Public recordModerate
Software health reportschema 0.15.0 · metrics 1.13.0 · 2026-07-20 10:00 UTC
KPO-Tech / seshat
Open-source Go agent runtime for autonomous AI systems and multi-agent automation. MCP, RAG, 15+ LLM providers and 60+ built-in tools in a single binary.
KPO-Tech/seshat holds a health index of 54 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (88/100) and lowest on Security (14/100). It was last updated 2 days ago. A single contributor accounts for most of its recent work.
54
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
54
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
Ownership
KPO-TechOrganization
0 followers4 public repossince Jun 2026
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| Go | github.com/KPO-Tech/seshat | v0.2.2 | - | 4 | 2 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
71
Development activity
59Moderate
How it's scored
| 36/36 | Push recency — last push 2 days ago |
| 4.8/36 | Commit cadence — 7/52 weeks with commits |
| 18/18 | Commit volume — 306 commits in the last year |
| 0/10 | OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully |
Inputs used
| commits_last_year | 306 |
| human_commit_share | — |
| days_since_last_push | 2 |
| active_weeks_last_year | 7 |
Release discipline
90Excellent
How it's scored
| 27/27 | Ships releases — 4 releases published |
| 36/36 | Release recency — latest release 2 days ago |
| 27/27 | Release cadence — a release every ~8.4 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 4 |
| latest_release_tag | v0.2.2 |
| releases_from_tags | no |
| days_since_latest_release | 2 |
| mean_days_between_releases | 8.4 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
47
Popularity & adoption
8Critical
How it's scored
| 7.7/60 | Stars — 4 stars |
| 0/25 | Forks — 0 forks |
| 0/15 | Watchers — 0 watchers |
Inputs used
| forks | 0 |
| stars | 4 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
92Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | yes |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
40
Maintainer resilience (bus factor)
10Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0/22.5 | Commit distribution — top contributor authored 100% of commits |
| 1.4/13.5 | Contributor breadth — 1 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
Issue & PR responsiveness
39At risk
How it's scored
| 5/46.8 | Issue resolution — 11% of issues closed |
| 33.9/38.3 | PR acceptance — 55/62 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/12 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 55 |
| open_issues | 25 |
| closed_issues | 3 |
| issue_closed_ratio | 0.107 |
| closed_unmerged_prs | 7 |
Ownership & stewardship
35At risk
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 0/25 | Owner reach — 0 followers of KPO-Tech |
| 5.2/25 | Track record — 4 public repos, account ~0 yr old |
Inputs used
| followers | 0 |
| owner_type | Organization |
| is_verified | — |
| owner_login | KPO-Tech |
| public_repos | 4 |
| account_age_days | 21 |
Package maintenance
92Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on go |
| 35/35 | Publish recency — latest publish 2 days ago |
| 12/20 | Version history — 4 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | github.com/KPO-Tech/seshat |
| ecosystems | go |
| any_deprecated | no |
| min_days_since_publish | 2 |
Engineering Quality
Are baseline engineering and documentation practices in place?
