Public recordGood
Software health reportschema 0.14.0 · metrics 1.13.0 · 2026-07-18 21:50 UTC
SciSharp / LLamaSharp
A C#/.NET library to run LLM (🦙LLaMA/LLaVA) on your local device efficiently.
SciSharp/LLamaSharp holds a health index of 75 out of 100, placing it in the Good band. It scores highest on Vitality (91/100) and lowest on AI Readiness (28/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.
75
overall / 100Software 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.
75
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)
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
SciSharp STACKOrganization
1,327 followers72 public repossince Nov 2018
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| NuGet | LLamaSharp.kernel-memory | 0.27.0 | - | 22 | 83 days ago | llamallmgptchatgptkernel-memoryvectorsearchscisharp |
| NuGet | LLamaSharp.semantic-kernel | 0.27.0 | - | 25 | 83 days ago | llamallmgptchatgptsemantic-kernelscisharp |
| NuGet | LLamaSharp | 0.27.0 | - | 26 | 83 days ago | llamallmgptchatgptnlpaichatbotscisharp |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
91
Development activity
91Excellent
How it's scored
| 36/36 | Push recency — last push 1 days ago |
| 27/36 | Commit cadence — 39/52 weeks with commits |
| 18/18 | Commit volume — 324 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 324 |
| human_commit_share | — |
| days_since_last_push | 1 |
| active_weeks_last_year | 39 |
Release discipline
92Excellent
How it's scored
| 27/27 | Ships releases — 30 releases published |
| 36/36 | Release recency — latest release 83 days ago |
| 19.8/27 | Release cadence — a release every ~62.2 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 30 |
| latest_release_tag | v0.27.0 |
| releases_from_tags | no |
| days_since_latest_release | 83 |
| mean_days_between_releases | 62.2 |
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?
81
Popularity & adoption
91Excellent
How it's scored
| 58/60 | Stars — 3,742 stars |
| 22.5/25 | Forks — 500 forks |
| 10.1/15 | Watchers — 66 watchers |
Inputs used
| forks | 500 |
| stars | 3,742 |
| watchers | 66 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
70Good
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | 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 |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
How it's scored
| 63.9/80 | Total downloads — 1,424,439 downloads all-time across nuget |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | LLamaSharp.kernel-memory, LLamaSharp.semantic-kernel, LLamaSharp |
| dependents | — |
| ecosystems | nuget |
| total_downloads | 1,424,439 |
| monthly_downloads | — |
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
74
Maintainer resilience (bus factor)
43At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 10.9/22.5 | Commit distribution — top contributor authored 51% of commits |
| 13.5/13.5 | Contributor breadth — 88 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 22 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 88 |
| top_contributor_share | 0.514 |
Issue & PR responsiveness
86Excellent
How it's scored
| 45.1/46.8 | Issue resolution — 96% of issues closed |
| 33.1/38.3 | PR acceptance — 744/860 decided PRs merged |
| 7.5/15 | OpenSSF Scorecard: Code-Review — Found 2/4 approved changesets -- score normalized to 5 |
Inputs used
| merged_prs | 744 |
| open_issues | 17 |
| closed_issues | 456 |
| issue_closed_ratio | 0.964 |
| closed_unmerged_prs | 116 |
Ownership & stewardship
78Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 22.5/25 | Owner reach — 1,327 followers of SciSharp |
| 25/25 | Track record — 72 public repos, account ~7 yr old |
Inputs used
| followers | 1,327 |
| owner_type | Organization |
| is_verified | — |
| owner_login | SciSharp |
| public_repos | 72 |
| account_age_days | 2,804 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 3 package(s) on nuget |
| 35/35 | Publish recency — latest publish 83 days ago |
| 20/20 | Version history — 26 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | LLamaSharp.kernel-memory, LLamaSharp.semantic-kernel, LLamaSharp |
| ecosystems | nuget |
| any_deprecated | no |
| min_days_since_publish | 83 |
Engineering Quality
Are baseline engineering and documentation practices in place?
