Public record
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-14 11:26 UTC

mem0ai / mem0

Universal memory layer for AI Agents

TypeScript · PythonApache-2.0★ 60,801 stars⑂ 7,079 forkssince Jun 2023View on GitHub ↗
#agents#ai#ai-agents#application#chatbots#chatgpt#genai#llm#long-term-memory#memory#memory-management#python#rag#state-management

mem0ai/mem0 holds a health index of 85 out of 100, placing it in the Excellent band. It scores highest on Vitality (99/100) and lowest on Security (55/100). It was last updated today. 5 contributors account for most of its recent work.

85
overall / 100
Excellent

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.

85
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

Mem0Organization
1,149 followers9 public repossince Jun 2023

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
npmmem0ai3.1.0379,4111150 days ago
PyPImem0ai2.0.123,088,4681810 days ago

Metrics by category

Vitality

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

99Excellent · 22% of overall

Development activity

99Excellent
How it's scored
36/36Push recency — last push 0 days ago
34.6/36Commit cadence — 50/52 weeks with commits
18/18Commit volume — 790 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_year790
human_commit_share—
days_since_last_push0
active_weeks_last_year50

Release discipline

100Excellent
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~1.3 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagv2.0.12
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases1.3
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?

91Excellent · 18% of overall

Popularity & adoption

98Excellent
How it's scored
60/60Stars — 60,801 stars
25/25Forks — 7,079 forks
13.2/15Watchers — 237 watchers
Inputs used
forks7,079
stars60,801
watchers237
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

77Good
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductno
has_pull_request_templateyes

Ecosystem adoption (downloads)

100Excellent
How it's scored
80/80Monthly downloads — 3,467,879 downloads/month across npm, pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesmem0ai, mem0ai
dependents—
ecosystemsnpm, pypi
total_downloads—
monthly_downloads3,467,879
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?

83Good · 24% of overall

Maintainer resilience (bus factor)

87Excellent
How it's scored
45.9/54Bus factor — 5 contributor(s) cover half of all commits
17.8/22.5Commit distribution — top contributor authored 21% of commits
13.5/13.5Contributor breadth — 100 contributors
10/10OpenSSF Scorecard: Contributors — project has 19 contributing companies or organizations
Inputs used
bus_factor5
contributors_sampled100
top_contributor_share0.208

Issue & PR responsiveness

82Good
How it's scored
42.4/46.8Issue resolution — 91% of issues closed
24.6/38.3PR acceptance — 2,395/3,721 decided PRs merged
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs2,395
open_issues180
closed_issues1,732
issue_closed_ratio0.906
closed_unmerged_prs1,326

Ownership & stewardship

65Moderate
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
22/25Owner reach — 1,149 followers of mem0ai
13.4/25Track record — 9 public repos, account ~3 yr old
Inputs used
followers1,149
owner_typeOrganization
is_verified—
owner_loginmem0ai
public_repos9
account_age_days1,121

Package maintenance

100Excellent
How it's scored
25/25Published & resolvable — 2 package(s) on npm, pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 181 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesmem0ai, mem0ai
ecosystemsnpm, pypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 20% of overall

Engineering practices

94Excellent
How it's scored
24/24CI workflows — 20 workflow(s)
24/24Tests present
16/16Linter config — .eslintrc.json, eslint.config.js, eslint.config.mjs
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

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://mem0.ai
10/10Repository description
10/10Topics — 14 topics
0/10Wiki
Inputs used
topicsagents, ai, ai-agents, application, chatbots, chatgpt, genai, llm, long-term-memory, memory, memory-management, python, rag, state-management
has_wikino
homepagehttps://mem0.ai
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

Security posture

55Moderate
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 19 contributing companies or organizations
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
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 100 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.5
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.

