Open Science AI Tools for Systematic, Protocol-Based Literature Reviews
Open-and-Sustainable/prismaid holds a health index of 64 out of 100, placing it in the Moderate band. It scores highest on Vitality (80/100) and lowest on AI Readiness (39/100). It was last updated today. A single contributor accounts for most of its recent work.
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.
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.
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| Go | github.com/open-and-sustainable/prismaid | v0.16.0 | - | 45 | 0 days ago | — |
| PyPI | prismaid | 0.16.0 | - | 32 | 0 days ago | aiopen-sciencesystematic-reviews |
Is the project alive — is code being written and are releases shipping?
| 36/36 | Push recency — last push 0 days ago |
| 10.4/36 | Commit cadence — 15/52 weeks with commits |
| 18/18 | Commit volume — 118 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
| commits_last_year | 118 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 15 |
| 27/27 | Ships releases — 47 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 27/27 | Release cadence — a release every ~19.6 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
| releases_count | 47 |
| latest_release_tag | v0.16.0 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 19.6 |
Does the project have users, downloads, attention, and a welcoming setup for contributors?
| 21.4/60 | Stars — 22 stars |
| 2.5/25 | Forks — 3 forks |
| 0/15 | Watchers — 1 watchers |
| forks | 3 |
| stars | 22 |
| watchers | 1 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (AGPL-3.0) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | no |
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0.4/22.5 | Commit distribution — top contributor authored 98% of commits |
| 4.1/13.5 | Contributor breadth — 3 contributors |
| 6/10 | OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
| bus_factor | 1 |
| contributors_sampled | 3 |
| top_contributor_share | 0.983 |
| 45.3/46.8 | Issue resolution — 97% of issues closed |
| 35.9/38.3 | PR acceptance — 166/177 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| merged_prs | 166 |
| open_issues | 2 |
| closed_issues | 62 |
| issue_closed_ratio | 0.969 |
| closed_unmerged_prs | 11 |
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 4.3/25 | Owner reach — 3 followers of open-and-sustainable |
| 11.3/25 | Track record — 8 public repos, account ~2 yr old |
| followers | 3 |
| owner_type | Organization |
| is_verified | — |
| owner_login | open-and-sustainable |
| public_repos | 8 |
| account_age_days | 790 |
| 25/25 | Published & resolvable — 2 package(s) on go, pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 45 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
| packages | github.com/open-and-sustainable/prismaid, prismaid |
| ecosystems | go, pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Are baseline engineering and documentation practices in place?
| 24/24 | CI workflows — 5 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 19 out of 19 merged PRs checked by a CI test -- score normalized to 10 |
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://prismaid.review |
| 10/10 | Repository description |
| 10/10 | Topics — 4 topics |
| 0/10 | Wiki |
| topics | systematic-literature-reviews, generative-ai, open-science, open-source |
| has_wiki | no |
| homepage | https://prismaid.review |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
| 3/7.5 | Binary-Artifacts — binaries present in source code |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 19 out of 19 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 1.5/2.5 | Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 5/5 | SAST — SAST tool is run on all commits |
| 5/5 | 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 |
| 0.8/7.5 | Vulnerabilities — 9 existing vulnerabilities detected |
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 5 |
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.
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 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 |
| has_nix | no |
| has_tests | yes |
| lockfiles | go.sum |
| has_dockerfile | yes |
| typed_language | yes |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
| 45/45 | Type-checkable code — Go (statically typed) |
| 54.3/55 | Manageable file sizes — 1/83 source files over 60KB |
| primary_language | Go |
| largest_source_bytes | 68,615 |
| source_files_sampled | 83 |
| oversized_source_files | 1 |
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP server |
| 0/40 | Runnable examples |
| example_dirs | — |
| has_mcp_signal | yes |
| api_schema_files | — |
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).