65
Engineering practices
48At risk
How it's scored
| 24/24 | CI workflows — 11 workflow(s) |
| 0/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 6.4/6.4 | .editorconfig |
| 18/20 | OpenSSF Scorecard: CI-Tests — 13 out of 14 merged PRs checked by a CI test -- score normalized to 9 |
Inputs used
| has_ci | yes |
| has_tests | no |
| has_editorconfig | yes |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://scisharp.github.io/LLamaSharp |
| 10/10 | Repository description |
| 10/10 | Topics — 11 topics |
| 0/10 | Wiki |
Inputs used
| topics | chatbot, gpt, llama, llamacpp, llm, semantic-kernel, llava, multi-modal, llama2, llama3, llama-cpp |
| has_wiki | no |
| homepage | https://scisharp.github.io/LLamaSharp |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
62
Security posture
62Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 2.2/2.5 | CI-Tests — 13 out of 14 merged PRs checked by a CI test -- score normalized to 9 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 3.8/7.5 | Code-Review — Found 2/4 approved changesets -- score normalized to 5 |
| 2.5/2.5 | Contributors — project has 22 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 4 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 — no data |
| 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 | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 6.2 |
Excluded from scoring (no data or not applicable): branch_protection, 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.
28
Agent context & guidance
1Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
Verify loop (build / test / typecheck)
18Critical
How it's scored
| 0/18 | One-command bootstrap |
| 0/22 | Automated tests |
| 0/11 | Lint / format config |
| 11/11 | Static type checking — C# (statically typed) |
| 0/10 | Reproducible environment |
| 0/10 | Demonstrated agent practice — no data |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | no |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | yes |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
Code legibility for models
99Excellent
How it's scored
| 45/45 | Type-checkable code — C# (statically typed) |
| 54/55 | Manageable file sizes — 5/276 source files over 60KB |
Inputs used
| primary_language | C# |
| largest_source_bytes | 285,314 |
| source_files_sampled | 276 |
| oversized_source_files | 5 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
3,742GitHub stars
88contributors
324commits, last 12 months
1days since last push
30releases
1bus factor
17open issues
NuGetpackage ecosystems
Data collection warnings
- Could not fetch nuget package 'LLamaSharp.Experimental' from its registry
More detail
OpenSSF Scorecard 6.2 / 10
6.2aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| n/a | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 9 | CI-Tests | 13 out of 14 merged PRs checked by a CI test -- score normalized to 9 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 5 | Code-Review | Found 2/4 approved changesets -- score normalized to 5 |
| 10 | Contributors | project has 22 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 4 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 |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direct dependencies 41
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| NuGet | BenchmarkDotNet | 0.15.8 | LLama.Benchmark/LLama.Benchmark.csproj |
| NuGet | BenchmarkDotNet.Diagnostics.Windows | 0.15.8 | LLama.Benchmark/LLama.Benchmark.csproj |
| NuGet | Microsoft.Extensions.Logging.Console | 10.0.5 | LLama.Examples/LLama.Examples.csproj |
