Public record
Software health reportschema 0.17.0 · metrics 1.13.0 · 2026-07-21 07:12 UTC

Tencent / WeKnora

Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.

Go · Vue · TypeScriptCustom license★ 18,651 stars⑂ 2,600 forkssince Jul 2025View on GitHub ↗

Tencent/WeKnora holds a health index of 77 out of 100, placing it in the Good band. It scores highest on Vitality (98/100) and lowest on Security (61/100). It was last updated today. A single contributor accounts for most of its recent work.

77
overall / 100
Good

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.

77
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

TencentOrganization
13,785 followers277 public repossince Apr 2016

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
Gogithub.com/Tencent/WeKnorav0.7.0-384 days ago
PyPIweknora-mcp-serverpoints to another repo — not scored1.0.01991315 days agomcpmodel-context-protocolweknoraknowledge-managementapi-server
PyPIdocreaderpoints to another repo — not scored1.0-14793 days agocsvdictreaderdocreader

Metrics by category

Vitality

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

98Excellent · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
33.2/36Commit cadence — 48/52 weeks with commits
18/18Commit volume — 2,387 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_year2,387
human_commit_share
days_since_last_push0
active_weeks_last_year48

Release discipline

100Excellent
How it's scored
27/27Ships releases — 36 releases published
36/36Release recency — latest release 4 days ago
27/27Release cadence — a release every ~11.7 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count36
latest_release_tagv0.7.0
releases_from_tagsno
days_since_latest_release4
mean_days_between_releases11.7
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?

75Good · 18% of overall
How it's scored
60/60Stars — 18,651 stars
25/25Forks — 2,600 forks
10.9/15Watchers — 93 watchers
Inputs used
forks2,600
stars18,651
watchers93
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonwindow_too_short
How it's scored
22.5/22.5README
16.9/22.5License — license file present, not a recognized license
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateyes

Sustainability & Governance

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

69Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
6.6/22.5Commit distribution — top contributor authored 71% of commits
13.5/13.5Contributor breadth — 100 contributors
10/10OpenSSF Scorecard: Contributors — project has 10 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled100
top_contributor_share0.708
How it's scored
30.6/46.8Issue resolution — 66% of issues closed
34.2/38.3PR acceptance — 1,045/1,170 decided PRs merged
6/15OpenSSF Scorecard: Code-Review — Found 10/25 approved changesets -- score normalized to 4
Inputs used
merged_prs1,045
open_issues276
closed_issues524
issue_closed_ratio0.655
closed_unmerged_prs125
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
25/25Owner reach — 13,785 followers of Tencent
25/25Track record — 277 public repos, account ~10 yr old
Inputs used
followers13,785
owner_typeOrganization
is_verified
owner_loginTencent
public_repos277
account_age_days3,749
How it's scored
25/25Published & resolvable — 1 package(s) on go
35/35Publish recency — latest publish 4 days ago
20/20Version history — 38 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/Tencent/WeKnora
ecosystemsgo
any_deprecatedno
min_days_since_publish4

Engineering Quality

Are baseline engineering and documentation practices in place?

78Good · 20% of overall
How it's scored
24/24CI workflows — 4 workflow(s)
24/24Tests present
16/16Linter config — .golangci.yml, .pylintrc
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 25 merged PRs checked by a CI test -- score normalized to 0
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

100Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://weknora.weixin.qq.com
10/10Repository description
10/10Topics — 20 topics
10/10Wiki
Inputs used
topicsagent, agentic, ai, golang, llm, ollama, rag, chatbot, generative-ai, multimodel, embeddings, knowledge-base, openai, question-answering, reranking, vector-search, evaluation, multi-tenant, semantic-search, wiki
has_wikiyes
homepagehttps://weknora.weixin.qq.com
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

61Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
0/2.5CI-Tests — 0 out of 25 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
3/7.5Code-Review — Found 10/25 approved changesets -- score normalized to 4
2.5/2.5Contributors — project has 10 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
2/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 27 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.1
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages32
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:weknora-mcp-server@1.0.0 runtime dependency closure — what installing the published package pulls in — 32 packages. Reachability is not analyzed.

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.

87Excellent · 0% of overall
How it's scored
45/45Agent instructions — cli/AGENTS.md, docs/api/agent.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share
agent_instruction_filescli/AGENTS.md, docs/api/agent.md
agent_instruction_max_bytes33,524
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
18/18One-command bootstrap — Makefile, cli/Makefile, docreader/Makefile
22/22Automated tests
11/11Lint / format config — .golangci.yml, .pylintrc
11/11Static type checking — frontend/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no data
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum, package-lock.json, uv.lock
has_dockerfileyes
typed_languageyes
bootstrap_filesMakefile, cli/Makefile, docreader/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configsfrontend/tsconfig.json
agent_commit_share
toolchain_manifests
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
How it's scored
45/45Type-checkable code — Go (statically typed)
54.4/55Manageable file sizes — 19/1,726 source files over 60KB
Inputs used
primary_languageGo
largest_source_bytes976,443
source_files_sampled1,726
oversized_source_files19
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — docreader/proto/docreader.proto, docs/swagger.json, docs/swagger.yaml
20/20MCP server
40/40Runnable examples — examples, samples
Inputs used
example_dirsexamples, samples
has_mcp_signalyes
api_schema_filesdocreader/proto/docreader.proto, docs/swagger.json, docs/swagger.yaml

Key facts

18,651GitHub stars
100contributors
2,387commits, last 12 months
0days since last push
36releases
1bus factor
276open issues
Go, npm, PyPIpackage ecosystems

Data collection warnings

  • pypi package 'weknora-mcp-server' points at a different repository (https://github.com/NannaOlympicBroadcast/WeKnoraMCP); excluded from ecosystem scoring
  • pypi package 'docreader' points at a different repository (https://github.com/CBWhiz/docreader); excluded from ecosystem scoring

More detail

Star and fork history 18,651 ★ / 0 ⇿
18,651Stars

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.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

17,50017,75018,00018,25018,50018,75018,651822026-072026-072026-07
OpenSSF Scorecard 5.1 / 10
5.1aggregate

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 07:11 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
0CI-Tests0 out of 25 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
4Code-ReviewFound 10/25 approved changesets -- score normalized to 4
10Contributorsproject has 10 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
0SASTSAST tool is not run on all commits -- score normalized to 0
4Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities27 existing vulnerabilities detected
Direct dependencies 144
RegistryPackageVersion constraintManifest
Gogithub.com/Tencent/WeKnora/clientv0.0.0-00010101000000-000000000000cli/go.mod
Gogithub.com/charmbracelet/huhv1.0.0cli/go.mod
Gogithub.com/itchyny/gojqv0.12.19cli/go.mod
Gogithub.com/mattn/go-isattyv0.0.22cli/go.mod
Gogithub.com/mattn/go-runewidthv0.0.24cli/go.mod
Gogithub.com/modelcontextprotocol/go-sdkv1.6.1cli/go.mod
Gogithub.com/spf13/cobrav1.10.2cli/go.mod
Gogithub.com/spf13/pflagv1.0.10cli/go.mod
Gogithub.com/stretchr/testifyv1.11.1cli/go.mod
Gogithub.com/zalando/go-keyringv0.2.8cli/go.mod
Gogopkg.in/yaml.v3v3.0.1cli/go.mod
PyPIbeautifulsoup4>=4.14.2docreader/pyproject.toml
PyPIebooklib>=0.18docreader/pyproject.toml
PyPIgrpcio>=1.78.0docreader/pyproject.toml
PyPIgrpcio-health-checking>=1.78.0docreader/pyproject.toml
PyPIgrpcio-tools>=1.78.0docreader/pyproject.toml
PyPIlxml>=6.1.0docreader/pyproject.toml
PyPImarkdownify>=0.13.1docreader/pyproject.toml
PyPImarkitdown>=0.1.3docreader/pyproject.toml
PyPIopendataloader-pdf>=2.4.7docreader/pyproject.toml
PyPIopenpyxl>=3.1.0docreader/pyproject.toml
PyPIpandas>=2.0.0docreader/pyproject.toml
PyPIxlrd>=2.0.0docreader/pyproject.toml
PyPIpillow>=12.2.0docreader/pyproject.toml
PyPIplaywright>=1.55.0docreader/pyproject.toml
PyPIprotobuf>=6.33.5docreader/pyproject.toml
PyPIpydantic>=2.13.4docreader/pyproject.toml
PyPIpypdf>=6.13.3docreader/pyproject.toml
PyPIpypdfium2>=5.8.0docreader/pyproject.toml
PyPIpython-docx>=1.2.0docreader/pyproject.toml
PyPIrequests>=2.33.0docreader/pyproject.toml
PyPItextract==1.5.0docreader/pyproject.toml
PyPItrafilatura>=2.0.0docreader/pyproject.toml
npm@microsoft/fetch-event-source^2.0.1frontend/package.json
npm@types/dompurify^3.2.0frontend/package.json
npm@types/papaparse^5.5.2frontend/package.json
npm@vue-office/pptx^1.0.1frontend/package.json
npmaxios^1.16.0frontend/package.json
npmdocx-preview^0.3.7frontend/package.json
npmdompurify^3.4.11frontend/package.json
npmhighlight.js^11.11.1frontend/package.json
npmkatex^0.16.45frontend/package.json
npmmarked^17.0.5frontend/package.json
npmmarked-katex-extension^5.1.8frontend/package.json
npmmermaid^11.15.0frontend/package.json
npmpagefind^1.5.2frontend/package.json
npmpapaparse^5.5.3frontend/package.json
npmpinia^3.0.4frontend/package.json
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npmwebpack^5.106.2frontend/package.json
npmxlsxfile:./packages/xlsx-0.20.2.tgzfrontend/package.json
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Gogithub.com/DATA-DOG/go-sqlmockv1.5.2go.mod
Gogithub.com/JohannesKaufmann/html-to-markdown/v2v2.5.1go.mod
Gogithub.com/PuerkitoBio/goqueryv1.12.0go.mod
Gogithub.com/alicebob/miniredis/v2v2.38.0go.mod
Gogithub.com/aliyun/alibabacloud-oss-go-sdk-v2v1.5.1go.mod
Gogithub.com/asg017/sqlite-vec-go-bindingsv0.1.6go.mod
Gogithub.com/aws/aws-sdk-go-v2v1.41.7go.mod
Gogithub.com/aws/aws-sdk-go-v2/configv1.32.17go.mod
Gogithub.com/aws/aws-sdk-go-v2/credentialsv1.19.16go.mod
Gogithub.com/aws/aws-sdk-go-v2/service/s3v1.101.0go.mod
Gogithub.com/chromedp/chromedpv0.15.1go.mod
Gogithub.com/duckdb/duckdb-go/v2v2.10502.0go.mod
Gogithub.com/elastic/go-elasticsearch/v7v7.17.10go.mod
Gogithub.com/elastic/go-elasticsearch/v8v8.19.6go.mod
Gogithub.com/gin-contrib/corsv1.7.7go.mod
Gogithub.com/gin-gonic/ginv1.12.0go.mod
Gogithub.com/go-openapi/strfmtv0.26.2go.mod
Gogithub.com/go-sql-driver/mysqlv1.10.0go.mod
Gogithub.com/go-viper/mapstructure/v2v2.5.0go.mod
Gogithub.com/golang-jwt/jwt/v5v5.3.1go.mod
Gogithub.com/golang-migrate/migrate/v4v4.19.1go.mod
Gogithub.com/google/jsonschema-gov0.4.3go.mod
Gogithub.com/google/uuidv1.6.0go.mod
Gogithub.com/gorilla/websocketv1.5.3go.mod
Gogithub.com/hibiken/asynqv0.26.0go.mod
Gogithub.com/jackc/pgx/v5v5.9.2go.mod
Gogithub.com/joho/godotenvv1.5.1go.mod
Gogithub.com/ks3sdklib/aws-sdk-gov1.11.0go.mod
Gogithub.com/larksuite/oapi-sdk-go/v3v3.9.7go.mod
Gogithub.com/longbridgeapp/openccv0.3.13go.mod
Gogithub.com/mark3labs/mcp-gov0.52.0go.mod
Gogithub.com/milvus-io/milvus/client/v2v2.6.4go.mod
Gogithub.com/minio/minio-go/v7v7.1.0go.mod
Gogithub.com/mmcdole/gofeedv1.3.0go.mod
Gogithub.com/neo4j/neo4j-go-driver/v6v6.0.0go.mod
Gogithub.com/ollama/ollamav0.23.2go.mod
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Gogithub.com/sashabaranov/go-openaiv1.41.2go.mod
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Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogithub.com/swaggo/filesv1.0.1go.mod
Gogithub.com/swaggo/gin-swaggerv1.6.1go.mod
Gogithub.com/swaggo/swagv1.16.6go.mod
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Gogithub.com/tencentyun/cos-go-sdk-v5v0.7.73go.mod
Gogithub.com/tiktoken-go/tokenizerv0.7.0go.mod
Gogithub.com/volcengine/vikingdb-go-sdkv0.0.11go.mod
Gogithub.com/volcengine/ve-tos-golang-sdk/v2v2.9.4go.mod
Gogithub.com/wailsapp/wails/v2v2.12.0go.mod
Gogithub.com/weaviate/weaviatev1.37.3go.mod
Gogithub.com/weaviate/weaviate-go-client/v5v5.7.3go.mod
Gogithub.com/xuri/excelize/v2v2.11.0go.mod
Gogithub.com/yanyiwu/gojiebav1.4.7go.mod
Gogo.opentelemetry.io/otelv1.43.0go.mod
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttpv1.43.0go.mod
Gogo.opentelemetry.io/otel/sdkv1.43.0go.mod
Gogo.opentelemetry.io/otel/tracev1.43.0go.mod
Gogo.uber.org/digv1.19.0go.mod
Gogolang.org/x/cryptov0.53.0go.mod
Gogolang.org/x/modv0.36.0go.mod
Gogolang.org/x/netv0.56.0go.mod
Gogolang.org/x/syncv0.21.0go.mod
Gogolang.org/x/timev0.15.0go.mod
Gogoogle.golang.org/apiv0.278.0go.mod
Gogoogle.golang.org/grpcv1.81.0go.mod
Gogoogle.golang.org/protobufv1.36.11go.mod
Gogopkg.in/natefinch/lumberjack.v2v2.2.1go.mod
Gogopkg.in/yaml.v3v3.0.1go.mod
Gogorm.io/driver/postgresv1.6.0go.mod
Gogorm.io/driver/sqlitev1.6.0go.mod
Gogorm.io/gormv1.31.1go.mod
PyPImcp>=1.0.0mcp-server/pyproject.toml
PyPIrequests>=2.31.0mcp-server/pyproject.toml
All dependencies 904

Full resolved dependency set from the GitHub dependency graph: 143 direct and 761 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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Gogithub.com/alicebob/miniredis/v2v2.38.0direct
Gogithub.com/aliyun/alibabacloud-oss-go-sdk-v2v1.5.1direct
Gogithub.com/asg017/sqlite-vec-go-bindingsv0.1.6direct
Gogithub.com/aws/aws-sdk-go-v2v1.41.7direct
Gogithub.com/aws/aws-sdk-go-v2/configv1.32.17direct
Gogithub.com/aws/aws-sdk-go-v2/credentialsv1.19.16direct
Gogithub.com/aws/aws-sdk-go-v2/service/s3v1.101.0direct
Gogithub.com/charmbracelet/huhv1.0.0direct
Gogithub.com/chromedp/chromedpv0.15.1direct
Gogithub.com/data-dog/go-sqlmockv1.5.2direct
Gogithub.com/duckdb/duckdb-go/v2v2.10502.0direct
Gogithub.com/elastic/go-elasticsearch/v7v7.17.10direct
Gogithub.com/elastic/go-elasticsearch/v8v8.19.6direct
Gogithub.com/gin-contrib/corsv1.7.7direct
Gogithub.com/gin-gonic/ginv1.12.0direct
Gogithub.com/go-openapi/strfmtv0.26.2direct
Gogithub.com/go-sql-driver/mysqlv1.10.0direct
Gogithub.com/go-viper/mapstructure/v2v2.5.0direct
Gogithub.com/golang-jwt/jwt/v5v5.3.1direct
Gogithub.com/golang-migrate/migrate/v4v4.19.1direct
Gogithub.com/google/jsonschema-gov0.4.3direct
Gogithub.com/google/uuidv1.6.0direct
Gogithub.com/gorilla/websocketv1.5.3direct
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Dependency advisories 0

Installing pypi:weknora-mcp-server@1.0.0 pulls in 32 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable
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            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "wheel",
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            "version": null,
            "ecosystem": "pypi"
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            "name": "xlsxwriter",
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        "truncated": false,
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        "indirect_count": 761
      }
    },
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        "merged_prs": 1045,
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        "closed_unmerged_prs": 125
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          "avatar_url": "https://avatars.githubusercontent.com/u/11257935?v=4"
        },
        {
          "type": "User",
          "login": "voidkey",
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          "avatar_url": "https://avatars.githubusercontent.com/u/67856742?v=4"
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        {
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          "login": "begoniezhao",
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          "avatar_url": "https://avatars.githubusercontent.com/u/216642699?v=4"
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        {
          "type": "Bot",
          "login": "dependabot[bot]",
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          "avatar_url": "https://avatars.githubusercontent.com/in/29110?v=4"
        },
        {
          "type": "User",
          "login": "ochanism",
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          "avatar_url": "https://avatars.githubusercontent.com/u/12025151?v=4"
        },
        {
          "type": "User",
          "login": "claude",
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          "avatar_url": "https://avatars.githubusercontent.com/u/81847?v=4"
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        {
          "type": "User",
          "login": "langcaiye",
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          "avatar_url": "https://avatars.githubusercontent.com/u/5753388?v=4"
        },
        {
          "type": "User",
          "login": "tsukiga-kirei",
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          "avatar_url": "https://avatars.githubusercontent.com/u/56432122?v=4"
        },
        {
          "type": "User",
          "login": "ChenRussell",
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          "avatar_url": "https://avatars.githubusercontent.com/u/23331896?v=4"
        },
        {
          "type": "User",
          "login": "wolfkill",
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          "avatar_url": "https://avatars.githubusercontent.com/u/27876473?v=4"
        }
      ],
      "contributors_sampled": 100,
      "top_contributor_share": 0.708
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      "has_tests": true,
      "ci_workflows": [
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        "cli.yml",
        "docker-image.yml",
        "release-lite.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [
        ".golangci.yml",
        ".pylintrc"
      ],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "go.sum",
        "package-lock.json",
        "uv.lock"
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      "scorecard": {
        "checks": [
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            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
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            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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          {
            "name": "CI-Tests",
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            "reason": "0 out of 25 merged PRs checked by a CI test -- score normalized to 0",
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          {
            "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",
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            "reason": "Found 10/25 approved changesets -- score normalized to 4",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 10 contributing companies or organizations",
            "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": 10,
            "reason": "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": 9,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
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            "reason": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
            "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",
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            "reason": "dependency not pinned by hash detected -- score normalized to 1",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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          {
            "name": "Security-Policy",
            "score": 4,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
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            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
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            "name": "Token-Permissions",
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            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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            "name": "Vulnerabilities",
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            "reason": "27 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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      "has_dependabot_config": true
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    "disabled_components": {}
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    "url": "https://github.com/Tencent/WeKnora",
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      "key": "overall",
      "band": "good",
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      "note": null,
      "notes": [],
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        "governance": 69,
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      "components": []
    },
    "categories": [
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        "band": "excellent",
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        "weight": 0.22,
        "metrics": [
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            "key": "development_activity",
            "band": "excellent",
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            "note": null,
            "notes": [],
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                "name": "Push recency",
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                "key": "commit_volume",
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                "detail": "2387 commits in the last year",
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                "key": "openssf_scorecard_maintained",
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                "key": "ships_releases",
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                "key": "stars",
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                "key": "watchers",
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            ]
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          {
            "key": "community_health",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "has_pull_request_template": true
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            "components": [
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                "key": "readme",
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              {
                "key": "license",
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                "status": "partial",
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                "max_points": 54
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                "key": "commit_distribution",
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                "status": "partial",
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                "key": "contributor_breadth",
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                "status": "met",
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                "key": "openssf_scorecard_contributors",
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            ]
          },
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            "key": "responsiveness",
            "band": "good",
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            "notes": [],
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            "inputs": {
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                "points": 30.6,
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                "max_points": 46.75
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                "key": "pr_acceptance",
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                "status": "partial",
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                ],
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
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            ]
          },
          {
            "key": "stewardship",
            "band": "good",
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            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "followers": 13785,
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              "owner_login": "Tencent",
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            "components": [
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                "key": "ownership_backing",
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                "status": "met",
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                    "code": "owner_organization",
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                "key": "verified_domain",
                "name": "Verified domain",
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                "points": 0,
                "status": "missed",
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              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
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                "status": "met",
                "details": [
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                      "login": "Tencent"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "277 public repos, account ~10 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 277
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 10
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "github.com/Tencent/WeKnora"
              ],
              "ecosystems": "go",
              "any_deprecated": false,
              "min_days_since_publish": 4
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on go",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "go"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 4 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 4
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "38 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 38
                    }
                  }
                ],
                "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": 78,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "4 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "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": ".golangci.yml, .pylintrc",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml, .pylintrc"
                    }
                  }
                ],
                "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": "0 out of 25 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "agent",
                "agentic",
                "ai",
                "golang",
                "llm",
                "ollama",
                "rag",
                "chatbot",
                "generative-ai",
                "multimodel",
                "embeddings",
                "knowledge-base",
                "openai",
                "question-answering",
                "reranking",
                "vector-search",
                "evaluation",
                "multi-tenant",
                "semantic-search",
                "wiki"
              ],
              "has_wiki": true,
              "homepage": "https://weknora.weixin.qq.com",
              "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://weknora.weixin.qq.com",
                "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": "20 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 20
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 61,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 51,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.1
            },
            "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 is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "0 out of 25 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 10/25 approved changesets -- score normalized to 4",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 10 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "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": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 1",
                "points": 0.5,
                "status": "partial",
                "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 detected",
                "points": 2,
                "status": "partial",
                "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": "27 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:weknora-mcp-server@1.0.0 runtime dependency closure — what installing the published package pulls in — 32 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:weknora-mcp-server@1.0.0",
                  "assessed": 32
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 32,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 32,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "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": 2
            },
            "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": "excellent",
        "name": "AI Readiness",
        "value": 87,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "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": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [
                "cli/AGENTS.md",
                "docs/api/agent.md"
              ],
              "agent_instruction_max_bytes": 33524
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "cli/AGENTS.md, docs/api/agent.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "cli/AGENTS.md, docs/api/agent.md"
                    }
                  }
                ],
                "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": "excellent",
            "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": 87,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum",
                "package-lock.json",
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile",
                "cli/Makefile",
                "docreader/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "frontend/tsconfig.json"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, cli/Makefile, docreader/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, cli/Makefile, docreader/Makefile"
                    }
                  }
                ],
                "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": ".golangci.yml, .pylintrc",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml, .pylintrc"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "frontend/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "frontend/tsconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "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 1",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 99,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 976443,
              "source_files_sampled": 1726,
              "oversized_source_files": 19
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "19/1726 source files over 60KB",
                "points": 54.4,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 1726,
                      "oversized": 19
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "excellent",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "example_dirs": [
                "examples",
                "samples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": [
                "docreader/proto/docreader.proto",
                "docs/swagger.json",
                "docs/swagger.yaml"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "docreader/proto/docreader.proto, docs/swagger.json, docs/swagger.yaml",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docreader/proto/docreader.proto, docs/swagger.json, docs/swagger.yaml"
                    }
                  }
                ],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, samples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, samples"
                    }
                  }
                ],
                "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": [
    "pypi package 'weknora-mcp-server' points at a different repository (https://github.com/NannaOlympicBroadcast/WeKnoraMCP); excluded from ecosystem scoring",
    "pypi package 'docreader' points at a different repository (https://github.com/CBWhiz/docreader); excluded from ecosystem scoring"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T07:12:10.670082Z",
  "schema_version": "0.17.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/Tencent/WeKnora.svg",
  "full_name": "Tencent/WeKnora",
  "license_state": "custom",
  "license_spdx": null
}

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 statisticsGo, PyPI.