88
Engineering practices
80Good
How it's scored
| 24/24 | CI workflows — 2 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — .golangci.yml |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 16/20 | OpenSSF Scorecard: CI-Tests — 10 out of 12 merged PRs checked by a CI test -- score normalized to 8 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | no |
Documentation
100Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://seshat-ai.com/docs |
| 10/10 | Repository description |
| 10/10 | Topics — 20 topics |
| 10/10 | Wiki |
Inputs used
| topics | agent-runtime, ai-agents, cli, golang, llm, mcp, rag, autonomous-agents, go, grpc, multi-agent, tui, agentic-ai, open-source, ai-agent, model-context-protocol, orchestration, sdk, agent-framework, workflow-automation |
| has_wiki | yes |
| homepage | https://seshat-ai.com/docs |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
14
Security posture
14Critical
How it's scored
| 6/7.5 | Binary-Artifacts — binaries present in source code |
| 0/7.5 | Branch-Protection — no data |
| 2/2.5 | CI-Tests — 10 out of 12 merged PRs checked by a CI test -- score normalized to 8 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/12 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 0/10 | Dangerous-Workflow — dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 0/7.5 | Maintained — project was created within the last 90 days. Please review its contents carefully |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 2/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 15 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 1.4 |
Excluded from scoring (no data or not applicable): branch_protection, packaging. Remaining weights renormalized.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
88
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — AGENTS.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | AGENTS.md |
| agent_instruction_max_bytes | 5,853 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
Verify loop (build / test / typecheck)
88Excellent
How it's scored
| 18/18 | One-command bootstrap — Makefile, internal/seshattui/ui/diffview/Taskfile.yaml |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — .golangci.yml |
| 11/11 | Static type checking — Go (statically typed) |
| 10/10 | Reproducible environment — Dockerfile, lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | go.sum |
| has_dockerfile | yes |
| typed_language | yes |
| bootstrap_files | Makefile, internal/seshattui/ui/diffview/Taskfile.yaml |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
Code legibility for models
100Excellent
How it's scored
| 45/45 | Type-checkable code — Go (statically typed) |
| 54.5/55 | Manageable file sizes — 8/873 source files over 60KB |
Inputs used
| primary_language | Go |
| largest_source_bytes | 137,022 |
| source_files_sampled | 873 |
| oversized_source_files | 8 |
Machine-readable interfaces
100Excellent
How it's scored
| 40/40 | API schema (OpenAPI/GraphQL/proto) — pkg/grpc/proto/seshat.proto |
| 20/20 | MCP server |
| 40/40 | Runnable examples — example, examples |
Inputs used
| example_dirs | example, examples |
| has_mcp_signal | yes |
| api_schema_files | pkg/grpc/proto/seshat.proto |
Key facts
4GitHub stars
1contributors
306commits, last 12 months
2days since last push
4releases
1bus factor
25open issues
Gopackage ecosystems
Data collection warnings
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
More detail
OpenSSF Scorecard 1.4 / 10
1.4aggregate
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).
| 8 | Binary-Artifacts | binaries present in source code |
| n/a | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 8 | CI-Tests | 10 out of 12 merged PRs checked by a CI test -- score normalized to 8 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/12 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 0 | Dangerous-Workflow | dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | project was created within the last 90 days. Please review its contents carefully |
| n/a | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 4 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 15 existing vulnerabilities detected |
Direct dependencies 80
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| Go | charm.land/bubbles/v2 | v2.1.0 | go.mod |
| Go | charm.land/bubbletea/v2 | v2.0.7 | go.mod |
| Go | charm.land/catwalk | v0.44.7 | go.mod |
| Go | charm.land/glamour/v2 | v2.0.0 | go.mod |
| Go | charm.land/lipgloss/v2 | v2.0.3 | go.mod |
| Go | github.com/Knetic/govaluate | v3.0.0+incompatible | go.mod |
| Go | github.com/MakeNowJust/heredoc | v1.0.0 | go.mod |
| Go | github.com/PuerkitoBio/goquery | v1.12.0 | go.mod |
| Go | github.com/alecthomas/chroma/v2 | v2.20.0 | go.mod |
| Go | github.com/atotto/clipboard | v0.1.4 | go.mod |
| Go | github.com/aws/aws-sdk-go-v2 | v1.41.9 | go.mod |
| Go | github.com/aws/aws-sdk-go-v2/config | v1.32.20 | go.mod |
| Go | github.com/aws/aws-sdk-go-v2/credentials | v1.19.19 | go.mod |
| Go | github.com/aws/aws-sdk-go-v2/service/s3 | v1.102.2 | go.mod |
| Go | github.com/aws/smithy-go | v1.26.0 | go.mod |
| Go | github.com/aymanbagabas/go-nativeclipboard | v0.1.3 | go.mod |
| Go | github.com/aymanbagabas/go-udiff | v0.4.1 | go.mod |
| Go | github.com/bmatcuk/doublestar/v4 | v4.10.0 | go.mod |
| Go | github.com/charlievieth/fastwalk | v1.0.14 | go.mod |
| Go | github.com/charmbracelet/colorprofile | v0.4.3 | go.mod |
| Go | github.com/charmbracelet/ultraviolet | v0.0.0-20260525132238-948f4557a654 | go.mod |
| Go | github.com/charmbracelet/x/ansi | v0.11.7 | go.mod |
| Go | github.com/charmbracelet/x/editor | v0.2.0 | go.mod |
| Go | github.com/charmbracelet/x/etag | v0.2.0 | go.mod |
| Go | github.com/charmbracelet/x/exp/charmtone | v0.0.0-20260608090822-c3ad58c6c9e5 | go.mod |
