence": "none",
"host_extension": false,
"runs_as_process": false,
"consumed_by_code": false
},
"metrics_version": "2.3.1"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
],
"report_type": "repository",
"generated_at": "2026-07-31T00:06:29.212293Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/i/isaackogan/TikTok-Webcast-Protobuf.svg",
"full_name": "isaackogan/TikTok-Webcast-Protobuf",
"license_state": "standard",
"license_spdx": "AGPL-3.0"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.3.1, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics.