Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-21 05:10 UTC

jungjaehoon-lifegamez / MAMA

Local-first operating memory for AI coding agents - Claude Code, Codex, and any MCP client. Tracks decisions and their evolution. SQLite + on-device embeddings, no cloud.

TypeScriptMIT★ 15 stars⑂ 7 forkssince Nov 2025View on GitHub ↗
KindMCP serverCommand-line toolLibraryNetwork serviceChat bothow this is determined
#claude-code#claude-code-plugins#decision-tracking#embeddings#mcp-server#memory-management#sqlite#transformers-js#session-continuity#reasoning-graph#cot-few-shot#codex#agent-memory#ai-agents

jungjaehoon-lifegamez/MAMA holds a health index of 75 out of 100, placing it in the Good band. It scores highest on Vitality (92/100) and lowest on Community & Adoption (44/100). It was last updated 3 days ago. A single contributor accounts for most of its recent work.

75
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.

75
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 65 is calibrated to 75 on the published index scale (record calibration 2026-08-02).

Ownership

jungjaehoonPersonal account
3 followers7 public repossince Nov 2025

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
npm@jungjaehoon/mama-core8.8.04,992554 days agomamamemory-assistantdecision-trackingsemantic-searchembeddingssqlitemcp
npm@jungjaehoon/mama-server2.6.01,447504 days agomcp-servermodel-context-protocolclaudememory-assistantdecision-trackingsemantic-searchembeddings
npm@jungjaehoon/mama-os0.78.05,6051724 days agoaiassistantclaudemcpmemoryalways-on

Metrics by category

Vitality

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

92Excellent · 21% of overall

Development activity

86Excellent
How it's scored
36/36Push recency — last push 3 days ago
22.2/36Commit cadence — 32/52 weeks with commits
18/18Commit volume — 1,492 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,492
human_commit_share1
days_since_last_push3
active_weeks_last_year32

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 4 days ago
27/27Release cadence — a release every ~0.9 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagv0.78.0
releases_from_tagsno
days_since_latest_release4
mean_days_between_releases0.9
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

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

44Weak · 17% of overall

Popularity & adoption

25At Risk
How it's scored
18.6/60Stars — 15 stars
6.5/25Forks — 7 forks
0/15Watchers — 0 watchers
Inputs used
forks7
stars15
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

50Moderate
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
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges3
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_servicesshields.io
has_pull_request_templateno

Ecosystem adoption (downloads)

68Good
How it's scored
54.4/80Monthly downloads — 12,044 downloads/month across npm
0/20Registry dependents — not reported by this ecosystem
Inputs used
packages@jungjaehoon/mama-core, @jungjaehoon/mama-server, @jungjaehoon/mama-os
dependents—
ecosystemsnpm
total_downloads—
monthly_downloads12,044
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?

54Moderate · 23% of overall

Maintainer resilience (bus factor)

21At Risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
4/22.5Commit distribution — top contributor authored 82% of commits
5.4/13.5Contributor breadth — 4 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled4
top_contributor_share0.821

Issue & PR responsiveness

82Excellent
How it's scored
42/42Issue resolution — 100% of issues closed
29/30PR acceptance — 502/520 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs502
open_issues0
closed_issues8
prs_merged_7d43
prs_decided_7d43
prs_merged_30d60
prs_decided_30d60
issue_closed_ratio1
closed_unmerged_prs18
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

28At Risk
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
4.3/25Owner reach — 3 followers of jungjaehoon-lifegamez
8.4/25Track record — 7 public repos, account ~0 yr old
Inputs used
followers3
owner_typeUser
is_verified—
owner_loginjungjaehoon-lifegamez
public_repos7
account_age_days333
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 3 package(s) on npm
35/35Publish recency — latest publish 4 days ago
20/20Version history — 172 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packages@jungjaehoon/mama-core, @jungjaehoon/mama-server, @jungjaehoon/mama-os
ecosystemsnpm
any_deprecatedno
min_days_since_publish4

Engineering Quality

Are baseline engineering and documentation practices in place?

80Excellent · 19% of overall

Engineering practices

84Excellent
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
16/16Linter config — .eslintrc.json
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 15 out of 15 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

Documentation

75Good
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
10/10Topics — 14 topics
0/10Wiki
Inputs used
topicsclaude-code, claude-code-plugins, decision-tracking, embeddings, mcp-server, memory-management, sqlite, transformers-js, session-continuity, reasoning-graph, cot-few-shot, codex, agent-memory, ai-agents
has_wikino
homepage—
docs_site—
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

47Weak · 16% of overall

Security posture

40Weak
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.5/2.5CI-Tests — 15 out of 15 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
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 205 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4
Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.

Dependency advisories

75Good
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
7.2/25Indirect dependencies free of known advisories — 2 affected: sharp 0.34.5 (high 8.4), sprintf-js 1.1.3 (moderate 5.3)
33.1/40No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 91 days ago
Inputs used
sourceosv
advisories4
affected_packages2
assessed_packages118
unassessed_packages0
affected_by_severityhigh 1, moderate 1
direct_affected_packages0
Matched the npm:@jungjaehoon/mama-core@8.8.0 runtime dependency closure — what installing the published package pulls in — 118 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.

