Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-17 18:22 UTC

kvcache-ai / Mooncake

Mooncake is the serving platform for Kimi, a leading LLM service provided by Moonshot AI.

C++ · PythonApache-2.0★ 6,598 stars⑂ 1,236 forkssince Jun 2024View on GitHub ↗
KindLibraryCommand-line toolhow this is determined

kvcache-ai/Mooncake holds a health index of 98 out of 100, placing it in the Exceptional band. It scores highest on Vitality (96/100) and lowest on Security (55/100). It was last updated today. 11 contributors account for most of its recent work.

98
overall / 100
Exceptional

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.

98
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 87 is calibrated to 98 on the published index scale (record calibration 2026-08-02).

Ownership

kvcache.aiOrganization
1,459 followers22 public repossince May 2024

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPImooncake-transfer-engine0.3.13.post1-3517 days agomooncaketransfer-enginekv-cachellm-inferencerdma

Metrics by category

Vitality

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

96Exceptional · 21% of overall

Development activity

100Exceptional
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 1,655 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,655
human_commit_share1
days_since_last_push0
active_weeks_last_year52
How it's scored
27/27Ships releases — 32 releases published
36/36Release recency — latest release 10 days ago
27/27Release cadence — a release every ~19.1 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count32
latest_release_tagv0.3.14-rc1
releases_from_tagsno
days_since_latest_release10
mean_days_between_releases19.1

Community & Adoption

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

93Exceptional · 17% of overall
How it's scored
60/60Stars — 6,598 stars
25/25Forks — 1,236 forks
9.3/15Watchers — 49 watchers
Inputs used
forks1,236
stars6,598
watchers49
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges10
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesshields.io
has_pull_request_templateyes

Sustainability & Governance

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

87Excellent · 23% of overall
How it's scored
54/54Bus factor — 11 contributor(s) cover half of all commits
20.9/22.5Commit distribution — top contributor authored 7% of commits
13.5/13.5Contributor breadth — 98 contributors
10/10OpenSSF Scorecard: Contributors — project has 22 contributing companies or organizations
Inputs used
bus_factor11
contributors_sampled98
top_contributor_share0.072
How it's scored
31/42Issue resolution — 74% of issues closed
24.5/30PR acceptance — 2,303/2,817 decided PRs merged
13/13Newcomer PR acceptance — 5/5 first-time contributors' PRs merged in 30d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs2,303
open_issues276
closed_issues779
prs_merged_7d20
prs_decided_7d22
prs_merged_30d23
prs_decided_30d25
issue_closed_ratio0.738
closed_unmerged_prs514
first_time_authors_30d4
first_time_prs_merged_30d5
first_time_prs_decided_30d5
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
22.8/25Owner reach — 1,459 followers of kvcache-ai
14.5/25Track record — 22 public repos, account ~2 yr old
Inputs used
followers1,459
owner_typeOrganization
is_verifiedno
owner_loginkvcache-ai
public_repos22
account_age_days842

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 17 days ago
20/20Version history — 35 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesmooncake-transfer-engine
ecosystemspypi
any_deprecatedno
min_days_since_publish17

Engineering Quality

Are baseline engineering and documentation practices in place?

96Exceptional · 19% of overall
How it's scored
24/24CI workflows — 31 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-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_configyes

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://kvcache-ai.github.io/Mooncake/
10/10Repository description
10/10Topics — 10 topics
10/10Wiki
Inputs used
topicsinference, kvcache, llm, rdma, sglang, vllm, disaggregation, tokenspeed, reinforcement-learning, trt-llm
has_wikiyes
homepagehttps://kvcache-ai.github.io/Mooncake/
docs_sitehttps://kvcache-ai.github.io/Mooncake/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

55Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-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
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 22 contributing companies or organizations
0/10Dangerous-Workflow — 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 — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 12 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate4.4

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages14
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:mooncake-transfer-engine@0.3.13.post1 runtime dependency closure — what installing the published package pulls in — 14 packages. 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.