| 4 | Binary-Artifacts | binaries present in source code |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 19 out of 19 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 6 | Contributors | project has 2 contributing companies or organizations -- score normalized to 6 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 10 | SAST | SAST tool is run on all commits |
| 10 | 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 |
| 1 | Vulnerabilities | 9 existing vulnerabilities detected |
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| Go | github.com/BurntSushi/toml | v1.6.0 | go.mod |
| Go | github.com/PuerkitoBio/goquery | v1.12.0 | go.mod |
| Go | github.com/cqroot/prompt | v0.9.4 | go.mod |
| Go | github.com/fumiama/go-docx | v0.0.0-20250506085032-0c30fd09304b | go.mod |
| Go | github.com/k3a/html2text | v1.4.0 | go.mod |
| Go | github.com/ledongthuc/pdf | v0.0.0-20250511090121-5959a4027728 | go.mod |
| Go | github.com/mark3labs/mcp-go | v0.55.1 | go.mod |
| Go | github.com/open-and-sustainable/alembica | v0.3.4 | go.mod |
| Go | github.com/pdfcpu/pdfcpu | v0.13.0 | go.mod |
| Go | github.com/santhosh-tekuri/jsonschema/v6 | v6.0.2 | go.mod |
| Go | github.com/tggo/goRDFlib | v0.1.13 | go.mod |
| Go | golang.org/x/sync | v0.21.0 | go.mod |
| Go | gopkg.in/yaml.v3 | v3.0.1 | go.mod |
Full resolved dependency set from the GitHub dependency graph: 13 direct and 105 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| Go | github.com/burntsushi/toml | v1.6.0 | direct |
| Go | github.com/cqroot/prompt | v0.9.4 | direct |
| Go | github.com/fumiama/go-docx | v0.0.0-20250506085032-0c30fd09304b | direct |
| Go | github.com/k3a/html2text | v1.4.0 | direct |
| Go | github.com/ledongthuc/pdf | v0.0.0-20250511090121-5959a4027728 | direct |
| Go | github.com/mark3labs/mcp-go | v0.55.1 | direct |
| Go | github.com/open-and-sustainable/alembica | v0.3.4 | direct |
| Go | github.com/pdfcpu/pdfcpu | v0.13.0 | direct |
| Go | github.com/puerkitobio/goquery | v1.12.0 | direct |
| Go | github.com/santhosh-tekuri/jsonschema/v6 | v6.0.2 | direct |
| Go | github.com/tggo/gordflib | v0.1.13 | direct |
| Go | golang.org/x/sync | v0.21.0 | direct |
| Go | gopkg.in/yaml.v3 | v3.0.1 | direct |
| Go | cloud.google.com/go | v0.123.0 | indirect |
| Go | cloud.google.com/go/auth | v0.20.0 | indirect |
| Go | cloud.google.com/go/compute/metadata | v0.9.0 | indirect |
| Go | github.com/andybalholm/cascadia | v1.3.4 | indirect |
| Go | github.com/anthropics/anthropic-sdk-go | v1.52.0 | indirect |
| Go | github.com/atotto/clipboard | v0.1.4 | indirect |
| Go | github.com/aws/aws-sdk-go-v2 | v1.42.0 | indirect |
| Go | github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream | v1.7.13 | indirect |
| Go | github.com/aws/aws-sdk-go-v2/config | v1.32.25 | indirect |
| Go | github.com/aws/aws-sdk-go-v2/credentials | v1.19.24 | indirect |
| Go | github.com/aws/aws-sdk-go-v2/feature/ec2/imds | v1.18.29 | indirect |
| Go | github.com/aws/aws-sdk-go-v2/internal/configsources | v1.4.29 | indirect |
| Go | github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 | v2.7.29 | indirect |
| Go | github.com/aws/aws-sdk-go-v2/internal/v4a | v1.4.30 | indirect |
| Go | github.com/aws/aws-sdk-go-v2/service/bedrockruntime | v1.54.0 | indirect |
| Go | github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding | v1.13.12 | indirect |
| Go | github.com/aws/aws-sdk-go-v2/service/internal/presigned-url | v1.13.29 | indirect |
| Go | github.com/aws/aws-sdk-go-v2/service/signin | v1.2.0 | indirect |
| Go | github.com/aws/aws-sdk-go-v2/service/sso | v1.31.3 | indirect |
| Go | github.com/aws/aws-sdk-go-v2/service/ssooidc | v1.36.6 | indirect |
| Go | github.com/aws/aws-sdk-go-v2/service/sts | v1.43.3 | indirect |
| Go | github.com/aws/smithy-go | v1.27.2 | indirect |
| Go | github.com/aymanbagabas/go-osc52/v2 | v2.0.1 | indirect |
| Go | github.com/bahlo/generic-list-go | v0.2.0 | indirect |
| Go | github.com/buger/jsonparser | v1.2.0 | indirect |
| Go | github.com/cayleygraph/quad | v1.3.0 | indirect |
| Go | github.com/cespare/xxhash/v2 | v2.3.0 | indirect |