| Go | github.com/charmbracelet/x/exp/ordered | v0.1.0 | go.mod |
| Go | github.com/charmbracelet/x/exp/slice | v0.0.0-20250904123553-b4e2667e5ad5 | go.mod |
| Go | github.com/charmbracelet/x/exp/strings | v0.1.0 | go.mod |
| Go | github.com/charmbracelet/x/powernap | v0.1.6 | go.mod |
| Go | github.com/charmbracelet/x/term | v0.2.2 | go.mod |
| Go | github.com/clipperhouse/displaywidth | v0.11.0 | go.mod |
| Go | github.com/clipperhouse/uax29/v2 | v2.7.0 | go.mod |
| Go | github.com/coder/hnsw | v0.6.1 | go.mod |
| Go | github.com/denisbrodbeck/machineid | v1.0.1 | go.mod |
| Go | github.com/disintegration/imaging | v1.6.2 | go.mod |
| Go | github.com/dustin/go-humanize | v1.0.1 | go.mod |
| Go | github.com/gen2brain/beeep | v0.11.2 | go.mod |
| Go | github.com/glebarez/sqlite | v1.11.0 | go.mod |
| Go | github.com/go-git/go-git/v5 | v5.19.1 | go.mod |
| Go | github.com/go-rod/rod | v0.116.2 | go.mod |
| Go | github.com/go-shiori/go-readability | v0.0.0-20251205110129-5db1dc9836f0 | go.mod |
| Go | github.com/google/uuid | v1.6.0 | go.mod |
| Go | github.com/gorilla/websocket | v1.5.3 | go.mod |
| Go | github.com/invopop/jsonschema | v0.14.0 | go.mod |
| Go | github.com/itchyny/gojq | v0.12.19 | go.mod |
| Go | github.com/jordanella/go-ansi-paintbrush | v0.0.0-20240728195301-b7ad996ecf3d | go.mod |
| Go | github.com/lucasb-eyer/go-colorful | v1.4.0 | go.mod |
| Go | github.com/mattn/go-isatty | v0.0.20 | go.mod |
| Go | github.com/mmonterroca/docxgo/v2 | v2.3.0 | go.mod |
| Go | github.com/modelcontextprotocol/go-sdk | v1.6.1 | go.mod |
| Go | github.com/pdfcpu/pdfcpu | v0.11.1 | go.mod |
| Go | github.com/pkg/browser | v0.0.0-20240102092130-5ac0b6a4141c | go.mod |
| Go | github.com/posthog/posthog-go | v1.15.0 | go.mod |
| Go | github.com/qdrant/go-client | v1.18.1 | go.mod |
| Go | github.com/qjebbs/go-jsons | v1.0.0-alpha.5 | go.mod |
| Go | github.com/rivo/uniseg | v0.4.7 | go.mod |
| Go | github.com/sahilm/fuzzy | v0.1.1 | go.mod |
| Go | github.com/shopspring/decimal | v1.4.0 | go.mod |
| Go | github.com/sourcegraph/jsonrpc2 | v0.2.1 | go.mod |
| Go | github.com/spf13/viper | v1.18.2 | go.mod |
| Go | github.com/stretchr/testify | v1.11.1 | go.mod |
| Go | github.com/tidwall/gjson | v1.19.0 | go.mod |
| Go | github.com/tidwall/sjson | v1.2.5 | go.mod |
| Go | github.com/zeebo/xxh3 | v1.1.0 | go.mod |
| Go | go.opentelemetry.io/otel | v1.44.0 | go.mod |
| Go | go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc | v1.44.0 | go.mod |
| Go | go.opentelemetry.io/otel/sdk | v1.44.0 | go.mod |
| Go | go.opentelemetry.io/otel/trace | v1.44.0 | go.mod |
| Go | golang.org/x/net | v0.55.0 | go.mod |
| Go | golang.org/x/sys | v0.45.0 | go.mod |
| Go | golang.org/x/text | v0.37.0 | go.mod |
| Go | gonum.org/v1/gonum | v0.17.0 | go.mod |
| Go | google.golang.org/grpc | v1.81.1 | go.mod |
| Go | google.golang.org/protobuf | v1.36.11 | go.mod |
| Go | gopkg.in/natefinch/lumberjack.v2 | v2.2.1 | go.mod |
| Go | gopkg.in/yaml.v3 | v3.0.1 | go.mod |
| Go | gorm.io/driver/mysql | v1.6.0 | go.mod |
| Go | gorm.io/driver/postgres | v1.6.0 | go.mod |
| Go | gorm.io/gorm | v1.31.1 | go.mod |
| Go | mvdan.cc/sh/v3 | v3.13.1 | go.mod |
All dependencies not collected
The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"agent-runtime",
"ai-agents",
"cli",
"golang",
"llm",
"mcp",
"rag",
"autonomous-agents",
"go",
"grpc",
"multi-agent",
"tui",
"agentic-ai",
"open-source",
"ai-agent",
"model-context-protocol",
"orchestration",
"sdk",
"agent-framework",
"workflow-automation"
],
"is_fork": false,
"size_kb": 149666,
"has_wiki": true,
"homepage": "https://seshat-ai.com/docs",
"languages": {
"Go": 6280381,
"Shell": 26705,
"Python": 9071,
"Makefile": 4783,
"PowerShell": 6972,
"Go Template": 620
},
"pushed_at": "2026-07-17T23:50:38Z",
"created_at": "2026-06-03T17:10:01Z",
"owner_type": "Organization",
"updated_at": "2026-07-17T23:50:21Z",
"description": "Open-source Go agent runtime for autonomous AI systems and multi-agent automation. MCP, RAG, 15+ LLM providers and 60+ built-in tools in a single binary.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "main",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Go",
"significant_languages": [
"Go"
]
},
"owner": {
"blog": null,
"name": null,
"type": "Organization",
"login": "KPO-Tech",
"company": null,
"location": null,
"followers": 0,
"avatar_url": "https://avatars.githubusercontent.com/u/297721300?v=4",
"created_at": "2026-06-28T21:09:08Z",
"is_verified": null,
"public_repos": 4,
"account_age_days": 21
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases_count": 4,
"commits_last_year": 306,
"latest_release_at": "2026-07-17T23:52:55Z",
"latest_release_tag": "v0.2.2",
"releases_from_tags": false,
"days_since_last_push": 2,
"active_weeks_last_year": 7,
"days_since_latest_release": 2,
"mean_days_between_releases": 8.4
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 87,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "github.com/KPO-Tech/seshat",
"exists": true,
"license": null,
"keywords": [],
"ecosystem": "go",
"matches_repo": true,
"registry_url": "https://pkg.go.dev/github.com/KPO-Tech/seshat",
"is_deprecated": false,
"latest_version": "v0.2.2",
"repository_url": "https://github.com/KPO-Tech/seshat",
"versions_count": 4,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": null,
"latest_published_at": "2026-07-17T23:50:16Z",
"latest_version_yanked": null,
"days_since_latest_publish": 2
}
]
},
"popularity": {
"forks": 0,
"stars": 4,
"watchers": 0,
"open_issues_and_prs": 25
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"example",
"examples"
],
"has_llms_txt": false,
"has_dockerfile": true,
"has_mcp_signal": true,
"bootstrap_files": [
"Makefile",
"internal/seshattui/ui/diffview/Taskfile.yaml"
],
"api_schema_files": [
"pkg/grpc/proto/seshat.proto"
],
"has_devcontainer": false,