| NuGet | Microsoft.KernelMemory.Core | 0.98.250508.3 | LLama.Examples/LLama.Examples.csproj |
| NuGet | Microsoft.SemanticKernel | 1.74.0 | LLama.Examples/LLama.Examples.csproj |
| NuGet | Microsoft.SemanticKernel.Plugins.Memory | 1.44.0-alpha | LLama.Examples/LLama.Examples.csproj |
| NuGet | NAudio | 2.3.0 | LLama.Examples/LLama.Examples.csproj |
| NuGet | SixLabors.ImageSharp | 3.1.12 | LLama.Examples/LLama.Examples.csproj |
| NuGet | Spectre.Console | 0.54.0 | LLama.Examples/LLama.Examples.csproj |
| NuGet | Spectre.Console.ImageSharp | 0.54.0 | LLama.Examples/LLama.Examples.csproj |
| NuGet | Whisper.net | 1.9.0 | LLama.Examples/LLama.Examples.csproj |
| NuGet | Whisper.net.Runtime | 1.9.0 | LLama.Examples/LLama.Examples.csproj |
| NuGet | Whisper.net.Runtime.Clblast | 1.5.0 | LLama.Examples/LLama.Examples.csproj |
| NuGet | Whisper.net.Runtime.CoreML | 1.9.0 | LLama.Examples/LLama.Examples.csproj |
| NuGet | Whisper.net.Runtime.Cublas | 1.5.0 | LLama.Examples/LLama.Examples.csproj |
| NuGet | HuggingfaceHub | 0.1.3 | LLama.Experimental/LLama.Experimental.csproj |
| NuGet | Microsoft.KernelMemory.Abstractions | 0.98.250508.3 | LLama.KernelMemory/LLamaSharp.KernelMemory.csproj |
| NuGet | Microsoft.SemanticKernel.Abstractions | 1.64.0 | LLama.SemanticKernel/LLamaSharp.SemanticKernel.csproj |
| NuGet | System.Memory | 4.6.3 | LLama.SemanticKernel/LLamaSharp.SemanticKernel.csproj |
| NuGet | Microsoft.NET.Test.Sdk | 18.3.0 | LLama.Unittest/LLama.Unittest.csproj |
| NuGet | Moq | 4.20.72 | LLama.Unittest/LLama.Unittest.csproj |
| NuGet | xunit | 2.9.3 | LLama.Unittest/LLama.Unittest.csproj |
| NuGet | xunit.runner.visualstudio | 3.1.5 | LLama.Unittest/LLama.Unittest.csproj |
| NuGet | coverlet.collector | 10.0.1 | LLama.Unittest/LLama.Unittest.csproj |
| NuGet | Xunit.SkippableFact | 1.5.61 | LLama.Unittest/LLama.Unittest.csproj |
| NuGet | Microsoft.AspNetCore.Mvc.Razor.RuntimeCompilation | 8.0.28 | LLama.Web/LLama.Web.csproj |
| NuGet | Microsoft.VisualStudio.Validation | 17.13.22 | LLama.WebAPI/LLama.WebAPI.csproj |
| NuGet | IsExternalInit | 1.0.3 | LLama/LLamaSharp.csproj |
| NuGet | System.Memory | 4.6.3 | LLama/LLamaSharp.csproj |
| NuGet | System.Text.Json | 10.0.9 | LLama/LLamaSharp.csproj |
| NuGet | CommunityToolkit.HighPerformance | 8.4.2 | LLama/LLamaSharp.csproj |
| NuGet | Microsoft.Bcl.AsyncInterfaces | 10.0.9 | LLama/LLamaSharp.csproj |
| NuGet | Microsoft.Bcl.Memory | 10.0.9 | LLama/LLamaSharp.csproj |
| NuGet | Microsoft.Extensions.AI.Abstractions | 10.7.0 | LLama/LLamaSharp.csproj |
| NuGet | Microsoft.Extensions.Logging.Abstractions | 10.0.9 | LLama/LLamaSharp.csproj |
| NuGet | System.Linq.Async | 7.0.0 | LLama/LLamaSharp.csproj |
| NuGet | System.Linq.AsyncEnumerable | 10.0.2 | LLama/LLamaSharp.csproj |
| NuGet | System.Numerics.Tensors | 10.0.5 | LLama/LLamaSharp.csproj |
| NuGet | Microsoft.Maui.Controls | $(MauiVersion) | Llama.Mobile/Llama.Mobile.csproj |
| NuGet | Microsoft.Maui.Controls.Compatibility | $(MauiVersion) | Llama.Mobile/Llama.Mobile.csproj |
| NuGet | Microsoft.Extensions.Logging.Debug | 8.0.1 | Llama.Mobile/Llama.Mobile.csproj |
All dependencies 45
Full resolved dependency set from the GitHub dependency graph: 40 direct and 5 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| NuGet | BenchmarkDotNet | 0.15.8 | direct |
| NuGet | BenchmarkDotNet.Diagnostics.Windows | 0.15.8 | direct |
| NuGet | CommunityToolkit.HighPerformance | 8.4.2 | direct |
| NuGet | coverlet.collector | 10.0.1 | direct |
| NuGet | HuggingfaceHub | 0.1.3 | direct |
| NuGet | IsExternalInit | 1.0.3 | direct |
| NuGet | Microsoft.AspNetCore.Mvc.Razor.RuntimeCompilation | 8.0.28 | direct |
| NuGet | Microsoft.Bcl.AsyncInterfaces | 10.0.9 | direct |
| NuGet | Microsoft.Bcl.Memory | 10.0.9 | direct |
| NuGet | Microsoft.Extensions.AI.Abstractions | 10.7.0 | direct |
| NuGet | Microsoft.Extensions.Logging.Abstractions | 10.0.9 | direct |
| NuGet | Microsoft.Extensions.Logging.Console | 10.0.5 | direct |
| NuGet | Microsoft.Extensions.Logging.Debug | 8.0.1 | direct |
| NuGet | Microsoft.KernelMemory.Abstractions | 0.98.250508.3 | direct |
| NuGet | Microsoft.KernelMemory.Core | 0.98.250508.3 | direct |
| NuGet | Microsoft.Maui.Controls | — | direct |
| NuGet | Microsoft.Maui.Controls.Compatibility | — | direct |
| NuGet | Microsoft.NET.Test.Sdk | 18.3.0 | direct |
| NuGet | Microsoft.SemanticKernel | 1.74.0 | direct |
| NuGet | Microsoft.SemanticKernel.Abstractions | 1.64.0 | direct |
| NuGet | Microsoft.SemanticKernel.Plugins.Memory | 1.44.0-alpha | direct |
| NuGet | Microsoft.VisualStudio.Validation | 17.13.22 | direct |
| NuGet | Moq | 4.20.72 | direct |
| NuGet | NAudio | 2.3.0 | direct |
| NuGet | SixLabors.ImageSharp | 3.1.12 | direct |
| NuGet | Spectre.Console | 0.54.0 | direct |
| NuGet | Spectre.Console.ImageSharp | 0.54.0 | direct |
| NuGet | System.Linq.Async | 7.0.0 | direct |
| NuGet | System.Linq.AsyncEnumerable | 10.0.2 | direct |
| NuGet | System.Memory | 4.6.3 | direct |
| NuGet | System.Numerics.Tensors | 10.0.5 | direct |
| NuGet | System.Text.Json | 10.0.9 | direct |
| NuGet | Whisper.net | 1.9.0 | direct |
| NuGet | Whisper.net.Runtime | 1.9.0 | direct |
| NuGet | Whisper.net.Runtime.Clblast | 1.5.0 | direct |
| NuGet | Whisper.net.Runtime.CoreML | 1.9.0 | direct |
| NuGet | Whisper.net.Runtime.Cublas | 1.5.0 | direct |
| NuGet | xunit | 2.9.3 | direct |
| NuGet | xunit.runner.visualstudio | 3.1.5 | direct |
| NuGet | Xunit.SkippableFact | 1.5.61 | direct |
| NuGet | LLamaSharp.Backend.Cpu | — | indirect |
| NuGet | LLamaSharp.Backend.Cuda12.Linux | — | indirect |
| NuGet | LLamaSharp.Backend.Cuda12.Windows | — | indirect |
| NuGet | LLamaSharp.Backend.Vulkan.Linux | — | indirect |
| NuGet | LLamaSharp.Backend.Vulkan.Windows | — | indirect |
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"chatbot",
"gpt",
"llama",
"llamacpp",
"llm",
"semantic-kernel",
"llava",
"multi-modal",
"llama2",
"llama3",
"llama-cpp"
],
"is_fork": false,
"size_kb": 411657,
"has_wiki": false,
"homepage": "https://scisharp.github.io/LLamaSharp",
"languages": {
"C#": 1101664,
"CSS": 2038,
"HTML": 17644,
"JavaScript": 260728
},
"pushed_at": "2026-07-17T13:21:52Z",
"created_at": "2023-05-09T18:03:21Z",
"owner_type": "Organization",
"updated_at": "2026-07-17T14:19:21Z",
"description": "A C#/.NET library to run LLM (🦙LLaMA/LLaVA) on your local device efficiently.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "master",
"license_spdx_raw": "MIT",
"primary_language": "C#",
"significant_languages": [
"C#",
"JavaScript"
]
},
"owner": {
"blog": "http://scisharpstack.org",
"name": "SciSharp STACK",
"type": "Organization",
"login": "SciSharp",
"company": null,
"location": "Chicago, US",
"followers": 1327,
"avatar_url": "https://avatars.githubusercontent.com/u/44989469?v=4",
"created_at": "2018-11-13T02:23:44Z",
"is_verified": null,
"public_repos": 72,
"account_age_days": 2804
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases_count": 30,
"commits_last_year": 324,
"latest_release_at": "2026-04-26T17:00:30Z",
"latest_release_tag": "v0.27.0",
"releases_from_tags": false,
"days_since_last_push": 1,
"active_weeks_last_year": 39,
"days_since_latest_release": 83,
"mean_days_between_releases": 62.2
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 50,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "LLamaSharp.kernel-memory",
"exists": true,
"license": null,
"keywords": [
"LLama",
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"GPT",
"ChatGPT",
"kernel-memory",
"vector",
"search",
"SciSharp"
],
"ecosystem": "nuget",
"matches_repo": null,
"registry_url": "https://www.nuget.org/packages/LLamaSharp.kernel-memory",
"is_deprecated": false,
"latest_version": "0.27.0",
"repository_url": null,
"versions_count": 22,
"total_downloads": 114356,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": null,
"latest_published_at": "2026-04-26T17:02:57.217000Z",
"latest_version_yanked": null,
"days_since_latest_publish": 83
},
{
"name": "LLamaSharp.semantic-kernel",
"exists": true,
"license": null,
"keywords": [
"LLama",
"LLM",
"GPT",
"ChatGPT",
"semantic-kernel",
"SciSharp"
],
"ecosystem": "nuget",
"matches_repo": null,
"registry_url": "https://www.nuget.org/packages/LLamaSharp.semantic-kernel",
"is_deprecated": false,
"latest_version": "0.27.0",
"repository_url": null,
"versions_count": 25,
"total_downloads": 118436,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": null,
"latest_published_at": "2026-04-26T17:02:57.437000Z",
"latest_version_yanked": null,
"days_since_latest_publish": 83
},
{
"name": "LLamaSharp",
"exists": true,
"license": null,
"keywords": [
"LLama",
"LLM",
"GPT",
"ChatGPT",
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{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 4 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": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"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": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 7
},
"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": "critical",
"name": "AI Readiness",
"value": 28,
"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": "critical",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 18,
"inputs": {
"has_nix": false,
"has_tests": false,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": true,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": null,
"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",
"name": "Automated tests",
"detail": null,
"points": 0,
"status": "missed",
"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": "C# (statically typed)",
"points": 11,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "C#"
}
}
],
"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": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
"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": "excellent",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 99,
"inputs": {
"primary_language": "C#",
"largest_source_bytes": 285314,
"source_files_sampled": 276,
"oversized_source_files": 5
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "C# (statically typed)",
"points": 45,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "C#"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "5/276 source files over 60KB",
"points": 54,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 276,
"oversized": 5
}
}
],
"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": [
"Could not fetch nuget package 'LLamaSharp.Experimental' from its registry"
],
"report_type": "repository",
"generated_at": "2026-07-18T21:50:54.586793Z",
"schema_version": "0.14.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/SciSharp/LLamaSharp.svg",
"full_name": "SciSharp/LLamaSharp",
"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 v1.13.0, schema v0.14.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — NuGet.