Public record
Software health reportschema 0.17.0 · metrics 1.13.0 · 2026-07-21 05:03 UTC

JetXu-LLM / llama-github

Llama-github is an open-source Python library that empowers LLM Chatbots, AI Agents, and Auto-dev Solutions to conduct Agentic RAG from actively selected GitHub public projects. It Augments through LLMs and Generates context for any coding question, in order to streamline the development of sophisticated AI-driven applications.

PythonApache-2.0★ 291 stars⑂ 23 forkssince May 2024View on GitHub ↗

JetXu-LLM/llama-github holds a health index of 61 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (72/100) and lowest on AI Readiness (26/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.

61
overall / 100
Moderate

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

61
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

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.

Ownership

Jet XuPersonal account
36 followers10 public repossince Dec 2014

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIllama-github0.4.5-301 day ago

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

70Good · 22% of overall
How it's scored
36/36Push recency — last push 1 days ago
4.2/36Commit cadence — 6/52 weeks with commits
10/18Commit volume — 12 commits in the last year
5/10OpenSSF Scorecard: Maintained — 7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5
Inputs used
commits_last_year12
human_commit_share
days_since_last_push1
active_weeks_last_year6
How it's scored
27/27Ships releases — 30 releases published
36/36Release recency — latest release 1 days ago
19.8/27Release cadence — a release every ~46.7 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count30
latest_release_tagv0.4.5
releases_from_tagsno
days_since_latest_release1
mean_days_between_releases46.7
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?

71Good · 18% of overall
How it's scored
39.9/60Stars — 291 stars
11.2/25Forks — 23 forks
6.7/15Watchers — 17 watchers
Inputs used
forks23
stars291
watchers17
growth_stateorganic
growth_factor_pct100

Community health

85Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateno

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

45At risk · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.4/22.5Commit distribution — top contributor authored 98% of commits
2.7/13.5Contributor breadth — 2 contributors
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Inputs used
bus_factor1
contributors_sampled2
top_contributor_share0.983
How it's scored
10.8/46.8Issue resolution — 23% of issues closed
25.5/38.3PR acceptance — 4/6 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs4
open_issues10
closed_issues3
issue_closed_ratio0.231
closed_unmerged_prs2
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
11.3/25Owner reach — 36 followers of JetXu-LLM
19.6/25Track record — 10 public repos, account ~11 yr old
Inputs used
followers36
owner_typeUser
is_verified
owner_loginJetXu-LLM
public_repos10
account_age_days4,219
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 1 days ago
20/20Version history — 30 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesllama-github
ecosystemspypi
any_deprecatedno
min_days_since_publish1

Engineering Quality

Are baseline engineering and documentation practices in place?

72Good · 20% of overall
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://pypi.org/project/llama-github/
10/10Repository description
10/10Topics — 12 topics
0/10Wiki
Inputs used
topicsai-agent, ai-code-generator, chatbot, code-generation, github, github-api, github-search, llm, python-library, retrieval-augmented-generation, jinaai, langchain
has_wikino
homepagehttps://pypi.org/project/llama-github/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

48At risk · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — no data
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
3.8/7.5Maintained — 7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5
5/5Packaging — packaging workflow detected
1.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
0/5SAST — no SAST tool detected
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.8
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? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

26Critical · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
0/11Static type checking
0/10Reproducible environment
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
3/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
How it's scored
0/45Type-checkable code — Python without a type-check config
53.5/55Manageable file sizes — 1/36 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes96,307
source_files_sampled36
oversized_source_files1
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_files

Key facts

291GitHub stars
2contributors
12commits, last 12 months
1days since last push
30releases
1bus factor
10open issues
PyPIpackage ecosystems

Data collection warnings

  • deps.dev does not index pypi:llama-github@0.4.5; advisories assessed against the repository dependency graph instead
  • No resolved dependencies carried a version and a supported ecosystem

More detail

Star and fork history 291 ★ / 0 ⇿
291Stars

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.

050100150200250300291332024-062025-062026-06

Each point covers 2 days.

OpenSSF Scorecard 4.8 / 10
4.8aggregate

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).Scorecard v5.5.0 · 2026-07-21 05:02 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
n/aCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
5Maintained7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5
10Packagingpackaging workflow detected
3Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 3
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 16
RegistryPackageVersion constraintManifest
PyPIPyGithub>=2.4,<3pyproject.toml
PyPIPyJWT>=2.13,<3pyproject.toml
PyPIaiohttp>=3.14.1,<4pyproject.toml
PyPIipython>=8.10,<9pyproject.toml
PyPIlangchain-core>=1.3.3,<2pyproject.toml
PyPIlangchain-mistralai>=1.0,<2pyproject.toml
PyPIlangchain-openai>=1.1.14,<2pyproject.toml
PyPIlangchain-text-splitters>=1.1.2,<2pyproject.toml
PyPInest-asyncio>=1.6,<2pyproject.toml
PyPInumpy>=1.26.4,<3pyproject.toml
PyPIpydantic>=2.10,<3pyproject.toml
PyPIpython-dateutil>=2.9,<3pyproject.toml
PyPIrequests>=2.33,<3pyproject.toml
PyPItokenizers>=0.22.1,<1pyproject.toml
PyPItransformers>=5.5,<6pyproject.toml
PyPIurllib3>=2.7,<3pyproject.toml
All dependencies 22

Full resolved dependency set from the GitHub dependency graph: 16 direct and 6 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIaiohttpdirect
PyPIipythondirect
PyPIlangchain-coredirect
PyPIlangchain-mistralaidirect
PyPIlangchain-openaidirect
PyPIlangchain-text-splittersdirect
PyPInest-asynciodirect
PyPInumpydirect
PyPIpydanticdirect
PyPIpygithubdirect
PyPIpyjwtdirect
PyPIpython-dateutildirect
PyPIrequestsdirect
PyPItokenizersdirect
PyPItransformersdirect
PyPIurllib3direct
PyPIbuildindirect
PyPIpip-auditindirect
PyPIpytestindirect
PyPIpytest-asyncioindirect
PyPIsetuptoolsindirect
PyPItwineindirect
Dependency advisories not assessed

Advisory matching could not run for this report: No resolved dependencies carried a version and a supported ecosystem

