Public recordGood
Software health reportschema 0.30.0 · metrics 2.5.0 · 2026-08-04 00:25 UTC
arxhr007 / Aliens_eye
Hunt down 840+ social media accounts using AI
arxhr007/Aliens_eye holds a health index of 67 out of 100, placing it in the Good band. It scores highest on Community & Adoption (68/100) and lowest on AI Readiness (27/100). It was last updated 18 days ago. A single contributor accounts for most of its recent work.
67
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.
67
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 61 is calibrated to 67 on the published index scale (record calibration 2026-08-02).
Ownership
Aaron ThomasPersonal account
219 followers15 public repossince May 2021SCET
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | aliens-eye | 2.2.2 | - | 4 | 18 days ago | osintreconscannersecuritysocial-mediausername |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
65
Development activity
57Moderate
How it's scored
| 28.8/36 | Push recency — last push 18 days ago |
| 5.5/36 | Commit cadence — 8/52 weeks with commits |
| 12.7/18 | Commit volume — 25 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 23 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 25 |
| human_commit_share | 1 |
| days_since_last_push | 18 |
| active_weeks_last_year | 8 |
Release discipline
76Good
How it's scored
| 27/27 | Ships releases — 7 releases published |
| 36/36 | Release recency — latest release 18 days ago |
| 12.6/27 | Release cadence — a release every ~253.2 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 7 |
| latest_release_tag | v2.2.2 |
| releases_from_tags | no |
| days_since_latest_release | 18 |
| mean_days_between_releases | 253.2 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
68
Popularity & adoption
84Excellent
How it's scored
| 56.3/60 | Stars — 2,954 stars |
| 21/25 | Forks — 329 forks |
| 6.7/15 | Watchers — 17 watchers |
Inputs used
| forks | 329 |
| stars | 2,954 |
| watchers | 17 |
| 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 (MIT) |
| 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 | 5 |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| readme_badge_services | shields.io |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
59
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 5 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
How it's scored
| 42/42 | Issue resolution — 100% of issues closed |
| 26.7/30 | PR acceptance — 8/9 decided PRs merged |
| 0/13 | Newcomer PR acceptance — no first-time contributor's PR decided in 30d |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/22 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 8 |
| open_issues | 0 |
| closed_issues | 8 |
| prs_merged_7d | 0 |
| prs_decided_7d | 0 |
| prs_merged_30d | 0 |
| prs_decided_30d | 0 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 1 |
| first_time_authors_30d | 0 |
| first_time_prs_merged_30d | 0 |
| first_time_prs_decided_30d | 0 |
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.
Ownership & stewardship
58Moderate
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 16.8/25 | Owner reach — 219 followers of arxhr007 |
| 19.2/25 | Track record — 15 public repos, account ~5 yr old |
Inputs used
| followers | 219 |
| owner_type | User |
| is_verified | — |
| owner_login | arxhr007 |
| public_repos | 15 |
| account_age_days | 1,901 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
92Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 18 days ago |
| 12/20 | Version history — 4 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | aliens-eye |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 18 |
Engineering Quality
Are baseline engineering and documentation practices in place?
65
Engineering practices
68Good
How it's scored
| 24/24 | CI workflows — 2 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 1 out of 1 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
60Moderate
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 10/10 | Topics — 19 topics |
| 10/10 | Wiki |
Inputs used
| topics | osint, python, linux, python3, debain, information, information-gathering, termux, termux-tool, python-script, hack, hacker, hacking, hackingtools, linux-desktop, social-media, socialmediahacking, ai, artificial-intelligence |
| 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?
54
Security posture
43Weak
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 1 out of 1 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/22 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 5 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 — 23 commit(s) and 1 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 — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 4.3 |
Dependency advisories
100Exceptional
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 25/25 | Indirect dependencies free of known advisories — no indirect dependency carries a known advisory |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 17 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:aliens-eye@2.2.2 runtime dependency closure — what installing the published package pulls in — 17 packages. Reachability is not analyzed.
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.
27
Agent context & guidance
6Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 5.9/40 | Legible commit history — 11 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.11 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — Dockerfile |
| 4/10 | Demonstrated agent practice — 2 of the last 100 commits agent-authored or agent-credited |
| 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 | — |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0.02 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
55Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 55/55 | Manageable file sizes — 0/47 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 34,547 |
| source_files_sampled | 47 |
| oversized_source_files | 0 |
Machine-readable interfaces
20At Risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP server |
| 0/40 | Runnable examples |
Inputs used
| example_dirs | — |
| has_mcp_signal | yes |
| api_schema_files | — |
Key facts
2,954GitHub stars
1contributors
25commits, last 12 months
18days since last push
7releases
1bus factor
0open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
More detail
Star and fork history 0 ★ / 329 ⇿
0Stars
329Forks
7Releases
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.