95Excellent · 0% of overall

Agent context & guidance

100Excellent
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md
15/15Machine-readable docs (llms.txt) — llms.txt present
0/40Legible commit history — no data
Inputs used
has_llms_txtyes
legible_history_share—
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes29,072
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

88Excellent
How it's scored
18/18One-command bootstrap — Makefile, cli/python/Makefile, integrations/openclaw/Makefile, openmemory/Makefile, server/Makefile
22/22Automated tests
11/11Lint / format config — .eslintrc.json, eslint.config.js, eslint.config.mjs
11/11Static type checking — cli/node/tsconfig.json, examples/mem0-demo/tsconfig.json, examples/multimodal-demo/tsconfig.json, examples/vercel-ai-sdk-chat-app/tsconfig.json, integrations/mem0-plugin/.opencode-plugin/tsconfig.json, integrations/openclaw/tsconfig.json, integrations/pi-agent-plugin/tsconfig.json, integrations/vercel-ai-sdk/tsconfig.json, mem0-ts/src/community/tsconfig.json, mem0-ts/src/oss/tsconfig.json, mem0-ts/tsconfig.json, openmemory/ui/tsconfig.json, server/dashboard/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespnpm-lock.yaml, poetry.lock
has_dockerfileyes
typed_languageyes
bootstrap_filesMakefile, cli/python/Makefile, integrations/openclaw/Makefile, openmemory/Makefile, server/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configscli/node/tsconfig.json, examples/mem0-demo/tsconfig.json, examples/multimodal-demo/tsconfig.json, examples/vercel-ai-sdk-chat-app/tsconfig.json, integrations/mem0-plugin/.opencode-plugin/tsconfig.json, integrations/openclaw/tsconfig.json, integrations/pi-agent-plugin/tsconfig.json, integrations/vercel-ai-sdk/tsconfig.json, mem0-ts/src/community/tsconfig.json, mem0-ts/src/oss/tsconfig.json, mem0-ts/tsconfig.json, openmemory/ui/tsconfig.json, server/dashboard/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

100Excellent
How it's scored
45/45Type-checkable code — TypeScript (statically typed)
54.6/55Manageable file sizes — 8/1,056 source files over 60KB
Inputs used
primary_languageTypeScript
largest_source_bytes177,517
source_files_sampled1,056
oversized_source_files8

Machine-readable interfaces

100Excellent
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — docs/openapi.json
20/20MCP server
40/40Runnable examples — examples, notebooks
Inputs used
example_dirsexamples, notebooks
has_mcp_signalyes
api_schema_filesdocs/openapi.json

Key facts

60,801GitHub stars
100contributors
790commits, last 12 months
0days since last push
100releases
5bus factor
180open issues
npm, PyPIpackage ecosystems

More detail

OpenSSF Scorecard 5.5 / 10
5.5aggregate

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 · 2026-07-14 11:25 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 19 contributing companies or organizations
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
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities100 existing vulnerabilities detected
Direct dependencies 12
RegistryPackageVersion constraintManifest
npmaxios^1.16.0mem0-ts/package.json
npmopenai^4.93.0mem0-ts/package.json
npmuuid^11.1.1mem0-ts/package.json
npmzod^3.24.1mem0-ts/package.json
PyPIqdrant-client>=1.12.0pyproject.toml
PyPIpydantic>=2.7.3pyproject.toml
PyPIopenai>=1.90.0pyproject.toml
PyPIhttpx>=0.28.0pyproject.toml
PyPIposthog>=7.14.0pyproject.toml
PyPIpytz>=2024.1pyproject.toml
PyPIsqlalchemy>=2.0.31pyproject.toml
PyPIprotobuf>=5.29.6,<7.0.0pyproject.toml
All dependencies 1,960