Raw JSON report machine-readable
{
  "data": {
    "repo": {
      "topics": [
        "ai-agent",
        "ai-code-generator",
        "chatbot",
        "code-generation",
        "github",
        "github-api",
        "github-search",
        "llm",
        "python-library",
        "retrieval-augmented-generation",
        "jinaai",
        "langchain"
      ],
      "is_fork": false,
      "size_kb": 678,
      "has_wiki": false,
      "homepage": "https://pypi.org/project/llama-github/",
      "languages": {
        "Python": 297223
      },
      "pushed_at": "2026-07-19T21:28:17Z",
      "created_at": "2024-05-16T08:47:28Z",
      "owner_type": "User",
      "updated_at": "2026-07-19T21:26:35Z",
      "description": "Llama-github is an open-source Python library that empowers LLM Chatbots, AI Agents, and Auto-dev Solutions to conduct Agentic RAG from actively selected GitHub public projects. It Augments through LLMs and Generates context for any coding question, in order to streamline the development of sophisticated AI-driven applications.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://jetxu-llm.github.io/LlamaPReview-site/",
      "name": "Jet Xu",
      "type": "User",
      "login": "JetXu-LLM",
      "company": null,
      "location": null,
      "followers": 36,
      "avatar_url": "https://avatars.githubusercontent.com/u/10357803?v=4",
      "created_at": "2014-12-31T12:08:03Z",
      "is_verified": null,
      "public_repos": 10,
      "account_age_days": 4219
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases_count": 30,
      "commits_last_year": 12,
      "latest_release_at": "2026-07-19T21:28:17Z",
      "latest_release_tag": "v0.4.5",
      "releases_from_tags": false,
      "days_since_last_push": 1,
      "active_weeks_last_year": 6,
      "days_since_latest_release": 1,
      "mean_days_between_releases": 46.7
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 85,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "llama-github",
          "exists": true,
          "license": "Apache-2.0",
          "keywords": [
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.14"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/llama-github/",
          "is_deprecated": false,
          "latest_version": "0.4.5",
          "repository_url": "https://github.com/JetXu-LLM/llama-github",
          "versions_count": 30,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2024-06-01T15:31:41.200138Z",
          "latest_published_at": "2026-07-19T21:30:49.535441Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 1
        }
      ]
    },
    "popularity": {
      "forks": 23,
      "stars": 291,
      "watchers": 17,
      "star_history": {
        "days": [
          {
            "date": "2024-06-03",
            "count": 20
          },
          {
            "date": "2024-06-04",
            "count": 13
          },
          {
            "date": "2024-06-05",
            "count": 13
          },
          {
            "date": "2024-06-06",
            "count": 3
          },
          {
            "date": "2024-06-07",
            "count": 2
          },
          {
            "date": "2024-06-08",
            "count": 2
          },
          {
            "date": "2024-06-09",
            "count": 5
          },
          {
            "date": "2024-06-11",
            "count": 2
          },
          {
            "date": "2024-06-12",
            "count": 3
          },
          {
            "date": "2024-06-13",
            "count": 2
          },
          {
            "date": "2024-06-17",
            "count": 1
          },
          {
            "date": "2024-06-19",
            "count": 1
          },
          {
            "date": "2024-06-23",
            "count": 2
          },
          {
            "date": "2024-06-24",
            "count": 4
          },
          {
            "date": "2024-06-25",
            "count": 1
          },
          {
            "date": "2024-06-26",
            "count": 1
          },
          {
            "date": "2024-06-29",
            "count": 2
          },
          {
            "date": "2024-06-30",
            "count": 2
          },
          {
            "date": "2024-07-04",
            "count": 2
          },
          {
            "date": "2024-07-05",
            "count": 1
          },
          {
            "date": "2024-07-06",
            "count": 3
          },
          {
            "date": "2024-07-14",
            "count": 1
          },
          {
            "date": "2024-07-16",
            "count": 1
          },
          {
            "date": "2024-07-18",
            "count": 4
          },
          {
            "date": "2024-07-19",
            "count": 1
          },
          {
            "date": "2024-07-21",
            "count": 1
          },
          {
            "date": "2024-07-22",
            "count": 1
          },
          {
            "date": "2024-07-25",
            "count": 1
          },
          {
            "date": "2024-07-26",
            "count": 1
          },
          {
            "date": "2024-07-27",
            "count": 1
          },
          {
            "date": "2024-07-29",
            "count": 2
          },
          {
            "date": "2024-07-31",
            "count": 3
          },
          {
            "date": "2024-08-02",
            "count": 1
          },
          {
            "date": "2024-08-03",
            "count": 1
          },
          {
            "date": "2024-08-05",
            "count": 1
          },
          {
            "date": "2024-08-08",
            "count": 2
          },
          {
            "date": "2024-08-09",
            "count": 2
          },
          {
            "date": "2024-08-10",
            "count": 1
          },
          {
            "date": "2024-08-13",
            "count": 2
          },
          {
            "date": "2024-08-14",
            "count": 1
          },
          {
            "date": "2024-08-20",
            "count": 3
          },
          {
            "date": "2024-08-21",
            "count": 1
          },
          {
            "date": "2024-08-23",
            "count": 2
          },
          {
            "date": "2024-08-30",
            "count": 1
          },
          {
            "date": "2024-08-31",
            "count": 1
          },
          {
            "date": "2024-09-01",
            "count": 1
          },
          {
            "date": "2024-09-06",
            "count": 3
          },
          {
            "date": "2024-09-07",
            "count": 2
          },
          {
            "date": "2024-09-12",
            "count": 2
          },
          {
            "date": "2024-09-14",
            "count": 1
          },
          {
            "date": "2024-09-15",
            "count": 2
          },
          {
            "date": "2024-09-16",
            "count": 1
          },
          {
            "date": "2024-09-18",
            "count": 1
          },
          {
            "date": "2024-09-22",
            "count": 2
          },
          {
            "date": "2024-09-24",
            "count": 1
          },
          {