| Go | github.com/charmbracelet/bubbles | v1.0.0 | indirect |
| Go | github.com/charmbracelet/bubbletea | v1.3.10 | indirect |
| Go | github.com/charmbracelet/colorprofile | v0.4.3 | indirect |
| Go | github.com/charmbracelet/lipgloss | v1.1.0 | indirect |
| Go | github.com/charmbracelet/x/ansi | v0.11.7 | indirect |
| Go | github.com/charmbracelet/x/cellbuf | v0.0.15 | indirect |
| Go | github.com/charmbracelet/x/term | v0.2.2 | indirect |
| Go | github.com/clipperhouse/displaywidth | v0.11.0 | indirect |
| Go | github.com/clipperhouse/uax29/v2 | v2.7.0 | indirect |
| Go | github.com/cohere-ai/cohere-go/v2 | v2.18.0 | indirect |
| Go | github.com/cohesion-org/deepseek-go | v1.4.0 | indirect |
| Go | github.com/cqroot/multichoose | v0.1.1 | indirect |
| Go | github.com/dlclark/regexp2 | v1.12.0 | indirect |
| Go | github.com/erikgeiser/coninput | v0.0.0-20211004153227-1c3628e74d0f | indirect |
| Go | github.com/felixge/httpsnoop | v1.1.0 | indirect |
| Go | github.com/fumiama/imgsz | v0.0.4 | indirect |
| Go | github.com/go-logr/logr | v1.4.3 | indirect |
| Go | github.com/go-logr/stdr | v1.2.2 | indirect |
| Go | github.com/google/go-cmp | v0.7.0 | indirect |
| Go | github.com/google/jsonschema-go | v0.4.3 | indirect |
| Go | github.com/google/s2a-go | v0.1.9 | indirect |
| Go | github.com/google/uuid | v1.6.0 | indirect |
| Go | github.com/googleapis/enterprise-certificate-proxy | v0.3.17 | indirect |
| Go | github.com/googleapis/gax-go/v2 | v2.22.0 | indirect |
| Go | github.com/gorilla/websocket | v1.5.3 | indirect |
| Go | github.com/hhrutter/lzw | v1.0.0 | indirect |
| Go | github.com/hhrutter/pkcs7 | v0.2.2 | indirect |
| Go | github.com/hhrutter/tiff | v1.0.3 | indirect |
| Go | github.com/invopop/jsonschema | v0.14.0 | indirect |
| Go | github.com/joho/godotenv | v1.5.1 | indirect |
| Go | github.com/lucasb-eyer/go-colorful | v1.4.0 | indirect |
| Go | github.com/mailru/easyjson | v0.9.2 | indirect |
| Go | github.com/mattn/go-isatty | v0.0.22 | indirect |
| Go | github.com/mattn/go-localereader | v0.0.1 | indirect |
| Go | github.com/mattn/go-runewidth | v0.0.24 | indirect |
| Go | github.com/muesli/ansi | v0.0.0-20230316100256-276c6243b2f6 | indirect |
| Go | github.com/muesli/cancelreader | v0.2.2 | indirect |
| Go | github.com/muesli/termenv | v0.16.0 | indirect |
| Go | github.com/ollama/ollama | v0.30.10 | indirect |
| Go | github.com/openai/openai-go/v3 | v3.41.0 | indirect |
| Go | github.com/pb33f/ordered-map/v2 | v2.3.1 | indirect |
| Go | github.com/piprate/json-gold | v0.8.0 | indirect |
| Go | github.com/pkg/errors | v0.9.1 | indirect |
| Go | github.com/pkoukk/tiktoken-go | v0.1.8 | indirect |
| Go | github.com/pquerna/cachecontrol | v0.2.0 | indirect |
| Go | github.com/rivo/uniseg | v0.4.7 | indirect |
| Go | github.com/sashabaranov/go-openai | v1.41.2 | indirect |
| Go | github.com/spf13/cast | v1.10.0 | indirect |
| Go | github.com/standard-webhooks/standard-webhooks/libraries | v0.0.1 | indirect |
| Go | github.com/tidwall/gjson | v1.19.0 | indirect |
| Go | github.com/tidwall/match | v1.2.0 | indirect |
| Go | github.com/tidwall/pretty | v1.2.1 | indirect |
| Go | github.com/tidwall/sjson | v1.2.5 | indirect |
| Go | github.com/wk8/go-ordered-map/v2 | v2.1.8 | indirect |
| Go | github.com/xeipuuv/gojsonpointer | v0.0.0-20190905194746-02993c407bfb | indirect |
| Go | github.com/xeipuuv/gojsonreference | v0.0.0-20180127040603-bd5ef7bd5415 | indirect |
| Go | github.com/xeipuuv/gojsonschema | v1.2.0 | indirect |
| Go | github.com/xo/terminfo | v0.0.0-20220910002029-abceb7e1c41e | indirect |
| Go | github.com/yosida95/uritemplate/v3 | v3.0.2 | indirect |
| Go | go.opentelemetry.io/auto/sdk | v1.2.1 | indirect |
| Go | go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp | v0.69.0 | indirect |
| Go | go.opentelemetry.io/otel | v1.44.0 | indirect |
| Go | go.opentelemetry.io/otel/metric | v1.44.0 | indirect |
| Go | go.opentelemetry.io/otel/trace | v1.44.0 | indirect |
| Go | go.yaml.in/yaml/v4 | v4.0.0-rc.6 | indirect |
| Go | golang.org/x/crypto | v0.53.0 | indirect |