"typecheck_configs": [],
"largest_source_bytes": 137022,
"source_files_sampled": 873,
"oversized_source_files": 8,
"agent_instruction_files": [
"AGENTS.md"
],
"agent_instruction_max_bytes": 5853
},
"dependencies": {
"manifests": [
"go.mod"
],
"ecosystems": [
"go"
],
"dependencies": [
{
"name": "charm.land/bubbles/v2",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v2.1.0"
},
{
"name": "charm.land/bubbletea/v2",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v2.0.7"
},
{
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}
],
"max_points": 36
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{
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{
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]
},
{
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"note": null,
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"cap": null,
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"signals": [],
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"components": [
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{
"code": "abandonment_unverified",
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],
"max_points": 100
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]
}
],
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},
{
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"band": "at_risk",
"name": "Community & Adoption",
"value": 47,
"weight": 0.18,
"metrics": [
{
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"note": null,
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"growth_factor_pct": 100,
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"components": [
{
"key": "stars",
"name": "Stars",
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"points": 7.7,
"status": "partial",
"details": [
{
"code": "stars",
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"count": 4
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}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "0 forks",
"points": 0,
"status": "missed",
"details": [
{
"code": "forks",
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"count": 0
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}
],
"max_points": 25
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{
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{
"code": "watchers",
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"count": 0
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}
],
"max_points": 15
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]
},
{
"key": "community_health",
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"note": null,
"notes": [],
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"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
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{
"key": "license",
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"status": "met",
"details": [
{
"code": "license_standard",
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{
"code": "license_spdx",
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],
"max_points": 22.5
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{
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{
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{
"key": "issue_template",
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"points": 0,
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{
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"max_points": 6.3
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]
}
],
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},
{
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"note": null,
"notes": [],
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"components": [
{
"key": "bus_factor",
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"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
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}
],
"max_points": 54
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{
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"status": "missed",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 100
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}
],
"max_points": 22.5
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{
"key": "contributor_breadth",
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{
"code": "contributors_sampled",
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"count": 1
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}
],
"max_points": 13.5
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{
"key": "openssf_scorecard_contributors",
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"points": 0,
"status": "missed",
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"max_points": 10
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]
},
{
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"note": null,
"notes": [],
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"closed_unmerged_prs": 7
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"components": [
{
"key": "issue_resolution",
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"points": 5,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
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}
],
"max_points": 46.75
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{
"key": "pr_acceptance",
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"status": "partial",
"details": [
{
"code": "decided_prs_merged",
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],
"max_points": 38.25
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{
"key": "openssf_scorecard_code_review",
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"points": 0,
"status": "missed",
"details": [],
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]
},
{
"key": "stewardship",