            "date": "2024-09-25",
            "count": 1
          },
          {
            "date": "2024-09-28",
            "count": 1
          },
          {
            "date": "2024-10-09",
            "count": 1
          },
          {
            "date": "2024-10-15",
            "count": 2
          },
          {
            "date": "2024-10-17",
            "count": 3
          },
          {
            "date": "2024-10-20",
            "count": 2
          },
          {
            "date": "2024-10-21",
            "count": 4
          },
          {
            "date": "2024-10-22",
            "count": 1
          },
          {
            "date": "2024-10-23",
            "count": 4
          },
          {
            "date": "2024-10-26",
            "count": 5
          },
          {
            "date": "2024-10-30",
            "count": 11
          },
          {
            "date": "2024-10-31",
            "count": 2
          },
          {
            "date": "2024-11-01",
            "count": 3
          },
          {
            "date": "2024-11-03",
            "count": 1
          },
          {
            "date": "2024-11-05",
            "count": 1
          },
          {
            "date": "2024-11-06",
            "count": 1
          },
          {
            "date": "2024-11-07",
            "count": 2
          },
          {
            "date": "2024-11-08",
            "count": 2
          },
          {
            "date": "2024-11-09",
            "count": 1
          },
          {
            "date": "2024-11-11",
            "count": 2
          },
          {
            "date": "2024-11-12",
            "count": 2
          },
          {
            "date": "2024-11-13",
            "count": 2
          },
          {
            "date": "2024-11-14",
            "count": 1
          },
          {
            "date": "2024-11-16",
            "count": 2
          },
          {
            "date": "2024-11-19",
            "count": 2
          },
          {
            "date": "2024-11-23",
            "count": 1
          },
          {
            "date": "2024-11-25",
            "count": 1
          },
          {
            "date": "2024-11-26",
            "count": 1
          },
          {
            "date": "2024-12-04",
            "count": 1
          },
          {
            "date": "2024-12-05",
            "count": 1
          },
          {
            "date": "2024-12-07",
            "count": 1
          },
          {
            "date": "2024-12-09",
            "count": 1
          },
          {
            "date": "2024-12-13",
            "count": 1
          },
          {
            "date": "2024-12-14",
            "count": 1
          },
          {
            "date": "2024-12-15",
            "count": 1
          },
          {
            "date": "2024-12-19",
            "count": 3
          },
          {
            "date": "2024-12-20",
            "count": 2
          },
          {
            "date": "2024-12-21",
            "count": 1
          },
          {
            "date": "2024-12-23",
            "count": 1
          },
          {
            "date": "2024-12-24",
            "count": 1
          },
          {
            "date": "2025-01-03",
            "count": 1
          },
          {
            "date": "2025-01-05",
            "count": 1
          },
          {
            "date": "2025-01-09",
            "count": 1
          },
          {
            "date": "2025-01-15",
            "count": 1
          },
          {
            "date": "2025-01-17",
            "count": 1
          },
          {
            "date": "2025-01-18",
            "count": 1
          },
          {
            "date": "2025-01-26",
            "count": 1
          },
          {
            "date": "2025-02-03",
            "count": 1
          },
          {
            "date": "2025-02-05",
            "count": 1
          },
          {
            "date": "2025-02-06",
            "count": 2
          },
          {
            "date": "2025-02-07",
            "count": 1
          },
          {
            "date": "2025-02-08",
            "count": 1
          },
          {
            "date": "2025-02-11",
            "count": 1
          },
          {
            "date": "2025-02-12",
            "count": 2
          },
          {
            "date": "2025-02-13",
            "count": 1
          },
          {
            "date": "2025-02-14",
            "count": 1
          },
          {
            "date": "2025-02-15",
            "count": 1
          },
          {
            "date": "2025-02-18",
            "count": 1
          },
          {
            "date": "2025-02-26",
            "count": 2
          },
          {
            "date": "2025-02-27",
            "count": 1
          },
          {
            "date": "2025-02-28",
            "count": 1
          },
          {
            "date": "2025-03-03",
            "count": 1
          },
          {
            "date": "2025-03-08",
            "count": 1
          },
          {
            "date": "2025-03-09",
            "count": 1
          },
          {
            "date": "2025-03-11",
            "count": 2
          },
          {
            "date": "2025-03-13",
            "count": 1
          },
          {
            "date": "2025-04-11",
            "count": 1
          },
          {
            "date": "2025-04-14",
            "count": 1
          },
          {
            "date": "2025-04-25",
            "count": 1
          },
          {
            "date": "2025-04-30",
            "count": 1
          },
          {
            "date": "2025-05-14",
            "count": 1
          },
          {
            "date": "2025-05-19",
            "count": 1
          },
          {
            "date": "2025-05-21",
            "count": 1
          },
          {
            "date": "2025-05-22",
            "count": 1
          },
          {
            "date": "2025-06-16",
            "count": 2
          },
          {
            "date": "2025-07-01",
            "count": 1
          },
          {
            "date": "2025-07-04",
            "count": 1
          },
          {
            "date": "2025-07-09",
            "count": 1
          },
          {
            "date": "2025-07-11",
            "count": 1
          },
          {
            "date": "2025-07-14",
            "count": 1
          },
          {
            "date": "2025-07-30",
            "count": 1
          },
          {
            "date": "2025-08-10",
            "count": 1
          },
          {
            "date": "2025-08-23",
            "count": 1
          },
          {
            "date": "2025-08-24",
            "count": 2
          },
          {
            "date": "2025-09-09",
            "count": 1
          },
          {
            "date": "2025-09-12",
            "count": 1
          },
          {
            "date": "2025-09-15",
            "count": 1
          },
          {
            "date": "2025-10-01",
            "count": 1
          },
          {
            "date": "2025-10-07",
            "count": 1