| Go | golang.org/x/image | v0.43.0 | indirect |
| Go | golang.org/x/net | v0.56.0 | indirect |
| Go | golang.org/x/sys | v0.46.0 | indirect |
| Go | golang.org/x/text | v0.38.0 | indirect |
| Go | google.golang.org/api | v0.286.0 | indirect |
| Go | google.golang.org/genai | v1.62.0 | indirect |
| Go | google.golang.org/genproto | v0.0.0-20260622175928-b703f567277d | indirect |
| Go | google.golang.org/genproto/googleapis/api | v0.0.0-20260622175928-b703f567277d | indirect |
| Go | google.golang.org/genproto/googleapis/rpc | v0.0.0-20260622175928-b703f567277d | indirect |
| Go | google.golang.org/grpc | v1.81.1 | indirect |
| Go | google.golang.org/protobuf | v1.36.11 | indirect |
| Go | gopkg.in/yaml.v2 | v2.4.0 | indirect |
{
"data": {
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},
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},
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{
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},
{
"name": "prismaid",
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"license": "AGPL-3.0-only",
"keywords": [
"AI",
"open science",
"systematic reviews",
"Intended Audience :: Developers",
"License :: OSI Approved :: GNU Affero General Public License v3",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3",
"Topic :: Scientific/Engineering :: Information Analysis"
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"name": "Documentation / homepage site",
"detail": "https://prismaid.review",
"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": "4 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 4
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 50,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 18,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 0,
"scorecard_aggregate": 5
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "binaries present in source code",
"points": 3,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection is not maximal on development and all release branches",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "19 out of 19 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"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 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 2 contributing companies or organizations -- score normalized to 6",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is run on all commits",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"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": "9 existing vulnerabilities detected",
"points": 0.8,
"status": "partial",
"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": 1
},
"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": "at_risk",
"name": "AI Readiness",
"value": 39,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"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": 52,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"go.sum"
],
"has_dockerfile": true,
"typed_language": true,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "Go (statically typed)",
"points": 11,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "Go"
}
}
],
"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": 68615,
"source_files_sampled": 83,
"oversized_source_files": 1
},
"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": "1/83 source files over 60KB",
"points": 54.3,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 83,
"oversized": 1
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "critical",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 20,
"inputs": {
"example_dirs": [],
"has_mcp_signal": true,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 20,
"status": "met",
"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": "2026-07-17T02:27:48.268996Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/o/Open-and-Sustainable/prismaid.svg",
"full_name": "Open-and-Sustainable/prismaid",
"license_state": "standard",
"license_spdx": "AGPL-3.0"
}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 v0.11.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — Go, PyPI.