73Good · 4% of overall

Agent context & guidance

100Exceptional
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md, packages/claude-code-plugin/AGENTS.md, packages/claude-code-plugin/src/core/AGENTS.md, packages/mama-core/src/AGENTS.md, packages/mcp-server/src/AGENTS.md
15/15Machine-readable docs (llms.txt) — llms.txt present
40/40Legible commit history — 100 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_url—
legible_history_share1
agent_instruction_filesAGENTS.md, CLAUDE.md, packages/claude-code-plugin/AGENTS.md, packages/claude-code-plugin/src/core/AGENTS.md, packages/mama-core/src/AGENTS.md, packages/mcp-server/src/AGENTS.md
agent_instruction_max_bytes18,978

Verify loop (build / test / typecheck)

64Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — .eslintrc.json
11/11Static type checking — packages/mama-core/tsconfig.json, packages/standalone/tsconfig.json, packages/standalone/ui/tsconfig.json
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 100 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
lockfilespnpm-lock.yaml
has_dockerfileno
typed_languageyes
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configspackages/mama-core/tsconfig.json, packages/standalone/tsconfig.json, packages/standalone/ui/tsconfig.json
agent_commit_share1
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

99Exceptional
How it's scored
45/45Type-checkable code — TypeScript (statically typed)
54.2/55Manageable file sizes — 11/761 source files over 60KB
Inputs used
primary_languageTypeScript
largest_source_bytes145,704
source_files_sampled761
oversized_source_files11

Machine-readable interfaces

20At Risk
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
0/40Runnable examples
Inputs used
example_dirs—
has_mcp_signalyes
api_schema_files—
interfaces_expected_ofchat-bot, network-service

Key facts

15GitHub stars
4contributors
1,492commits, last 12 months
3days since last push
100releases
1bus factor
0open issues
npmpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch npm package 'mama-plugin' from its registry

More detail

Star and fork history 0 ★ / 7 ⇿
0Stars
7Forks
71Releases

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.

1234567712025-112026-042026-09
Major 0Minor 27Patch 40
OpenSSF Scorecard 4.0 / 10
4.0aggregate

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 · 2026-10-21 05:10 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal 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
10CI-Tests15 out of 15 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities205 existing vulnerabilities detected
Direct dependencies 19
RegistryPackageVersion constraintManifest
npmmime-types^3.0.2package.json
npm@jungjaehoon/mama-coreworkspace:*packages/claude-code-plugin/package.json
npm@huggingface/transformers^3.8.1packages/mama-core/package.json
npmbetter-sqlite3^12.8.0packages/mama-core/package.json
npmjs-tiktoken^1.0.21packages/mama-core/package.json
npmminimatch^10.1.1packages/mama-core/package.json
npm@jungjaehoon/mama-coreworkspace:*packages/mcp-server/package.json
npm@modelcontextprotocol/sdk^1.0.1packages/mcp-server/package.json
npm@jungjaehoon/mama-coreworkspace:*packages/standalone/package.json
npm@slack/socket-mode^2.0.5packages/standalone/package.json
npm@slack/web-api^7.13.0packages/standalone/package.json
npmbetter-sqlite3^12.8.0packages/standalone/package.json
npmdiscord.js^14.25.1packages/standalone/package.json
npmexpress^5.2.1packages/standalone/package.json
npmfflate0.8.3packages/standalone/package.json
npmgrammy^1.42.0packages/standalone/package.json
npmhtmlparser212.0.0packages/standalone/package.json
npmjs-yaml^4.1.1packages/standalone/package.json
npmtar7.5.9packages/standalone/package.json
All dependencies 675

Full resolved dependency set from the GitHub dependency graph: 29 direct and 646 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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npm@huggingface/transformers^3.8.1direct
npm@modelcontextprotocol/sdk1.27.0direct
npm@modelcontextprotocol/sdk^1.0.1direct
npm@slack/socket-mode2.0.5direct
npm@slack/socket-mode^2.0.5direct
npm@slack/web-api7.14.1direct
npm@slack/web-api7.19.0direct
npm@slack/web-api^7.13.0direct
npmbetter-sqlite312.8.0direct
npmbetter-sqlite3^12.8.0direct
npmdiscord.js14.25.1direct
npmdiscord.js^14.25.1direct
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npmexpress^5.2.1direct
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npmgrammy^1.42.0direct
npmhtmlparser212.0.0direct
npmjs-tiktoken1.0.21direct
npmjs-tiktoken^1.0.21direct
npmjs-yaml4.1.1direct
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npmmime-types2.1.35direct
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npmminimatch10.2.2direct
npmminimatch3.1.3direct
npmminimatch^10.1.1direct
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Dependency advisories 2

Installing npm:@jungjaehoon/mama-core@8.8.0 pulls in 118 packages, direct and transitive: 2 carry known advisories, of which 0 are direct dependencies.

PackageVersionRelationSeverityAdvisoriesFixed in
sharp0.34.5indirecthigh30.35.5
sprintf-js1.1.3indirectmoderate1—

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.

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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 — npm.