Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-12 04:26 UTC

cohere-ai / melody

Templating rendering and generation parsing for Cohere models.

Rust · Jinja · Go TemplateMIT★ 1 star⑂ 2 forkssince Oct 2025View on GitHub ↗
KindLibraryCommand-line toolhow this is determined

cohere-ai/melody holds a health index of 77 out of 100, placing it in the Good band. It scores highest on Vitality (90/100) and lowest on Community & Adoption (42/100). It was last updated today. A single contributor accounts for most of its recent work.

77
overall / 100
Good

Software health index

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

77
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

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

The weighted overall 66 is calibrated to 77 on the published index scale (record calibration 2026-08-02).

Ownership

CohereOrganization · verified domain
1,430 followers65 public repossince Sep 2019

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
Gogithub.com/cohere-ai/melodyv0.14.0-511 day ago—
PyPIcohere_melody0.14.0161,676241 day agocoherellmtemplatingparsing

Metrics by category

Vitality

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

90Excellent · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
25.6/36Commit cadence — 37/52 weeks with commits
18/18Commit volume — 158 commits in the last year
10/10OpenSSF Scorecard: Maintained — 21 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year158
human_commit_share0.92
days_since_last_push0
active_weeks_last_year37
How it's scored
27/27Ships releases — 36 releases published
36/36Release recency — latest release 1 days ago
27/27Release cadence — a release every ~6.1 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count36
latest_release_tagv0.14.0
releases_from_tagsno
days_since_latest_release1
mean_days_between_releases6.1

Community & Adoption

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

42Weak · 17% of overall
How it's scored
0/60Stars — 1 stars
0/25Forks — 2 forks
0/15Watchers — 0 watchers
Inputs used
forks2
stars1
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges0
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateyes
How it's scored
69.4/80Monthly downloads — 161,676 downloads/month across go, pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesgithub.com/cohere-ai/melody, cohere_melody
dependents—
ecosystemsgo, pypi
total_downloads—
monthly_downloads161,676
unverified_packages_excluded—
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

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

69Good · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
9.2/22.5Commit distribution — top contributor authored 59% of commits
8.1/13.5Contributor breadth — 6 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled6
top_contributor_share0.593
How it's scored
0/42Issue resolution — no issues or no data
27/30PR acceptance — 127/141 decided PRs merged
0/13Newcomer PR acceptance — 0/1 first-time contributors' PRs merged in 30d
9/15OpenSSF Scorecard: Code-Review — Found 18/27 approved changesets -- score normalized to 6
Inputs used
merged_prs127
open_issues0
closed_issues0
prs_merged_7d3
prs_decided_7d4
prs_merged_30d8
prs_decided_30d10
issue_closed_ratio—
closed_unmerged_prs14
first_time_authors_30d1
first_time_prs_merged_30d0
first_time_prs_decided_30d1
Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
22.7/25Owner reach — 1,430 followers of cohere-ai
25/25Track record — 65 public repos, account ~7 yr old
Inputs used
followers1,430
owner_typeOrganization
is_verifiedyes
owner_logincohere-ai
public_repos65
account_age_days2,565

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 2 package(s) on go, pypi
35/35Publish recency — latest publish 1 days ago
20/20Version history — 51 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/cohere-ai/melody, cohere_melody
ecosystemsgo, pypi
any_deprecatedno
min_days_since_publish1

Engineering Quality

Are baseline engineering and documentation practices in place?

66Good · 19% of overall
How it's scored
24/24CI workflows — 9 workflow(s)
24/24Tests present
16/16Linter config — .ruff.toml, Cargo.toml ([lints])
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno
How it's scored
30/30README
0/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
0/10Wiki
Inputs used
topics—
has_wikino
homepage—
docs_site—
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

52Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
4.5/7.5Code-Review — Found 18/27 approved changesets -- score normalized to 6
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 21 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
2.2/7.5Vulnerabilities — 7 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate5
How it's scored
13/35Direct dependencies free of known advisories — 2 affected: pyo3 0.27.2 (high 7.5), anyhow 1.0.102 (unknown)
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
33.7/40No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 92 days ago
Inputs used
sourceosv
advisories10
affected_packages6
assessed_packages259
unassessed_packages6
affected_by_severityhigh 1, low 1, unknown 4
direct_affected_packages2
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 259 resolved dependencies against OSV. 6 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

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

75Good · 4% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 92 of 92 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share1
agent_instruction_files—
agent_instruction_max_bytes—
How it's scored
18/18One-command bootstrap — Makefile, vendor/github.com/buger/jsonparser/Makefile
22/22Automated tests
11/11Lint / format config — .ruff.toml, Cargo.toml ([lints])
11/11Static type checking — tests/templating/jinja/python/.mypy.ini
10/10Reproducible environment — Dockerfile, lockfile
4/10Demonstrated agent practice — 2 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 8 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesCargo.lock, go.sum
has_dockerfileyes
typed_languageyes
bootstrap_filesMakefile, vendor/github.com/buger/jsonparser/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configstests/templating/jinja/python/.mypy.ini
agent_commit_share0.02
toolchain_manifestsCargo.toml, go.mod, template_generation/Cargo.toml
dependency_bot_commit_share0.08
How it's scored
45/45Type-checkable code — Rust (statically typed)
52.4/55Manageable file sizes — 2/43 source files over 60KB
Inputs used
primary_languageRust
largest_source_bytes100,448
source_files_sampled43
oversized_source_files2
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
0/20MCP server — not applicable to this kind of software
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto), MCP server. Remaining weights renormalized.

Key facts

1GitHub stars
6contributors
158commits, last 12 months
0days since last push
36releases
1bus factor
0open issues
crates.io, Go, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch crates package 'melody-parsing' from its registry
  • Could not fetch crates package 'template_generation' from its registry

More detail

Star and fork history 0 ★ / 2 ⇿
0Stars
2Forks
28Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

111222212026-022026-052026-08
Major 0Minor 8Patch 20
OpenSSF Scorecard 5.0 / 10
5.0aggregate

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 · 2026-09-12 04:26 UTC

10Binary-Artifactsno binaries found in the repo
4Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
6Code-ReviewFound 18/27 approved changesets -- score normalized to 6
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained21 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
3Vulnerabilities7 existing vulnerabilities detected
Direct dependencies 20
RegistryPackageVersion constraintManifest
crates.ioserde_json1.0Cargo.toml
crates.ioregex1.10Cargo.toml
crates.iolog0.4Cargo.toml
crates.iopyo30.27.1Cargo.toml
crates.iopythonize0.27Cargo.toml
crates.iotokenizers0.22.1Cargo.toml
crates.iolibc0.2.140Cargo.toml
crates.ioliquid0.26.11Cargo.toml
crates.iominijinja2.14.0Cargo.toml
crates.ioserde1.0.228Cargo.toml
crates.ioserde_path_to_error0.1.20Cargo.toml
crates.iothiserror2Cargo.toml
Gogithub.com/buger/jsonparserv1.1.2go.mod
Gogithub.com/mailru/easyjsonv0.9.1go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
crates.ioclap4.5template_generation/Cargo.toml
crates.ioserde1.0template_generation/Cargo.toml
crates.ioserde_yaml0.9template_generation/Cargo.toml
crates.ioanyhow1.0template_generation/Cargo.toml
crates.ioregex1.12.3template_generation/Cargo.toml
All dependencies 265