92Excellent · 4% of overall
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md, docs/AGENTS.md, mooncake-store/AGENTS.md
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://code.claude.com/llms.txt)
40/40Legible commit history — 94 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://code.claude.com/llms.txt
legible_history_share0.94
agent_instruction_filesAGENTS.md, CLAUDE.md, docs/AGENTS.md, mooncake-store/AGENTS.md
agent_instruction_max_bytes3,120
How it's scored
18/18One-command bootstrap — docs/Makefile
22/22Automated tests
11/11Lint / format config
11/11Static type checking — mooncake-reshard/pyrightconfig.json, mooncake-reshard/typecheck/negative/pyrightconfig.json
10/10Reproducible environment — devcontainer, Dockerfile, lockfile
10/10Demonstrated agent practice — 9 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
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_filesdocs/Makefile
has_devcontaineryes
has_linter_configyes
typecheck_configsmooncake-reshard/pyrightconfig.json, mooncake-reshard/typecheck/negative/pyrightconfig.json
agent_commit_share0.09
toolchain_manifestsmooncake-common/etcd/go.mod, mooncake-common/k8s-lease/go.mod, mooncake-p2p-store/src/p2pstore/go.mod, mooncake-store/go/go.mod, mooncake-store/rust/Cargo.toml, mooncake-transfer-engine/example/http-metadata-server/go.mod, mooncake-transfer-engine/rust/Cargo.toml
dependency_bot_commit_share0
How it's scored
45/45Type-checkable code — C++ (statically typed)
53.2/55Manageable file sizes — 53/1,581 source files over 60KB
Inputs used
primary_languageC++
largest_source_bytes960,976
source_files_sampled1,581
oversized_source_files53
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 — example, examples
Inputs used
example_dirsexample, examples
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

6,598GitHub stars
98contributors
1,655commits, last 12 months
0days since last push
32releases
11bus factor
276open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • First-time contributor figures cover 12 of 15 authors (cap 12)
  • pypi download statistics for 'mooncake-transfer-engine' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced

More detail

Star and fork history 0 ★ / 1,236 ⇿
0Stars
1,236Forks
29Releases

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

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

02505007501,0001,2501,236142025-042026-012026-09
Major 0Minor 1Patch 13

Each point covers 2 days.

OpenSSF Scorecard 4.4 / 10
4.4aggregate

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).Scorecard v5.5.0 · 2026-09-17 18:21 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-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
10Code-Reviewall changesets reviewed
10Contributorsproject has 22 contributing companies or organizations
0Dangerous-Workflowdangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 13 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
0Vulnerabilities12 existing vulnerabilities detected
Direct dependencies 7
RegistryPackageVersion constraintManifest
PyPIaiohttp—mooncake-wheel/pyproject.toml
PyPIrequests—mooncake-wheel/pyproject.toml
PyPImsgpack—mooncake-wheel/pyproject.toml
PyPItyping_extensions>=4.0mooncake-wheel/pyproject.toml
PyPIaiohttp—pyproject.toml
PyPImsgpack—pyproject.toml
PyPIrequests—pyproject.toml
All dependencies 200

Full resolved dependency set from the GitHub dependency graph: 1 direct and 199 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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PyPImsgspec—indirect
PyPImyst-parser3.0.1indirect
PyPInumpy—indirect
PyPIpip—indirect
PyPIpre-commit3.7.1indirect
PyPIpybind11—indirect
PyPIpyright1.1.411indirect
PyPIruff0.6.9indirect
PyPIscikit-build-core—indirect
PyPIsetuptools—indirect
PyPIsnowballstemmer—indirect
PyPIsphinx7.4.7indirect
PyPIsphinx-argparse0.5.2indirect
PyPIsphinx-book-theme1.1.4indirect
PyPIsphinx-copybutton0.5.2indirect
PyPIsphinx-design0.6.1indirect
PyPIsphinx-reredirects0.1.6indirect
PyPIsphinx-togglebutton0.3.2indirect
PyPIsphinxcontrib-mermaid2.0.1indirect
PyPItorch—indirect
PyPIwheel—indirect
Dependency advisories 0

Installing pypi:mooncake-transfer-engine@0.3.13.post1 pulls in 14 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

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

Raw JSON report machine-readable

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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 — PyPI.