Public record
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-15 04:59 UTC

moorcheh-ai / memanto

Memory that AI Agents Love!

Python · HTMLMIT★ 1,646 stars⑂ 485 forkssince Mar 2026View on GitHub ↗
#agent-memory#ai-agents#crewai#langchain#llm-memory#long-term-memory#memanto#memory#moorcheh#rag#semantic-memory#stateful-ai

moorcheh-ai/memanto holds a health index of 77 out of 100, placing it in the Good band. It scores highest on Engineering Quality (96/100) and lowest on Sustainability & Governance (59/100). 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; 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.

77
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)
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.

Ownership

Moorcheh.aiOrganization
59 followers21 public repossince Jul 2025

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPImemanto0.2.74,158200 days agoagent-memoryagentic-aillmmemantomemory-layermoorchehragsemantic-memory

Metrics by category

Vitality

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

85Excellent · 22% of overall

Development activity

75Good
How it's scored
36/36Push recency — last push 0 days ago
11.1/36Commit cadence — 16/52 weeks with commits
18/18Commit volume — 562 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_year562
human_commit_share—
days_since_last_push0
active_weeks_last_year16

Release discipline

100Excellent
How it's scored
27/27Ships releases — 27 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~3.9 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count27
latest_release_tagv0.2.7
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases3.9
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?

76Good · 18% of overall

Popularity & adoption

79Good
How it's scored
52.2/60Stars — 1,646 stars
22.4/25Forks — 485 forks
4.7/15Watchers — 8 watchers
Inputs used
forks485
stars1,646
watchers8
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

85Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateno

Ecosystem adoption (downloads)

60Moderate
How it's scored
48.3/80Monthly downloads — 4,158 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesmemanto
dependents—
ecosystemspypi
total_downloads—
monthly_downloads4,158
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?

59Moderate · 24% of overall

Maintainer resilience (bus factor)

43At risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
10.9/22.5Commit distribution — top contributor authored 52% of commits
13.5/13.5Contributor breadth — 32 contributors
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Inputs used
bus_factor1
contributors_sampled32
top_contributor_share0.517

Issue & PR responsiveness

48At risk
How it's scored
26/46.8Issue resolution — 56% of issues closed
7.1/38.3PR acceptance — 142/762 decided PRs merged
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs142
open_issues16
closed_issues20
issue_closed_ratio0.556
closed_unmerged_prs620

Ownership & stewardship

55Moderate
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
12.8/25Owner reach — 59 followers of moorcheh-ai
11.8/25Track record — 21 public repos, account ~1 yr old
Inputs used
followers59
owner_typeOrganization
is_verified—
owner_loginmoorcheh-ai
public_repos21
account_age_days370

Package maintenance

100Excellent
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 20 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesmemanto
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

96Excellent · 20% of overall

Engineering practices

94Excellent
How it's scored
24/24CI workflows — 4 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 5 out of 5 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

100Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://memanto.ai
10/10Repository description
10/10Topics — 12 topics
10/10Wiki
Inputs used
topicsagent-memory, ai-agents, crewai, langchain, llm-memory, long-term-memory, memanto, memory, moorcheh, rag, semantic-memory, stateful-ai
has_wikiyes
homepagehttps://memanto.ai
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

72Good · 16% of overall

Security posture

72Good
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 — 5 out of 5 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 3 contributing companies or organizations -- score normalized to 10
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 13 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
4.5/7.5Vulnerabilities — 4 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate7.2
Excluded from scoring (no data or not applicable): signed_releases. 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.

74Good · 0% of overall

Agent context & guidance

75Good
How it's scored
45/45Agent instructions — integrations/claudecode/CLAUDE.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share—
agent_instruction_filesintegrations/claudecode/CLAUDE.md
agent_instruction_max_bytes1,137
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

67Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config
11/11Static type checking — sdks/typescript/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configssdks/typescript/tsconfig.json
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

82Good
How it's scored
27/45Type-checkable code — Python with type-check config (sdks/typescript/tsconfig.json)
54.8/55Manageable file sizes — 1/232 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes87,582
source_files_sampled232
oversized_source_files1

Machine-readable interfaces

80Good
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — sdks/typescript/openapi.json
0/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_filessdks/typescript/openapi.json

Key facts

1,646GitHub stars
32contributors
562commits, last 12 months
0days since last push
27releases
1bus factor
16open issues
PyPIpackage ecosystems

More detail

OpenSSF Scorecard 7.2 / 10
7.2aggregate

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 · 2026-07-15 04:59 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests5 out of 5 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 3 contributing companies or organizations -- score normalized to 10
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update 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
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
6Vulnerabilities4 existing vulnerabilities detected
Direct dependencies 13
RegistryPackageVersion constraintManifest
PyPIfastapi>=0.104.0pyproject.toml
PyPIuvicorn>=0.24.0pyproject.toml
PyPImoorcheh-sdk>=1.3.7pyproject.toml
PyPIpydantic>=2.0.0pyproject.toml
PyPIpydantic-settings>=2.0.0pyproject.toml
PyPIpython-dotenv>=1.0.0pyproject.toml
PyPIpyjwt>=2.8.0pyproject.toml
PyPItyper>=0.9.0pyproject.toml
PyPIhttpx>=0.25.0pyproject.toml
PyPIpyyaml>=6.0pyproject.toml
PyPIrich>=13.0.0pyproject.toml
PyPIpython-multipart>=0.0.7pyproject.toml
PyPIrapidfuzz>=3.0.0pyproject.toml
All dependencies 498

Full resolved dependency set from the GitHub dependency graph: 13 direct and 485 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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PyPIhttpx—direct
PyPImoorcheh-sdk—direct
PyPIpydantic—direct
PyPIpydantic-settings—direct
PyPIpyjwt—direct
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PyPIpython-multipart—direct
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          "avatar_url": "https://avatars.githubusercontent.com/u/290468635?v=4"
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          "avatar_url": "https://avatars.githubusercontent.com/u/212847853?v=4"
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        {
          "type": "User",
          "login": "igrishaev",
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          "avatar_url": "https://avatars.githubusercontent.com/u/1059232?u=0305abf352424ac7ed4c44bb6d4854da2a050284&v=4"
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        "release-integration.yml",
        "sdk-typescript.yml"
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      "linter_configs": [],
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      "has_linter_config": true,
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      "scorecard": {
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          {
            "name": "Branch-Protection",
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          {
            "name": "Dangerous-Workflow",
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            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
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      "key": "overall",
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                "details": [
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            "key": "community_health",
            "band": "excellent",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "has_contributing": true,
              "has_issue_template": false,
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            "components": [
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                "key": "readme",
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                "points": 22.5,
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                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
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                "key": "contributing_guide",
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                "status": "met",
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              {
                "key": "code_of_conduct",
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                "detail": null,
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            "components": [
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                "status": "partial",
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                "key": "registry_dependents",
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        "metrics": [
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            "inputs": {
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                "points": 13.5,
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                "key": "openssf_scorecard_contributors",
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            "key": "responsiveness",
            "band": "at_risk",
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            "note": null,
            "notes": [],
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            "inputs": {
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                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
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          },
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            "key": "stewardship",
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}

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