Major 2Minor 2Patch 2
Each point covers 5 days.
OpenSSF Scorecard 4.3 / 10
4.3aggregate
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 1 out of 1 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/22 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 5 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 | 23 commit(s) and 1 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 | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direct dependencies 5
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | aiohttp | >=3.8 | pyproject.toml |
| PyPI | selectolax | >=0.3.21 | pyproject.toml |
| PyPI | rich | >=13.7 | pyproject.toml |
| PyPI | aiohttp-socks | >=0.8,<1.0 | pyproject.toml |
| PyPI | platformdirs | >=4.0 | pyproject.toml |
All dependencies 15
Full resolved dependency set from the GitHub dependency graph: 5 direct and 10 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | aiohttp | — | direct |
| PyPI | aiohttp-socks | — | direct |
| PyPI | platformdirs | — | direct |
| PyPI | rich | — | direct |
| PyPI | selectolax | — | direct |
| PyPI | mcp | — | indirect |
| PyPI | numpy | — | indirect |
| PyPI | pillow | — | indirect |
| PyPI | playwright | — | indirect |
| PyPI | pytest | — | indirect |
| PyPI | pytest-asyncio | — | indirect |
| PyPI | reportlab | — | indirect |
| PyPI | ruff | — | indirect |
| PyPI | scikit-learn | — | indirect |
| PyPI | textual | — | indirect |
Dependency advisories 0
Installing pypi:aliens-eye@2.2.2 pulls in 17 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.
No known advisories affect the assessed dependencies.
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"osint",
"python",
"linux",
"python3",
"debain",
"information",
"information-gathering",
"termux",
"termux-tool",
"python-script",
"hack",
"hacker",
"hacking",
"hackingtools",
"linux-desktop",
"social-media",
"socialmediahacking",
"ai",
"artificial-intelligence"
],
"is_fork": false,
"size_kb": 4130,
"has_wiki": true,
"homepage": null,
"languages": {
"Python": 213435,
"Dockerfile": 211
},
"pushed_at": "2026-07-16T22:11:25Z",
"created_at": "2021-09-22T05:15:32Z",
"owner_type": "User",
"updated_at": "2026-08-03T17:46:46Z",
"description": "Hunt down 840+ social media accounts using AI",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "arxhr007.tech",
"name": "Aaron Thomas",
"type": "User",
"login": "arxhr007",
"company": "SCET",
"location": "Thrissur, Kerala",
"followers": 219,
"avatar_url": "https://avatars.githubusercontent.com/u/84493696?v=4",
"created_at": "2021-05-20T05:57:56Z",
"is_verified": null,
"public_repos": 15,
"account_age_days": 1901
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v2.2.2",
"kind": "patch",
"published_at": "2026-07-16T22:11:26Z"
},
{
"tag": "v2.2.1",
"kind": "patch",
"published_at": "2026-07-03T04:33:30Z"
},
{
"tag": "v2.2.0",
"kind": "minor",
"published_at": "2026-07-02T17:37:02Z"
},
{
"tag": "v2.1.0",
"kind": "minor",
"published_at": "2026-06-26T00:10:05Z"
},
{
"tag": "v2.0.0",
"kind": "major",
"published_at": "2026-06-26T00:04:18Z"
},
{
"tag": "v1.0.0-simple-installation",
"kind": "prerelease",
"published_at": "2022-05-23T12:42:10Z"
},
{
"tag": "v1.0.0",
"kind": "major",
"published_at": "2022-05-19T12:13:11Z"
}
],
"recent_commits": [
{
"oid": "f102892be184757920b537a9a95b3c8d0381261a",
"body": null,
"is_bot": false,
"headline": "update to 2.2.2",
"author_name": "arxhr007",
"author_login": "arxhr007",
"committed_at": "2026-07-16T21:52:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1ca08daa1cc735fb141f89c5e3cf9fe5e0bc077e",
"body": "…s (#17)\n\nNon-ASCII usernames were pasted unencoded into request URLs, and pages that\nredirect to a generic visitor/login wall (e.g. weibo's \"Sina Visitor System\")\nscored as Found. Add a shared format_site_url() that percent-encodes the\nusername before substitution (used by scanner, selfcheck, and ml/collect),\nand penalize results where a redirect landed on a URL that no longer\ncontains the username — a structural signal, reusing existing features\ninstead of a hardcoded interstitial-phrase list.",
"is_bot": false,
"headline": "fix: percent-encode usernames and penalize redirect-away interstitial…",
"author_name": "arxhr007",
"author_login": "arxhr007",
"committed_at": "2026-07-16T21:41:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ea1b9bdbbc9ad8b4f9206bcc8f537e3bfc2543ee",
"body": "Page <title> text (e.g. \"Just a moment...\", \"Access Denied\") was used\nas a same-person signal, merging 100+ unrelated sites into one cluster.\n\n- analyzer: tag profile names as name_from_profile (structured OG/JSON-LD/\n CSS source) vs. plain <title> fallback; only the former is trustworthy\n as an i\n[…]\n of a hardcoded phrase blocklist\n\nVerified against a live scan: the 100+-site false cluster collapsed to\n12 small, legitimate clusters (github+github.sponsors, twitch+twitch.team,\netc). Bump to 2.2.0.",
"is_bot": false,
"headline": "fix: prevent bot-wall boilerplate from polluting correlation clusters",
"author_name": "arxhr007",
"author_login": "arxhr007",
"committed_at": "2026-07-03T04:29:50Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "5a4b9e353a5402d1686bfe19a55aff1a160dfd43",
"body": "Major additions:\n- Cross-site correlation: cluster profiles by avatar hash, bio, shared links, name\n- Domain check: test <username>.{com,io,net,...} registration/liveness\n- Recursive expansion: follow linked usernames from bios and re-scan\n- Watch mode: wire up the built-but-unused re-scan loop; exp\n[…]\n graph exports) and PDF generation.\n\nBreaches skipped (HIBP paywall). --format \"all\" stays json/csv/html/md;\ngraph/PDF opt-in to avoid artifact spam. watch.py & keywords.json were\nalready uncommitted.",