Full resolved dependency set from the GitHub dependency graph: 23 direct and 242 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
crates.ioanyhow—direct
crates.ioanyhow1.0.102direct
crates.ioclap—direct
crates.ioclap4.5.60direct
crates.iolibc0.2.178direct
crates.ioliquid0.26.11direct
crates.iolog0.4.29direct
crates.iominijinja2.16.0direct
crates.iopyo30.27.2direct
crates.iopythonize0.27.0direct
crates.ioregex—direct
crates.ioregex1.12.3direct
crates.ioserde—direct
crates.ioserde1.0.228direct
crates.ioserde_json1.0.145direct
crates.ioserde_path_to_error0.1.20direct
crates.ioserde_yaml—direct
crates.ioserde_yaml0.9.34+deprecateddirect
crates.iothiserror2.0.17direct
crates.iotokenizers0.22.2direct
Gogithub.com/buger/jsonparserv1.1.2direct
Gogithub.com/mailru/easyjsonv0.9.1direct
Gogithub.com/stretchr/testifyv1.11.1direct
crates.ioadler22.0.1indirect
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crates.ioaho-corasick1.1.4indirect
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crates.iocc1.2.49indirect
crates.iocfg-if1.0.4indirect
crates.ioclap_builder4.5.60indirect
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crates.iocrossbeam-deque0.8.6indirect
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crates.iomemchr2.7.6indirect
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crates.ior-efi5.3.0indirect
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crates.iorustls-pki-types1.13.1indirect
crates.iorustls-webpki0.103.13indirect
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crates.ioserde_core1.0.228indirect
crates.ioserde_derive1.0.228indirect
crates.iosha20.10.9indirect
crates.ioshlex1.3.0indirect
crates.iosimd-adler320.3.8indirect
crates.iosmallvec1.15.1indirect
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crates.iostable_deref_trait1.2.1indirect
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crates.iosubtle2.6.1indirect
crates.iosyn2.0.111indirect
crates.iosynstructure0.13.2indirect
crates.iotarget-lexicon0.13.3indirect
crates.ioterminal_size0.4.4indirect
crates.iothiserror-impl2.0.17indirect
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crates.iounit-prefix0.5.2indirect
crates.iounsafe-libyaml0.2.11indirect
crates.iountrusted0.9.0indirect
crates.ioureq2.12.1indirect
crates.iourl2.5.7indirect
crates.ioutf8_iter1.0.4indirect
crates.ioutf8parse0.2.2indirect
crates.ioversion_check0.9.5indirect
crates.iowasi0.11.1+wasi-snapshot-preview1indirect
crates.iowasip21.0.1+wasi-0.2.4indirect
crates.iowasm-bindgen0.2.106indirect
crates.iowasm-bindgen-macro0.2.106indirect
crates.iowasm-bindgen-macro-support0.2.106indirect
crates.iowasm-bindgen-shared0.2.106indirect
crates.ioweb-time1.1.0indirect
crates.iowebpki-roots0.26.11indirect
crates.iowebpki-roots1.0.4indirect
crates.iowinapi0.3.9indirect
crates.iowinapi-i686-pc-windows-gnu0.4.0indirect
crates.iowinapi-x86_64-pc-windows-gnu0.4.0indirect
crates.iowindows-link0.2.1indirect
crates.iowindows-sys0.52.0indirect
crates.iowindows-sys0.59.0indirect
crates.iowindows-sys0.60.2indirect
crates.iowindows-sys0.61.2indirect
crates.iowindows-targets0.52.6indirect
crates.iowindows-targets0.53.5indirect
crates.iowindows_aarch64_gnullvm0.52.6indirect
crates.iowindows_aarch64_gnullvm0.53.1indirect
crates.iowindows_aarch64_msvc0.52.6indirect
crates.iowindows_aarch64_msvc0.53.1indirect
crates.iowindows_i686_gnu0.52.6indirect
crates.iowindows_i686_gnu0.53.1indirect
crates.iowindows_i686_gnullvm0.52.6indirect
crates.iowindows_i686_gnullvm0.53.1indirect
crates.iowindows_i686_msvc0.52.6indirect
crates.iowindows_i686_msvc0.53.1indirect
crates.iowindows_x86_64_gnu0.52.6indirect
crates.iowindows_x86_64_gnu0.53.1indirect
crates.iowindows_x86_64_gnullvm0.52.6indirect
crates.iowindows_x86_64_gnullvm0.53.1indirect
crates.iowindows_x86_64_msvc0.52.6indirect
crates.iowindows_x86_64_msvc0.53.1indirect
crates.iowit-bindgen0.46.0indirect
crates.iowriteable0.6.2indirect
crates.ioyansi1.0.1indirect
crates.ioyoke0.8.1indirect
crates.ioyoke-derive0.8.1indirect
crates.iozerocopy0.8.31indirect
crates.iozerocopy-derive0.8.31indirect
crates.iozerofrom0.1.6indirect
crates.iozerofrom-derive0.1.6indirect
crates.iozeroize1.8.2indirect
crates.iozerotrie0.2.3indirect
crates.iozerovec0.11.5indirect
crates.iozerovec-derive0.11.2indirect
Gogithub.com/davecgh/go-spewv1.1.1indirect
Gogithub.com/pmezard/go-difflibv1.0.0indirect
Gogopkg.in/yaml.v3v3.0.1indirect
PyPIjinja23.1.6indirect
PyPImaturin—indirect
PyPIminijinja2.15.1indirect
PyPImypy1.19.1indirect
PyPIpytest9.0.3indirect
PyPIrequests2.33.0indirect
PyPIruff0.15.1indirect
Dependency advisories 6

This repository publishes no package the index resolves, so its own dependency graph was assessed — 259 packages, which also include development and test pins that never ship: 6 carry known advisories, of which 2 are direct. 6 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
pyo30.27.2directhigh40.29.0
rand0.9.2indirectlow20.10.1
anyhow1.0.102directunknown11.0.103
crossbeam-epoch0.9.18indirectunknown10.9.20
number_prefix0.4.0indirectunknown1—
paste1.0.15indirectunknown1—

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

Raw JSON report machine-readable

Feedback

Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

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

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — Go, PyPI.