          },
          {
            "date": "2025-10-14",
            "count": 2
          },
          {
            "date": "2025-10-17",
            "count": 1
          },
          {
            "date": "2025-10-18",
            "count": 1
          },
          {
            "date": "2025-11-01",
            "count": 1
          },
          {
            "date": "2025-11-06",
            "count": 1
          },
          {
            "date": "2025-11-18",
            "count": 1
          },
          {
            "date": "2025-11-22",
            "count": 1
          },
          {
            "date": "2025-12-17",
            "count": 1
          },
          {
            "date": "2026-01-12",
            "count": 1
          },
          {
            "date": "2026-02-02",
            "count": 1
          },
          {
            "date": "2026-02-09",
            "count": 1
          },
          {
            "date": "2026-02-27",
            "count": 1
          },
          {
            "date": "2026-03-06",
            "count": 1
          },
          {
            "date": "2026-03-22",
            "count": 1
          },
          {
            "date": "2026-03-30",
            "count": 1
          },
          {
            "date": "2026-04-02",
            "count": 1
          },
          {
            "date": "2026-04-03",
            "count": 1
          },
          {
            "date": "2026-04-06",
            "count": 1
          },
          {
            "date": "2026-04-18",
            "count": 1
          },
          {
            "date": "2026-04-29",
            "count": 1
          },
          {
            "date": "2026-06-28",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 291,
        "total_stars": 291
      },
      "open_issues_and_prs": 10
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "largest_source_bytes": 96307,
      "source_files_sampled": 36,
      "oversized_source_files": 1,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml",
        "requirements.txt",
        "setup.py"
      ],
      "advisories": {
        "error": "No resolved dependencies carried a version and a supported ecosystem",
        "scope": "repository_graph",
        "source": null,
        "findings": [],
        "collected": false,
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 0,
        "assessed_package": null,
        "unassessed_count": 22,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "PyGithub",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.4,<3"
        },
        {
          "name": "PyJWT",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.13,<3"
        },
        {
          "name": "aiohttp",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.14.1,<4"
        },
        {
          "name": "ipython",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=8.10,<9"
        },
        {
          "name": "langchain-core",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.3.3,<2"
        },
        {
          "name": "langchain-mistralai",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.0,<2"
        },
        {
          "name": "langchain-openai",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.1.14,<2"
        },
        {
          "name": "langchain-text-splitters",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.1.2,<2"
        },
        {
          "name": "nest-asyncio",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.6,<2"
        },
        {
          "name": "numpy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.26.4,<3"
        },
        {
          "name": "pydantic",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.10,<3"
        },
        {
          "name": "python-dateutil",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.9,<3"
        },
        {
          "name": "requests",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.33,<3"
        },
        {
          "name": "tokenizers",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.22.1,<1"
        },
        {
          "name": "transformers",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=5.5,<6"
        },
        {
          "name": "urllib3",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.7,<3"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "aiohttp",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-core",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-mistralai",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-openai",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-text-splitters",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nest-asyncio",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pygithub",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tokenizers",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "transformers",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "build",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pip-audit",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-asyncio",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "twine",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 22,
        "direct_count": 16,
        "indirect_count": 6
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 4,
        "open_issues": 10,
        "closed_ratio": 0.231,
        "closed_issues": 3,
        "closed_unmerged_prs": 2
      },
      "bus_factor": 1,
      "top_contributors": [
        {
          "type": "User",
          "login": "JetXu-LLM",
          "commits": 58,
          "avatar_url": "https://avatars.githubusercontent.com/u/10357803?v=4"
        },
        {
          "type": "User",
          "login": "balachander712",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/53962993?v=4"
        }
      ],
      "contributors_sampled": 2,
      "top_contributor_share": 0.983
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "publish.yml",
        "secret-scan.yml",
        "tests.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": null,
            "reason": "no pull request found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 0/30 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 0,
            "reason": "project has 0 contributing companies or organizations -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 5,
            "reason": "7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 3,
            "reason": "dependency not pinned by hash detected -- score normalized to 3",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "no SAST tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 10,
            "reason": "GitHub workflow tokens follow principle of least privilege",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "bf0b4506ec4e26ac8ce77f7d4eab88cfcc57251f",
        "ran_at": "2026-07-21T05:02:55Z",
        "aggregate_score": 4.8,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/JetXu-LLM/llama-github",
    "host": "github.com",
    "name": "llama-github",
    "owner": "JetXu-LLM"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 61,
      "inputs": {
        "security": 48,
        "vitality": 70,
        "community": 71,
        "governance": 45,
        "engineering": 72