"is_bot": false,
"headline": "feat: OSINT investigation suite expansion (13 features)",
"author_name": "arxhr007",
"author_login": "arxhr007",
"committed_at": "2026-07-02T17:30:00Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "2ce8a691ee45b41275c6f3dd59268d6d2956348c",
"body": null,
"is_bot": false,
"headline": "Update README.md",
"author_name": "Aaron Thomas",
"author_login": "arxhr007",
"committed_at": "2026-07-01T18:41:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e82f32263fdd22bff02f651169fb970fbaa2ab97",
"body": "README pulls photos/logo.png from the main branch, but main still had\nthe year-old \"AI OSINT V4\" sketch (blob 19a871). Restore the polished\ngreen Aliens Eye logo (blob 268e21, previously uploaded in 2ef7d79 but\nnever merged to main) so the README renders the current branding.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Update logo to latest branded design",
"author_name": "arxhr007",
"author_login": "arxhr007",
"committed_at": "2026-07-01T18:27:49Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "db6a2dc9d62f8c3fcff10311f2e9530b1b894dd6",
"body": "V2 upgrade",
"is_bot": false,
"headline": "Merge pull request #16 from arxhr007/v2-upgrade",
"author_name": "Aaron Thomas",
"author_login": "arxhr007",
"committed_at": "2026-07-01T18:07:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "19e7606fee305b217e1c5f6c16eff2bc7db3ab18",
"body": "Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Release 2.1.0",
"author_name": "arxhr007",
"author_login": "arxhr007",
"committed_at": "2026-06-26T00:09:33Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "8cc8da0d146543039e6af27072e8bc329126d6f1",
"body": null,
"is_bot": false,
"headline": "encoding fix",
"author_name": "arxhr007",
"author_login": "arxhr007",
"committed_at": "2026-06-17T19:18:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0c58ba188e6ef83c3fa071e00083d1ea6dac1021",
"body": null,
"is_bot": false,
"headline": "fix issue",
"author_name": "arxhr007",
"author_login": "arxhr007",
"committed_at": "2026-06-17T18:59:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fb2fb736aea2d275f2f9792b8c4d1fa173da1c51",
"body": null,
"is_bot": false,
"headline": "upgrade ai",
"author_name": "arxhr007",
"author_login": "arxhr007",
"committed_at": "2026-06-17T18:55:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3465ff5d85ce24bc10917677e96908cbc4610895",
"body": null,
"is_bot": false,
"headline": "changed banner",
"author_name": "arxhr007",
"author_login": "arxhr007",
"committed_at": "2026-06-12T19:44:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
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{
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}
],
"max_points": 20
},
{
"key": "not_deprecated",
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"points": 20,
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{
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}
],
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}
]
}
],
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},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 65,
"weight": 0.19,
"metrics": [
{
"key": "engineering_practices",
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"note": null,
"notes": [],
"value": 68,
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"key": "ci_workflows",
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{
"key": "tests_present",
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{
"key": "linter_config",
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{
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{
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{
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}
]
},
{
"key": "documentation",
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"inputs": {
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"python",
"linux",
"python3",
"debain",
"information",
"information-gathering",
"termux",
"termux-tool",
"python-script",
"hack",
"hacker",
"hacking",
"hackingtools",
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"social-media",
"socialmediahacking",
"ai",
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],
"has_wiki": true,
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},
{
"key": "documentation_directory",
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},
{
"key": "documentation_homepage_site",
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{
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"points": 10,
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},
{
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"count": 19
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}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
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}
]
}
],
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{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 54,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"note": null,
"notes": [],
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"scorecard_version": "v5.5.0",
"checks_inconclusive": 0,
"scorecard_aggregate": 4.3
},
"components": [
{
"key": "binary_artifacts",
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"points": 7.5,
"status": "met",
"details": [],
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},
{
"key": "branch_protection",
"name": "Branch-Protection",
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"status": "missed",
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},
{
"key": "ci_tests",
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"status": "met",
"details": [],
"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": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/22 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 5 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": "23 commit(s) and 1 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": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"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": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "exceptional",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:aliens-eye@2.2.2 runtime dependency closure — what installing the published package pulls in — 17 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:aliens-eye@2.2.2",
"assessed": 17
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 17,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
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}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "exceptional",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 17,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
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"key": "no_dependency_reported_as_a_malicious_package",
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"points": 100,
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"code": "no_malicious_dependencies",
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}
],
"max_points": 100
}
]
},
{
"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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"North Korea"
],
"commit_weight_rule": {
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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",
"params": {}
}
],
"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": "at_risk",
"name": "AI Readiness",
"value": 27,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 6,
"inputs": {
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"legible_history_share": 0.11,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
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}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "11 of 100 human commits state their intent (structured subject or explanatory body)",
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"status": "partial",
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{
"code": "legible_history",
"params": {
"legible": 11,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
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"notes": [],
"value": 36,
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"has_tests": true,
"lockfiles": [],
"has_dockerfile": true,
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"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0.02,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
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"detail": null,
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"details": [],
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},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
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"detail": "2 of the last 100 commits agent-authored or agent-credited",
"points": 4,
"status": "partial",
"details": [
{
"code": "agent_authored_commits",
"params": {
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"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 55,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 34547,
"source_files_sampled": 47,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/47 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 47,
"oversized": 0
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 20,
"inputs": {
"example_dirs": [],
"has_mcp_signal": true,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 20,
"status": "met",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
}
]
}
],
"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": {
"top": [
"library",
"application"
],
"labels": [
"cli",
"library"
],
"scores": {
"cli": 16,
"library": 6,
"mcp-server": 3
},
"primary": "cli",
"evidence": [
{
"tier": "declared",
"label": "cli",
"source": "pypi.console_scripts",
"weight": 10
},
{
"tier": "declared",
"label": "cli",
"source": "pypi.classifier:Environment :: Console",
"weight": 6
},
{
"tier": "distribution",
"label": "library",
"source": "registry:pypi",
"weight": 6
},
{
"tier": "structure",
"label": "mcp-server",
"source": "mcp_signal",
"weight": 3
}
],
"artifacts": [
{
"path": "pyproject.toml",
"labels": [
"cli"
],
"ecosystem": "pypi"
}
],
"confidence": "high",
"host_extension": false,
"runs_as_process": true,
"consumed_by_code": true
},
"metrics_version": "2.5.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-08-04T00:25:25.230329Z",
"schema_version": "0.30.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/arxhr007/Aliens_eye.svg",
"full_name": "arxhr007/Aliens_eye",
"license_state": "standard",
"license_spdx": "MIT"
}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 v2.5.0, schema v0.30.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.