Public record
Software health reportschema 0.27.0 · metrics 2.5.0 · 2026-07-30 19:25 UTC

Senparc / Senparc.AI

Senparc 全家桶的 AI 扩展包

C# · HTMLApache-2.0★ 99 stars⑂ 33 forkssince Apr 2023View on GitHub ↗
KindMCP serverLibraryhow this is determined

Senparc/Senparc.AI holds a health index of 54 out of 100, placing it in the Moderate band. It scores highest on Vitality (66/100) and lowest on Engineering Quality (34/100). It was last updated today. A single contributor accounts for most of its recent work.

54
overall / 100
Moderate

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

54
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
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.

The weighted overall 53 is calibrated to 54 on the published index scale (record calibration 2026-08-02).

Ownership

44 followers26 public repossince Jan 2014

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

Metrics by category

Vitality

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

66Good · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
10.4/36Commit cadence — 15/52 weeks with commits
18/18Commit volume — 163 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year163
human_commit_share0.93
days_since_last_push0
active_weeks_last_year15
How it's scored
27/27Ships releases — 2 releases published
16.2/36Release recency — latest release 364 days ago
5.4/27Release cadence — a release every ~451.4 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count2
latest_release_tagv0.24.2
releases_from_tagsno
days_since_latest_release364
mean_days_between_releases451.4
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?

52Moderate · 17% of overall
How it's scored
32.3/60Stars — 99 stars
12.5/25Forks — 33 forks
4.3/15Watchers — 7 watchers
Inputs used
forks33
stars99
watchers7
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_services
has_pull_request_templateno
How it's scored
48.2/80Total downloads — 43,725 downloads all-time across nuget
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesSenparc.AI.AgentKernel.Providers.FastAPI, Senparc.AI.AgentKernel.Providers.HuggingFace, Senparc.AI.Agents, Senparc.AI.Kernel
dependents
ecosystemsnuget
total_downloads43,725
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?

63Moderate · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
1/22.5Commit distribution — top contributor authored 96% of commits
12.2/13.5Contributor breadth — 9 contributors
10/10OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled9
top_contributor_share0.956
How it's scored
31.5/42Issue resolution — 75% of issues closed
28.8/30PR acceptance — 189/197 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/10 approved changesets -- score normalized to 0
Inputs used
merged_prs189
open_issues2
closed_issues6
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.75
closed_unmerged_prs8
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
11.9/25Owner reach — 44 followers of Senparc
22.4/25Track record — 26 public repos, account ~12 yr old
Inputs used
followers44
owner_typeOrganization
is_verified
owner_loginSenparc
public_repos26
account_age_days4,576

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 4 package(s) on nuget
35/35Publish recency — latest publish 0 days ago
20/20Version history — 38 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesSenparc.AI.AgentKernel.Providers.FastAPI, Senparc.AI.AgentKernel.Providers.HuggingFace, Senparc.AI.Agents, Senparc.AI.Kernel
ecosystemsnuget
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

34At Risk · 19% of overall
How it's scored
0/24CI workflows
0/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
6.4/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 9 out of 10 merged PRs checked by a CI test -- score normalized to 9
Inputs used
has_cino
has_testsno
has_editorconfigyes
has_linter_configno
has_precommit_configno

Documentation

50Moderate
How it's scored
30/30README
0/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics
has_wikiyes
homepage
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

48Weak · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.2/2.5CI-Tests — 9 out of 10 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/10 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 4 contributing companies or organizations
0/10Dangerous-Workflow — no data
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — no data
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — no data
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated12
scorecard_versionv5.5.0
checks_inconclusive6
scorecard_aggregate4.8
Excluded from scoring (no data or not applicable): branch_protection, dangerous_workflow, packaging, pinned_dependencies, signed_releases, token_permissions. Remaining weights renormalized.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

47Weak · 4% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
34.4/40Legible commit history — 60 of 93 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.645
agent_instruction_files
agent_instruction_max_bytes
How it's scored
12.6/18One-command bootstrap — Samples/Senaprc.AI.Samples.Agents/Senaprc.AI.Samples.Agents.csproj, Samples/Senparc.AI.Samples.AgentKernelConsoles/Senparc.AI.Samples.AgentKernelConsoles.csproj, Samples/Senparc.AI.Samples.Consoles/Senparc.AI.Samples.Consoles.csproj (toolchain convention, no task runner)
0/22Automated tests
0/11Lint / format config
11/11Static type checking — C# (statically typed)
0/10Reproducible environment
4/10Demonstrated agent practice — 2 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsno
lockfiles
has_dockerfileno
typed_languageyes
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0.02
toolchain_manifestsSamples/Senaprc.AI.Samples.Agents/Senaprc.AI.Samples.Agents.csproj, Samples/Senparc.AI.Samples.AgentKernelConsoles/Senparc.AI.Samples.AgentKernelConsoles.csproj, Samples/Senparc.AI.Samples.Consoles/Senparc.AI.Samples.Consoles.csproj, src/Senparc.AI.AgentKernel.Providers.FastAPI/Senparc.AI.AgentKernel.Providers.FastAPI.csproj, src/Senparc.AI.AgentKernel.Providers.HuggingFace/Senparc.AI.AgentKernel.Providers.HuggingFace.csproj, src/Senparc.AI.AgentKernel.Tests/Senparc.AI.AgentKernel.Tests.csproj, src/Senparc.AI.AgentKernel/Senparc.AI.AgentKernel.csproj, src/Senparc.AI.Agents/Senparc.AI.Agents.csproj, src/Senparc.AI.Kernel.Tests/Senparc.AI.Kernel.Tests.csproj, src/Senparc.AI.Kernel/Senparc.AI.Kernel.csproj, src/Senparc.AI.Tests/Senparc.AI.Tests.csproj, src/Senparc.AI/Senparc.AI.csproj
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.
How it's scored
45/45Type-checkable code — C# (statically typed)
54.7/55Manageable file sizes — 1/202 source files over 60KB
Inputs used
primary_languageC#
largest_source_bytes603,451
source_files_sampled202
oversized_source_files1
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — samples
Inputs used
example_dirssamples
has_mcp_signalyes
api_schema_files

Key facts

99GitHub stars
9contributors
163commits, last 12 months
0days since last push
2releases
1bus factor
2open issues
package ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

More detail

Star and fork history 0 ★ / 33 ⇿
0Stars
33Forks
2Releases

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.

01325383342023-042024-112026-07
Major 0Minor 1Patch 1

Each point covers 3 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 · 2026-07-30 19:25 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal 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
9CI-Tests9 out of 10 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/10 approved changesets -- score normalized to 0
10Contributorsproject has 4 contributing companies or organizations
n/aDangerous-Workflowno workflows found
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
n/aPinned-Dependenciesno dependencies found
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
n/aToken-PermissionsNo tokens found
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 61
RegistryPackageVersion constraintManifest
NuGetMicrosoft.Extensions.AI.OpenAI10.5.1src/Senparc.AI.AgentKernel.Providers.FastAPI/Senparc.AI.AgentKernel.Providers.FastAPI.csproj
NuGetOpenAI2.10.0src/Senparc.AI.AgentKernel.Providers.FastAPI/Senparc.AI.AgentKernel.Providers.FastAPI.csproj
NuGetMicrosoft.Extensions.AI.OpenAI10.5.1src/Senparc.AI.AgentKernel.Providers.HuggingFace/Senparc.AI.AgentKernel.Providers.HuggingFace.csproj
NuGetOpenAI2.10.0src/Senparc.AI.AgentKernel.Providers.HuggingFace/Senparc.AI.AgentKernel.Providers.HuggingFace.csproj
NuGetMicrosoft.Extensions.Caching.Memory11.0.0-preview.4.26230.115src/Senparc.AI.AgentKernel.Tests/Senparc.AI.AgentKernel.Tests.csproj
NuGetMicrosoft.Extensions.Configuration11.0.0-preview.4.26230.115src/Senparc.AI.AgentKernel.Tests/Senparc.AI.AgentKernel.Tests.csproj
NuGetMicrosoft.Extensions.Hosting11.0.0-preview.4.26230.115src/Senparc.AI.AgentKernel.Tests/Senparc.AI.AgentKernel.Tests.csproj
NuGetMoq4.20.72src/Senparc.AI.AgentKernel.Tests/Senparc.AI.AgentKernel.Tests.csproj
NuGetSenparc.CO2NET.AspNet2.1.4src/Senparc.AI.AgentKernel.Tests/Senparc.AI.AgentKernel.Tests.csproj
NuGetSenparc.CO2NET.Cache.Redis5.3.0src/Senparc.AI.AgentKernel.Tests/Senparc.AI.AgentKernel.Tests.csproj
NuGetMicrosoft.Testing.Extensions.CodeCoverage18.7.0src/Senparc.AI.AgentKernel.Tests/Senparc.AI.AgentKernel.Tests.csproj
NuGetMicrosoft.Testing.Extensions.TrxReport2.2.3src/Senparc.AI.AgentKernel.Tests/Senparc.AI.AgentKernel.Tests.csproj
NuGetMSTest.TestAdapter4.2.3src/Senparc.AI.AgentKernel.Tests/Senparc.AI.AgentKernel.Tests.csproj
NuGetMSTest.TestFramework4.2.3src/Senparc.AI.AgentKernel.Tests/Senparc.AI.AgentKernel.Tests.csproj
NuGetAzure.AI.OpenAI2.9.0-beta.1src/Senparc.AI.AgentKernel/Senparc.AI.AgentKernel.csproj
NuGetAzure.AI.Projects2.1.0-beta.2src/Senparc.AI.AgentKernel/Senparc.AI.AgentKernel.csproj
NuGetAzure.Identity1.21.0src/Senparc.AI.AgentKernel/Senparc.AI.AgentKernel.csproj
NuGetMicrosoft.Agents.AI1.8.0src/Senparc.AI.AgentKernel/Senparc.AI.AgentKernel.csproj
NuGetMicrosoft.Agents.AI.Foundry1.8.0-preview.260528.1src/Senparc.AI.AgentKernel/Senparc.AI.AgentKernel.csproj
NuGetMicrosoft.Agents.AI.Hosting.A2A.AspNetCore1.8.0-preview.260528.1src/Senparc.AI.AgentKernel/Senparc.AI.AgentKernel.csproj
NuGetMicrosoft.Agents.AI.OpenAI1.8.0src/Senparc.AI.AgentKernel/Senparc.AI.AgentKernel.csproj
NuGetMicrosoft.Agents.AI.Workflows1.8.0src/Senparc.AI.AgentKernel/Senparc.AI.AgentKernel.csproj
NuGetMicrosoft.Extensions.AI10.5.1src/Senparc.AI.AgentKernel/Senparc.AI.AgentKernel.csproj
NuGetModelContextProtocol1.0.0src/Senparc.AI.AgentKernel/Senparc.AI.AgentKernel.csproj
NuGetMicrosoft.Extensions.VectorData.Abstractions10.1.0src/Senparc.AI.AgentKernel/Senparc.AI.AgentKernel.csproj
NuGetMicrosoft.SemanticKernel.Connectors.HuggingFace1.74.0-previewsrc/Senparc.AI.AgentKernel/Senparc.AI.AgentKernel.csproj
NuGetMicrosoft.SemanticKernel.Connectors.InMemory1.74.0-previewsrc/Senparc.AI.AgentKernel/Senparc.AI.AgentKernel.csproj
NuGetMicrosoft.SemanticKernel.Connectors.Ollama1.74.0-alphasrc/Senparc.AI.AgentKernel/Senparc.AI.AgentKernel.csproj
NuGetMicrosoft.SemanticKernel.Connectors.Qdrant1.74.0-previewsrc/Senparc.AI.AgentKernel/Senparc.AI.AgentKernel.csproj
NuGetMicrosoft.SemanticKernel.Connectors.Redis1.74.1-previewsrc/Senparc.AI.AgentKernel/Senparc.AI.AgentKernel.csproj
NuGetOllamaSharp5.4.25src/Senparc.AI.AgentKernel/Senparc.AI.AgentKernel.csproj
NuGetAutoGen.Core0.2.3src/Senparc.AI.Agents/Senparc.AI.Agents.csproj
NuGetAutoGen.OpenAI0.2.3src/Senparc.AI.Agents/Senparc.AI.Agents.csproj
NuGetAutoGen.SemanticKernel0.2.3src/Senparc.AI.Agents/Senparc.AI.Agents.csproj
NuGetMicrosoft.Agents.AI1.6.1src/Senparc.AI.Agents/Senparc.AI.Agents.csproj
NuGetMicrosoft.NET.Test.Sdk18.5.1src/Senparc.AI.Kernel.Tests/Senparc.AI.Kernel.Tests.csproj
NuGetMSTest.TestAdapter4.2.3src/Senparc.AI.Kernel.Tests/Senparc.AI.Kernel.Tests.csproj
NuGetMSTest.TestFramework4.2.3src/Senparc.AI.Kernel.Tests/Senparc.AI.Kernel.Tests.csproj
NuGetcoverlet.collector10.0.1src/Senparc.AI.Kernel.Tests/Senparc.AI.Kernel.Tests.csproj
NuGetMicrosoft.Agents.AI1.6.1src/Senparc.AI.Kernel/Senparc.AI.Kernel.csproj
NuGetMicrosoft.Extensions.VectorData.Abstractions10.1.0src/Senparc.AI.Kernel/Senparc.AI.Kernel.csproj
NuGetMicrosoft.SemanticKernel1.74.0src/Senparc.AI.Kernel/Senparc.AI.Kernel.csproj
NuGetMicrosoft.SemanticKernel.Connectors.HuggingFace1.74.0-previewsrc/Senparc.AI.Kernel/Senparc.AI.Kernel.csproj
NuGetMicrosoft.SemanticKernel.Connectors.InMemory1.74.0-previewsrc/Senparc.AI.Kernel/Senparc.AI.Kernel.csproj
NuGetMicrosoft.SemanticKernel.Connectors.Ollama1.74.0-alphasrc/Senparc.AI.Kernel/Senparc.AI.Kernel.csproj
NuGetMicrosoft.SemanticKernel.Connectors.Qdrant1.74.0-previewsrc/Senparc.AI.Kernel/Senparc.AI.Kernel.csproj
NuGetMicrosoft.SemanticKernel.Connectors.Redis1.74.1-previewsrc/Senparc.AI.Kernel/Senparc.AI.Kernel.csproj
NuGetMicrosoft.SemanticKernel.Plugins.Memory1.74.0-alphasrc/Senparc.AI.Kernel/Senparc.AI.Kernel.csproj
NuGetSenparc.CO2NET4.2.0src/Senparc.AI.Kernel/Senparc.AI.Kernel.csproj
NuGetMicrosoft.Extensions.Caching.Memory11.0.0-preview.4.26230.115src/Senparc.AI.Tests/Senparc.AI.Tests.csproj
NuGetMicrosoft.Extensions.Configuration11.0.0-preview.4.26230.115src/Senparc.AI.Tests/Senparc.AI.Tests.csproj
NuGetMicrosoft.Extensions.Hosting11.0.0-preview.4.26230.115src/Senparc.AI.Tests/Senparc.AI.Tests.csproj
NuGetMicrosoft.NET.Test.Sdk18.5.1src/Senparc.AI.Tests/Senparc.AI.Tests.csproj
NuGetMoq4.20.72src/Senparc.AI.Tests/Senparc.AI.Tests.csproj
NuGetMSTest.TestAdapter4.2.3src/Senparc.AI.Tests/Senparc.AI.Tests.csproj
NuGetMSTest.TestFramework4.2.3src/Senparc.AI.Tests/Senparc.AI.Tests.csproj
NuGetcoverlet.collector10.0.1src/Senparc.AI.Tests/Senparc.AI.Tests.csproj
NuGetSenparc.CO2NET.AspNet2.1.4src/Senparc.AI.Tests/Senparc.AI.Tests.csproj
NuGetSenparc.CO2NET.Cache.Redis5.3.0src/Senparc.AI.Tests/Senparc.AI.Tests.csproj
NuGetMicrosoft.Extensions.Configuration11.0.0-preview.4.26230.115src/Senparc.AI/Senparc.AI.csproj
NuGetSenparc.CO2NET4.2.0src/Senparc.AI/Senparc.AI.csproj
All dependencies not collected

The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Raw JSON report machine-readable

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.5.0, schema v0.27.0 — full methodology · metrics wiki.

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