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 70,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "commits_last_year": 12,
              "human_commit_share": null,
              "days_since_last_push": 1,
              "active_weeks_last_year": 6
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 1 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 1
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "6/52 weeks with commits",
                "points": 4.2,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 6
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "12 commits in the last year",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 12
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5",
                "points": 5,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 92,
            "inputs": {
              "releases_count": 30,
              "latest_release_tag": "v0.4.5",
              "releases_from_tags": false,
              "days_since_latest_release": 1,
              "mean_days_between_releases": 46.7
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "30 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 30
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 1 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 1
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~46.7 days",
                "points": 19.8,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 46.7
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "no_commit_sample",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 71,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "forks": 23,
              "stars": 291,
              "watchers": 17,
              "growth_state": "organic",
              "growth_factor_pct": 100
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "291 stars",
                "points": 39.9,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 291
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "23 forks",
                "points": 11.2,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 23
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "17 watchers",
                "points": 6.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 17
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "at_risk",
        "name": "Sustainability & Governance",
        "value": 45,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 12,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 2,
              "top_contributor_share": 0.983
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 98% of commits",
                "points": 0.4,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 98
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "2 contributors",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "at_risk",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 36,
            "inputs": {
              "merged_prs": 4,
              "open_issues": 10,
              "closed_issues": 3,
              "issue_closed_ratio": 0.231,
              "closed_unmerged_prs": 2
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "23% of issues closed",
                "points": 10.8,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 23
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "4/6 decided PRs merged",
                "points": 25.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 4,
                      "decided": 6
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "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": 51,
            "inputs": {
              "followers": 36,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "JetXu-LLM",
              "public_repos": 10,
              "account_age_days": 4219
            },
            "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": "36 followers of JetXu-LLM",
                "points": 11.3,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 36,
                      "login": "JetXu-LLM"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "10 public repos, account ~11 yr old",
                "points": 19.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 10
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 11
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "llama-github"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 1
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 1 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 1
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "30 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 30
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 72,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "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": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "ai-agent",
                "ai-code-generator",
                "chatbot",
                "code-generation",
                "github",
                "github-api",
                "github-search",
                "llm",
                "python-library",
                "retrieval-augmented-generation",
                "jinaai",
                "langchain"
              ],
              "has_wiki": false,
              "homepage": "https://pypi.org/project/llama-github/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://pypi.org/project/llama-github/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "12 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 12
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 48,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 48,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.8
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5",
                "points": 3.8,
                "status": "partial",
                "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 3",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "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": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "GitHub workflow tokens follow principle of least privilege",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "critical",
        "name": "AI Readiness",
        "value": 26,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "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",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 30,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 96307,
              "source_files_sampled": 36,
              "oversized_source_files": 1
            },
            "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": "1/36 source files over 60KB",
                "points": 53.5,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 36,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "deps.dev does not index pypi:llama-github@0.4.5; advisories assessed against the repository dependency graph instead",
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T05:03:00.183311Z",
  "schema_version": "0.17.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/JetXu-LLM/llama-github.svg",
  "full_name": "JetXu-LLM/llama-github",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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 v1.13.0, schema v0.17.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsPyPI.