Public record
Software health reportschema 0.9.0 · metrics 1.13.0 · 2026-07-13 19:03 UTC

drpedapati / sciclaw

Paired-scientist AI assistant for reproducible research — lightweight Go runtime, lifecycle hooks, manuscript integration, 12 baseline scientific skills. PicoClaw-compatible.

GoCustom license★ 85 stars⑂ 16 forkssince Feb 2026View on GitHub ↗

drpedapati/sciclaw holds a health index of 61 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (89/100) and lowest on Security (34/100). It was last updated 2 days ago. A single contributor accounts for most of its recent work.

61
overall / 100
Moderate

Software health index

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

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

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

Ownership

Ernie PedapatiPersonal account
16 followers56 public repossince Apr 2016Cincinnati Children's Hospital Medical Center

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

Metrics by category

Vitality

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

80Good · 22% of overall
How it's scored
36/36Push recency — last push 2 days ago
9.7/36Commit cadence — 14/52 weeks with commits
18/18Commit volume — 745 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_year745
human_commit_share
days_since_last_push2
active_weeks_last_year14
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 2 days ago
27/27Release cadence — a release every ~8.5 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagv0.3.8
releases_from_tagsno
days_since_latest_release2
mean_days_between_releases8.5

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

42At risk · 18% of overall
How it's scored
31.2/60Stars — 85 stars
9.8/25Forks — 16 forks
0/15Watchers — 1 watchers
Inputs used
forks16
stars85
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
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
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sustainability & Governance

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

53Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
4.2/22.5Commit distribution — top contributor authored 81% of commits
13.5/13.5Contributor breadth — 40 contributors
10/10OpenSSF Scorecard: Contributors — project has 12 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled40
top_contributor_share0.814
How it's scored
36.5/46.8Issue resolution — 78% of issues closed
34.8/38.3PR acceptance — 20/22 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/18 approved changesets -- score normalized to 0
Inputs used
merged_prs20
open_issues22
closed_issues78
issue_closed_ratio0.78
closed_unmerged_prs2
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
8.8/25Owner reach — 16 followers of drpedapati
24.8/25Track record — 56 public repos, account ~10 yr old
Inputs used
followers16
owner_typeUser
is_verified
owner_logindrpedapati
public_repos56
account_age_days3,750
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Engineering Quality

Are baseline engineering and documentation practices in place?

89Excellent · 20% of overall
How it's scored
24/24CI workflows — 4 workflow(s)
24/24Tests present
16/16Linter config — .golangci.yaml, .golangci.yml
0/9.6Pre-commit hooks
6.4/6.4.editorconfig
12/20OpenSSF Scorecard: CI-Tests — 2 out of 3 merged PRs checked by a CI test -- score normalized to 6
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configno

Documentation

100Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://sciclaw.dev
10/10Repository description
10/10Topics — 11 topics
10/10Wiki
Inputs used
topicsai-assistant, discord, golang, lifecycle-hooks, llm, paired-programming, picoclaw, quarto, reproducible-research, sciclaw, scientific-workflow
has_wikiyes
homepagehttps://sciclaw.dev
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

34At risk · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
1.5/2.5CI-Tests — 2 out of 3 merged PRs checked by a CI test -- score normalized to 6
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/18 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 12 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no 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
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
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 — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 51 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate3.5

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.

86Excellent · 0% of overall
How it's scored
45/45Agent instructions — .cursor/rules/sciclaw-papercuts.mdc, pkg/workspacetpl/templates/workspace/AGENTS.md, vendor/github.com/clipperhouse/displaywidth/AGENTS.md, workspace/AGENT.md
15/15Machine-readable docs (llms.txt) — llms.txt present
0/40Legible commit history — no data
Inputs used
has_llms_txtyes
legible_history_share
agent_instruction_files.cursor/rules/sciclaw-papercuts.mdc, pkg/workspacetpl/templates/workspace/AGENTS.md, vendor/github.com/clipperhouse/displaywidth/AGENTS.md, workspace/AGENT.md
agent_instruction_max_bytes7,021
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
18/18One-command bootstrap — Makefile, vendor/github.com/caarlos0/env/v11/Makefile, vendor/github.com/charmbracelet/bubbletea/Taskfile.yaml, vendor/github.com/charmbracelet/lipgloss/Taskfile.yaml, vendor/github.com/cloudwego/base64x/Makefile, vendor/github.com/gogo/protobuf/gogoproto/Makefile, vendor/github.com/gogo/protobuf/proto/Makefile, vendor/github.com/gogo/protobuf/protoc-gen-gogo/descriptor/Makefile, vendor/github.com/grbit/go-json/Makefile, vendor/github.com/mymmrac/telego/Taskfile.yml, vendor/github.com/slack-go/slack/Makefile, vendor/golang.org/x/arch/x86/x86asm/Makefile
22/22Automated tests
11/11Lint / format config — .golangci.yaml, .golangci.yml
11/11Static type checking — web/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum, package-lock.json
has_dockerfileyes
typed_languageyes
bootstrap_filesMakefile, vendor/github.com/caarlos0/env/v11/Makefile, vendor/github.com/charmbracelet/bubbletea/Taskfile.yaml, vendor/github.com/charmbracelet/lipgloss/Taskfile.yaml, vendor/github.com/cloudwego/base64x/Makefile, vendor/github.com/gogo/protobuf/gogoproto/Makefile, vendor/github.com/gogo/protobuf/proto/Makefile, vendor/github.com/gogo/protobuf/protoc-gen-gogo/descriptor/Makefile, vendor/github.com/grbit/go-json/Makefile, vendor/github.com/mymmrac/telego/Taskfile.yml, vendor/github.com/slack-go/slack/Makefile, vendor/golang.org/x/arch/x86/x86asm/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configsweb/tsconfig.json
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
How it's scored
45/45Type-checkable code — Go (statically typed)
54.4/55Manageable file sizes — 4/375 source files over 60KB
Inputs used
primary_languageGo
largest_source_bytes99,730
source_files_sampled375
oversized_source_files4
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — vendor/github.com/gogo/protobuf/gogoproto/gogo.proto
0/20MCP server
0/40Runnable examples
Inputs used
example_dirs
has_mcp_signalno
api_schema_filesvendor/github.com/gogo/protobuf/gogoproto/gogo.proto

Key facts

85GitHub stars
40contributors
745commits, last 12 months
2days since last push
100releases
1bus factor
22open issues
Go, npmpackage ecosystems

More detail

OpenSSF Scorecard 3.5 / 10
3.5aggregate

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 · 2026-07-13 19:03 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
6CI-Tests2 out of 3 merged PRs checked by a CI test -- score normalized to 6
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/18 approved changesets -- score normalized to 0
10Contributorsproject has 12 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update 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
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities51 existing vulnerabilities detected
Direct dependencies 24
RegistryPackageVersion constraintManifest
Gogithub.com/adhocore/gronxv1.19.6go.mod
Gogithub.com/anthropics/anthropic-sdk-gov1.22.1go.mod
Gogithub.com/bogdanfinn/fhttpv0.5.27go.mod
Gogithub.com/bogdanfinn/tls-clientv1.7.1go.mod
Gogithub.com/bwmarrin/discordgov0.29.0go.mod
Gogithub.com/caarlos0/env/v11v11.3.1go.mod
Gogithub.com/charmbracelet/bubblesv1.0.0go.mod
Gogithub.com/charmbracelet/bubbleteav1.3.10go.mod
Gogithub.com/charmbracelet/lipglossv1.1.0go.mod
Gogithub.com/chzyer/readlinev1.5.1go.mod
Gogithub.com/google/uuidv1.6.0go.mod
Gogithub.com/gorilla/websocketv1.5.3go.mod
Gogithub.com/klauspost/compressv1.18.4go.mod
Gogithub.com/larksuite/oapi-sdk-go/v3v3.5.3go.mod
Gogithub.com/mymmrac/telegov1.6.0go.mod
Gogithub.com/open-dingtalk/dingtalk-stream-sdk-gov0.9.1go.mod
Gogithub.com/openai/openai-go/v3v3.22.0go.mod
Gogithub.com/refraction-networking/utlsv1.8.2go.mod
Gogithub.com/slack-go/slackv0.17.3go.mod
Gogithub.com/tencent-connect/botgov0.2.1go.mod
Gogolang.org/x/oauth2v0.35.0go.mod
Gogopkg.in/yaml.v3v3.0.1go.mod
npmreact^19.2.4web/package.json
npmreact-dom^19.2.4web/package.json
Raw JSON report machine-readable
{
  "data": {
    "repo": {
      "topics": [
        "ai-assistant",
        "discord",
        "golang",
        "lifecycle-hooks",
        "llm",
        "paired-programming",
        "picoclaw",
        "quarto",
        "reproducible-research",
        "sciclaw",
        "scientific-workflow"
      ],
      "is_fork": false,
      "size_kb": 45004,
      "has_wiki": true,
      "homepage": "https://sciclaw.dev",
      "languages": {
        "Go": 2890701,
        "CSS": 3875,
        "HTML": 355,
        "Shell": 46593,
        "Makefile": 12180,
        "Dockerfile": 4561,
        "TypeScript": 266776
      },
      "pushed_at": "2026-07-11T14:23:37Z",
      "created_at": "2026-02-12T12:56:00Z",
      "owner_type": "User",
      "updated_at": "2026-07-12T04:16:11Z",
      "description": "Paired-scientist AI assistant for reproducible research — lightweight Go runtime, lifecycle hooks, manuscript integration, 12 baseline scientific skills. PicoClaw-compatible.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": null,
      "default_branch": "main",
      "primary_language": "Go"
    },
    "owner": {
      "blog": "https://github.com/cincibrainlab",
      "name": "Ernie Pedapati",
      "type": "User",
      "login": "drpedapati",
      "company": "Cincinnati Children's Hospital Medical Center",
      "location": "Cincinnati, OH",
      "followers": 16,
      "avatar_url": "https://avatars.githubusercontent.com/u/18307341?v=4",
      "created_at": "2016-04-06T12:15:25Z",
      "is_verified": null,
      "public_repos": 56,
      "account_age_days": 3750
    },
    "activity": {
      "releases_count": 100,
      "commits_last_year": 745,
      "latest_release_at": "2026-07-11T14:23:47Z",
      "latest_release_tag": "v0.3.8",
      "days_since_last_push": 2,
      "active_weeks_last_year": 14,
      "days_since_latest_release": 2,
      "mean_days_between_releases": 8.5
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 42,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": []
    },
    "popularity": {
      "forks": 16,
      "stars": 85,
      "watchers": 1,
      "open_issues_and_prs": 24
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": true,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "Makefile",
        "vendor/github.com/caarlos0/env/v11/Makefile",
        "vendor/github.com/charmbracelet/bubbletea/Taskfile.yaml",
        "vendor/github.com/charmbracelet/lipgloss/Taskfile.yaml",
        "vendor/github.com/cloudwego/base64x/Makefile",
        "vendor/github.com/gogo/protobuf/gogoproto/Makefile",
        "vendor/github.com/gogo/protobuf/proto/Makefile",
        "vendor/github.com/gogo/protobuf/protoc-gen-gogo/descriptor/Makefile",
        "vendor/github.com/grbit/go-json/Makefile",
        "vendor/github.com/mymmrac/telego/Taskfile.yml",
        "vendor/github.com/slack-go/slack/Makefile",
        "vendor/golang.org/x/arch/x86/x86asm/Makefile"
      ],
      "api_schema_files": [
        "vendor/github.com/gogo/protobuf/gogoproto/gogo.proto"
      ],
      "has_devcontainer": false,
      "typecheck_configs": [
        "web/tsconfig.json"
      ],
      "largest_source_bytes": 99730,
      "source_files_sampled": 375,
      "oversized_source_files": 4,
      "agent_instruction_files": [
        ".cursor/rules/sciclaw-papercuts.mdc",
        "pkg/workspacetpl/templates/workspace/AGENTS.md",
        "vendor/github.com/clipperhouse/displaywidth/AGENTS.md",
        "workspace/AGENT.md"
      ],
      "agent_instruction_max_bytes": 7021
    },
    "dependencies": {
      "manifests": [
        "go.mod",
        "web/package.json"
      ],
      "ecosystems": [
        "go",
        "npm"
      ],
      "dependencies": [
        {
          "name": "github.com/adhocore/gronx",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.19.6"
        },
        {
          "name": "github.com/anthropics/anthropic-sdk-go",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.22.1"
        },
        {
          "name": "github.com/bogdanfinn/fhttp",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.5.27"
        },
        {
          "name": "github.com/bogdanfinn/tls-client",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.7.1"
        },
        {
          "name": "github.com/bwmarrin/discordgo",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.29.0"
        },
        {
          "name": "github.com/caarlos0/env/v11",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v11.3.1"
        },
        {
          "name": "github.com/charmbracelet/bubbles",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.0.0"
        },
        {
          "name": "github.com/charmbracelet/bubbletea",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.3.10"
        },
        {
          "name": "github.com/charmbracelet/lipgloss",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.1.0"
        },
        {
          "name": "github.com/chzyer/readline",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.5.1"
        },
        {
          "name": "github.com/google/uuid",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.6.0"
        },
        {
          "name": "github.com/gorilla/websocket",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.5.3"
        },
        {
          "name": "github.com/klauspost/compress",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.18.4"
        },
        {
          "name": "github.com/larksuite/oapi-sdk-go/v3",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v3.5.3"
        },
        {
          "name": "github.com/mymmrac/telego",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.6.0"
        },
        {
          "name": "github.com/open-dingtalk/dingtalk-stream-sdk-go",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.9.1"
        },
        {
          "name": "github.com/openai/openai-go/v3",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v3.22.0"
        },
        {
          "name": "github.com/refraction-networking/utls",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.8.2"
        },
        {
          "name": "github.com/slack-go/slack",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.17.3"
        },
        {
          "name": "github.com/tencent-connect/botgo",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.2.1"
        },
        {
          "name": "golang.org/x/oauth2",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.35.0"
        },
        {
          "name": "gopkg.in/yaml.v3",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v3.0.1"
        },
        {
          "name": "react",
          "manifest": "web/package.json",
          "ecosystem": "npm",
          "version_constraint": "^19.2.4"
        },
        {
          "name": "react-dom",
          "manifest": "web/package.json",
          "ecosystem": "npm",
          "version_constraint": "^19.2.4"
        }
      ]
    },
    "maintainership": {
      "issues": {
        "open_prs": 2,
        "merged_prs": 20,
        "open_issues": 22,
        "closed_ratio": 0.78,
        "closed_issues": 78,
        "closed_unmerged_prs": 2
      },
      "bus_factor": 1,
      "top_contributors": [
        {
          "type": "User",
          "login": "drpedapati",
          "commits": 541,
          "avatar_url": "https://avatars.githubusercontent.com/u/18307341?u=59ad42c4713c3c3b4628178eb3ddc7466a378c6f&v=4"
        },
        {
          "type": "User",
          "login": "lxowalle",
          "commits": 31,
          "avatar_url": "https://avatars.githubusercontent.com/u/83055338?u=04777a01015e3183e155e05970ec3fc7313733c1&v=4"
        },
        {
          "type": "User",
          "login": "SatyamDevv",
          "commits": 14,
          "avatar_url": "https://avatars.githubusercontent.com/u/72878449?u=631f1163116412aada045150cd205149d9ab5892&v=4"
        },
        {
          "type": "User",
          "login": "mengzhuo",
          "commits": 13,
          "avatar_url": "https://avatars.githubusercontent.com/u/885662?u=732a2bd91e916967452b005a04259fd651b78845&v=4"
        },
        {
          "type": "User",
          "login": "Zepan",
          "commits": 8,
          "avatar_url": "https://avatars.githubusercontent.com/u/3403712?u=f4fa2dac1c525cf8962f33b4a3086ee96dd2b4d8&v=4"
        },
        {
          "type": "User",
          "login": "corylanou",
          "commits": 5,
          "avatar_url": "https://avatars.githubusercontent.com/u/585100?u=7a1c046e387bdd6358e970e75a9f8ff06d0cf75c&v=4"
        },
        {
          "type": "User",
          "login": "ex-takashima",
          "commits": 5,
          "avatar_url": "https://avatars.githubusercontent.com/u/155319215?u=8caac3c946fdeb65ba9c0507f9c5d448d94ef788&v=4"
        },
        {
          "type": "User",
          "login": "imguoguo",
          "commits": 5,
          "avatar_url": "https://avatars.githubusercontent.com/u/16666742?u=ea511684d8311baa9e08eb883624574f305099f8&v=4"
        },
        {
          "type": "User",
          "login": "24f2006619",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/211295353?v=4"
        },
        {
          "type": "User",
          "login": "PixelTux",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/66007913?v=4"
        }
      ],
      "contributors_sampled": 40,
      "top_contributor_share": 0.814
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "build.yml",
        "docker-build.yml",
        "pr.yml",
        "release.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [
        ".golangci.yaml",
        ".golangci.yml"
      ],
      "has_editorconfig": true,
      "has_linter_config": true,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "go.sum",
        "package-lock.json"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 6,
            "reason": "2 out of 3 merged PRs checked by a CI test -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 0/18 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 12 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": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 9,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "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",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "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"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": 0,
            "reason": "Project has not signed or included provenance with any releases.",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "51 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "8b9a9df8670e93ef5e233aa2c2ad5cc7bc7a7743",
        "ran_at": "2026-07-13T19:03:09Z",
        "aggregate_score": 3.5,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/drpedapati/sciclaw",
    "host": "github.com",
    "name": "sciclaw",
    "owner": "drpedapati"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 61,
      "inputs": {
        "security": 34,
        "vitality": 80,
        "community": 42,
        "governance": 53,
        "engineering": 89
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 80,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "commits_last_year": 745,
              "human_commit_share": null,
              "days_since_last_push": 2,
              "active_weeks_last_year": 14
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 2 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 2
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "14/52 weeks with commits",
                "points": 9.7,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 14
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "745 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 745
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "releases_count": 100,
              "latest_release_tag": "v0.3.8",
              "releases_from_tags": false,
              "days_since_latest_release": 2,
              "mean_days_between_releases": 8.5
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "100 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 100
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 2 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 2
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~8.5 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 8.5
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "repository_too_young",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 42,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "at_risk",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 41,
            "inputs": {
              "forks": 16,
              "stars": 85,
              "watchers": 1,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "85 stars",
                "points": 31.2,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 85
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "16 forks",
                "points": 9.8,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 16
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "1 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "at_risk",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 44,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file present, not a recognized license",
                "points": 16.9,
                "status": "partial",
                "details": [
                  {
                    "code": "license_custom",
                    "params": {}
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 53,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 37,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 40,
              "top_contributor_share": 0.814
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 81% of commits",
                "points": 4.2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 81
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "40 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 40
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 12 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 71,
            "inputs": {
              "merged_prs": 20,
              "open_issues": 22,
              "closed_issues": 78,
              "issue_closed_ratio": 0.78,
              "closed_unmerged_prs": 2
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "78% of issues closed",
                "points": 36.5,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 78
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "20/22 decided PRs merged",
                "points": 34.8,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 20,
                      "decided": 22
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/18 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 54,
            "inputs": {
              "followers": 16,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "drpedapati",
              "public_repos": 56,
              "account_age_days": 3750
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "16 followers of drpedapati",
                "points": 8.8,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 16,
                      "login": "drpedapati"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "56 public repos, account ~10 yr old",
                "points": 24.8,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 56
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 10
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 89,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "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.yaml, .golangci.yml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yaml, .golangci.yml"
                    }
                  }
                ],
                "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": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "2 out of 3 merged PRs checked by a CI test -- score normalized to 6",
                "points": 12,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "ai-assistant",
                "discord",
                "golang",
                "lifecycle-hooks",
                "llm",
                "paired-programming",
                "picoclaw",
                "quarto",
                "reproducible-research",
                "sciclaw",
                "scientific-workflow"
              ],
              "has_wiki": true,
              "homepage": "https://sciclaw.dev",
              "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://sciclaw.dev",
                "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": "11 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "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": "at_risk",
        "name": "Security",
        "value": 34,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 34,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 3.5
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "2 out of 3 merged PRs checked by a CI test -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/18 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 12 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.2,
                "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 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "51 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "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": "excellent",
        "name": "AI Readiness",
        "value": 86,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "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": 100,
            "inputs": {
              "has_llms_txt": true,
              "legible_history_share": null,
              "agent_instruction_files": [
                ".cursor/rules/sciclaw-papercuts.mdc",
                "pkg/workspacetpl/templates/workspace/AGENTS.md",
                "vendor/github.com/clipperhouse/displaywidth/AGENTS.md",
                "workspace/AGENT.md"
              ],
              "agent_instruction_max_bytes": 7021
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": ".cursor/rules/sciclaw-papercuts.mdc, pkg/workspacetpl/templates/workspace/AGENTS.md, vendor/github.com/clipperhouse/displaywidth/AGENTS.md, workspace/AGENT.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".cursor/rules/sciclaw-papercuts.mdc, pkg/workspacetpl/templates/workspace/AGENTS.md, vendor/github.com/clipperhouse/displaywidth/AGENTS.md, workspace/AGENT.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": "llms.txt present",
                "points": 15,
                "status": "met",
                "details": [
                  {
                    "code": "llms_txt_present",
                    "params": {}
                  }
                ],
                "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, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 88,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum",
                "package-lock.json"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile",
                "vendor/github.com/caarlos0/env/v11/Makefile",
                "vendor/github.com/charmbracelet/bubbletea/Taskfile.yaml",
                "vendor/github.com/charmbracelet/lipgloss/Taskfile.yaml",
                "vendor/github.com/cloudwego/base64x/Makefile",
                "vendor/github.com/gogo/protobuf/gogoproto/Makefile",
                "vendor/github.com/gogo/protobuf/proto/Makefile",
                "vendor/github.com/gogo/protobuf/protoc-gen-gogo/descriptor/Makefile",
                "vendor/github.com/grbit/go-json/Makefile",
                "vendor/github.com/mymmrac/telego/Taskfile.yml",
                "vendor/github.com/slack-go/slack/Makefile",
                "vendor/golang.org/x/arch/x86/x86asm/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "web/tsconfig.json"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, vendor/github.com/caarlos0/env/v11/Makefile, vendor/github.com/charmbracelet/bubbletea/Taskfile.yaml, vendor/github.com/charmbracelet/lipgloss/Taskfile.yaml, vendor/github.com/cloudwego/base64x/Makefile, vendor/github.com/gogo/protobuf/gogoproto/Makefile, vendor/github.com/gogo/protobuf/proto/Makefile, vendor/github.com/gogo/protobuf/protoc-gen-gogo/descriptor/Makefile, vendor/github.com/grbit/go-json/Makefile, vendor/github.com/mymmrac/telego/Taskfile.yml, vendor/github.com/slack-go/slack/Makefile, vendor/golang.org/x/arch/x86/x86asm/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, vendor/github.com/caarlos0/env/v11/Makefile, vendor/github.com/charmbracelet/bubbletea/Taskfile.yaml, vendor/github.com/charmbracelet/lipgloss/Taskfile.yaml, vendor/github.com/cloudwego/base64x/Makefile, vendor/github.com/gogo/protobuf/gogoproto/Makefile, vendor/github.com/gogo/protobuf/proto/Makefile, vendor/github.com/gogo/protobuf/protoc-gen-gogo/descriptor/Makefile, vendor/github.com/grbit/go-json/Makefile, vendor/github.com/mymmrac/telego/Taskfile.yml, vendor/github.com/slack-go/slack/Makefile, vendor/golang.org/x/arch/x86/x86asm/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.yaml, .golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yaml, .golangci.yml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "web/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "web/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": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 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": "Go",
              "largest_source_bytes": 99730,
              "source_files_sampled": 375,
              "oversized_source_files": 4
            },
            "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": "4/375 source files over 60KB",
                "points": 54.4,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 375,
                      "oversized": 4
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [],
              "has_mcp_signal": false,
              "api_schema_files": [
                "vendor/github.com/gogo/protobuf/gogoproto/gogo.proto"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "vendor/github.com/gogo/protobuf/gogoproto/gogo.proto",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "vendor/github.com/gogo/protobuf/gogoproto/gogo.proto"
                    }
                  }
                ],
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? 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": [],
  "report_type": "repository",
  "generated_at": "2026-07-13T19:03:38.465068Z",
  "schema_version": "0.9.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/drpedapati/sciclaw.svg",
  "full_name": "drpedapati/sciclaw",
  "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 v0.9.0 — full methodology · metrics wiki.

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