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"notes": [],
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"inputs": {
"followers": 0,
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"is_verified": null,
"owner_login": "KPO-Tech",
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"components": [
{
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{
"code": "owner_organization",
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],
"max_points": 30
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{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
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"max_points": 20
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{
"key": "owner_reach",
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"points": 0,
"status": "missed",
"details": [
{
"code": "owner_followers",
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"count": 0,
"login": "KPO-Tech"
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],
"max_points": 25
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{
"key": "track_record",
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"detail": "4 public repos, account ~0 yr old",
"points": 5.2,
"status": "partial",
"details": [
{
"code": "public_repos",
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"count": 4
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},
{
"code": "account_age_years",
"params": {
"years": 0
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}
],
"max_points": 25
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]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
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"inputs": {
"packages": [
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"ecosystems": "go",
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"components": [
{
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"detail": "1 package(s) on go",
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"details": [
{
"code": "packages_published",
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"count": 1,
"ecosystems": "go"
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}
],
"max_points": 25
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{
"key": "publish_recency",
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"detail": "latest publish 2 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 2
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}
],
"max_points": 35
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{
"key": "version_history",
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"detail": "4 published versions",
"points": 12,
"status": "partial",
"details": [
{
"code": "published_versions",
"params": {
"count": 4
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}
],
"max_points": 20
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{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
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}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
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"weight": 0.2,
"metrics": [
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"key": "engineering_practices",
"band": "good",
"name": "Engineering practices",
"note": null,
"notes": [],
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"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "2 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
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"count": 2
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}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
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"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": ".golangci.yml",
"points": 16,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".golangci.yml"
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],
"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",
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"points": 16,
"status": "partial",
"details": [],
"max_points": 20
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]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
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"golang",
"llm",
"mcp",
"rag",
"autonomous-agents",
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"components": [
{
"key": "readme",
"name": "README",
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"details": [],
"max_points": 30
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{
"key": "documentation_directory",
"name": "Documentation directory",
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{
"key": "documentation_homepage_site",
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{
"key": "repository_description",
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"points": 10,
"status": "met",
"details": [],
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{
"key": "topics",
"name": "Topics",
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"code": "topics_count",
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}
],
"max_points": 10
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{
"key": "wiki",
"name": "Wiki",
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"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
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{
"key": "security",
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"weight": 0.16,
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"key": "security_posture",
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"notes": [
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"code": "excluded_no_data",
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"components": [
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},
{
"code": "weights_renormalized",