Full resolved dependency set from the GitHub dependency graph: 26 direct and 1,934 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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npmuuid^11.1.1direct
npmuuid14.0.0direct
npmuuid13.0.2direct
npmuuid11.1.1direct
npmzod3.22.4direct
npmzod3.25.76direct
npmzod4.4.3direct
npmzod^3.23.8direct
npmzod^3.24.2direct
npmzod^3.22.4direct
PyPIhttpx—direct
PyPIopenai—direct
PyPIposthog—direct
PyPIprotobuf—direct
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PyPIpytz—direct
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                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 19 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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 0 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 not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "100 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "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": 9
            },
            "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": "excellent",
        "name": "AI Readiness",
        "value": 95,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "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": 100,
            "inputs": {
              "has_llms_txt": true,
              "legible_history_share": null,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 29072
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": "llms.txt present",
                "points": 15,
                "status": "met",
                "details": [
                  {
                    "code": "llms_txt_present",
                    "params": {}
                  }
                ],
                "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": "excellent",
            "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": 88,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "pnpm-lock.yaml",
                "poetry.lock"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile",
                "cli/python/Makefile",
                "integrations/openclaw/Makefile",
                "openmemory/Makefile",
                "server/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "cli/node/tsconfig.json",
                "examples/mem0-demo/tsconfig.json",
                "examples/multimodal-demo/tsconfig.json",
                "examples/vercel-ai-sdk-chat-app/tsconfig.json",
                "integrations/mem0-plugin/.opencode-plugin/tsconfig.json",
                "integrations/openclaw/tsconfig.json",
                "integrations/pi-agent-plugin/tsconfig.json",
                "integrations/vercel-ai-sdk/tsconfig.json",
                "mem0-ts/src/community/tsconfig.json",
                "mem0-ts/src/oss/tsconfig.json",
                "mem0-ts/tsconfig.json",
                "openmemory/ui/tsconfig.json",
                "server/dashboard/tsconfig.json"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, cli/python/Makefile, integrations/openclaw/Makefile, openmemory/Makefile, server/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, cli/python/Makefile, integrations/openclaw/Makefile, openmemory/Makefile, server/Makefile"
                    }
                  }
                ],
                "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": ".eslintrc.json, eslint.config.js, eslint.config.mjs",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".eslintrc.json, eslint.config.js, eslint.config.mjs"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "cli/node/tsconfig.json, examples/mem0-demo/tsconfig.json, examples/multimodal-demo/tsconfig.json, examples/vercel-ai-sdk-chat-app/tsconfig.json, integrations/mem0-plugin/.opencode-plugin/tsconfig.json, integrations/openclaw/tsconfig.json, integrations/pi-agent-plugin/tsconfig.json, integrations/vercel-ai-sdk/tsconfig.json, mem0-ts/src/community/tsconfig.json, mem0-ts/src/oss/tsconfig.json, mem0-ts/tsconfig.json, openmemory/ui/tsconfig.json, server/dashboard/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "cli/node/tsconfig.json, examples/mem0-demo/tsconfig.json, examples/multimodal-demo/tsconfig.json, examples/vercel-ai-sdk-chat-app/tsconfig.json, integrations/mem0-plugin/.opencode-plugin/tsconfig.json, integrations/openclaw/tsconfig.json, integrations/pi-agent-plugin/tsconfig.json, integrations/vercel-ai-sdk/tsconfig.json, mem0-ts/src/community/tsconfig.json, mem0-ts/src/oss/tsconfig.json, mem0-ts/tsconfig.json, openmemory/ui/tsconfig.json, server/dashboard/tsconfig.json"
                    }
                  }
                ],
                "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": 100,
            "inputs": {
              "primary_language": "TypeScript",
              "largest_source_bytes": 177517,
              "source_files_sampled": 1056,
              "oversized_source_files": 8
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "TypeScript (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "TypeScript"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "8/1056 source files over 60KB",
                "points": 54.6,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 1056,
                      "oversized": 8
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "excellent",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": true,
              "api_schema_files": [
                "docs/openapi.json"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "docs/openapi.json",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/openapi.json"
                    }
                  }
                ],
                "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": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "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": "2026-07-14T11:26:22.329863Z",
  "schema_version": "0.11.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/mem0ai/mem0.svg",
  "full_name": "mem0ai/mem0",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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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 v1.13.0, schema v0.11.0 — full methodology · metrics wiki.

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