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],
"value": 14,
"inputs": {
"source": "openssf_scorecard",
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"checks_inconclusive": 2,
"scorecard_aggregate": 1.4
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"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
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"points": 6,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
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],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
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"status": "partial",
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{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
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},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/12 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "dangerous workflow patterns detected",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "project was created within the last 90 days. Please review its contents carefully",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
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],
"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 detected",
"points": 2,
"status": "partial",
"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": "15 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "excellent",
"name": "AI Readiness",
"value": 88,
"weight": 0,
"metrics": [
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"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",
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 75,
"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [
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"agent_instruction_max_bytes": 5853
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"components": [
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"key": "agent_instructions",
"name": "Agent instructions",
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"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "AGENTS.md"
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}
],
"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, Automated maintenance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 88,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
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],
"has_dockerfile": true,
"typed_language": true,
"bootstrap_files": [
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"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile, internal/seshattui/ui/diffview/Taskfile.yaml",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile, internal/seshattui/ui/diffview/Taskfile.yaml"
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}
],
"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",
"points": 11,
"status": "met",
"details": [
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"code": "file_list",
"params": {
"files": ".golangci.yml"
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}
],
"max_points": 11
},
{
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{
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}
}
],
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},
{
"key": "reproducible_environment",
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"detail": "Dockerfile, lockfile",
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"status": "met",
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{
"code": "file_list",
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}
}
],
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},
{
"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",
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"details": [
{
"code": "no_data",
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}
],
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},
{
"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": [],
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}
]
},
{
"key": "ai_code_legibility",
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"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 100,
"inputs": {
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"largest_source_bytes": 137022,
"source_files_sampled": 873,
"oversized_source_files": 8
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Go (statically typed)",
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"details": [
{
"code": "statically_typed_language",
"params": {
"language": "Go"
}
}
],
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},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "8/873 source files over 60KB",
"points": 54.5,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
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}
}
],
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}
]
},
{
"key": "ai_interfaces",
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"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"example_dirs": [
"example",
"examples"
],
"has_mcp_signal": true,
"api_schema_files": [
"pkg/grpc/proto/seshat.proto"
]
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": "pkg/grpc/proto/seshat.proto",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "pkg/grpc/proto/seshat.proto"
}
}
],
"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": "example, examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "example, examples"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
],
"report_type": "repository",
"generated_at": "2026-07-20T10:00:48.412268Z",
"schema_version": "0.15.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/k/KPO-Tech/seshat.svg",
"full_name": "KPO-Tech/seshat",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.15.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — Go.