Public recordModerate
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-23 19:52 UTC
amanharshx / ultralytics-mcp
MCP for Ultralytics Platform workflows, datasets, training, prediction, and model operations.
amanharshx/ultralytics-mcp holds a health index of 60 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (76/100) and lowest on Security (39/100). It was last updated 5 days ago. A single contributor accounts for most of its recent work.
60
overall / 100Software 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.
60
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)
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
Aman HarshPersonal account
12 followers54 public repossince Jan 2022
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| npm | ultralytics-mcp | 0.1.10 | 2,051 | 11 | 5 days ago | ultralyticsyolomcpmodel-context-protocolclaudecodexcomputer-visionobject-detectionmodel-traininginference |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
74
Development activity
56Moderate
How it's scored
| 36/36 | Push recency — last push 5 days ago |
| 3.5/36 | Commit cadence — 5/52 weeks with commits |
| 16.8/18 | Commit volume — 73 commits in the last year |
| 0/10 | OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully |
Inputs used
| commits_last_year | 73 |
| human_commit_share | 0.877 |
| days_since_last_push | 5 |
| active_weeks_last_year | 5 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 11 releases published |
| 36/36 | Release recency — latest release 5 days ago |
| 27/27 | Release cadence — a release every ~2 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 11 |
| latest_release_tag | v0.1.10 |
| releases_from_tags | no |
| days_since_latest_release | 5 |
| mean_days_between_releases | 2 |
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?
49
Popularity & adoption
14Critical
How it's scored
| 13.7/60 | Stars — 8 stars |
| 0/25 | Forks — 0 forks |
| 0/15 | Watchers — 0 watchers |
Inputs used
| forks | 0 |
| stars | 8 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
85Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
55Moderate
How it's scored
| 44.2/80 | Monthly downloads — 2,051 downloads/month across npm |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | ultralytics-mcp |
| dependents | — |
| ecosystems | npm |
| total_downloads | — |
| monthly_downloads | 2,051 |
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?
56
Maintainer resilience (bus factor)
10Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0/22.5 | Commit distribution — top contributor authored 100% of commits |
| 1.4/13.5 | Contributor breadth — 1 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
How it's scored
| 46.8/46.8 | Issue resolution — 100% of issues closed |
| 37.6/38.3 | PR acceptance — 55/56 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/26 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 55 |
| open_issues | 0 |
| closed_issues | 1 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 1 |
Ownership & stewardship
50Moderate
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 8/25 | Owner reach — 12 followers of amanharshx |
| 21.7/25 | Track record — 54 public repos, account ~4 yr old |
Inputs used
| followers | 12 |
| owner_type | User |
| is_verified | — |
| owner_login | amanharshx |
| public_repos | 54 |
| account_age_days | 1,650 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on npm |
| 35/35 | Publish recency — latest publish 5 days ago |
| 20/20 | Version history — 11 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | ultralytics-mcp |
| ecosystems | npm |
| any_deprecated | no |
| min_days_since_publish | 5 |
Engineering Quality
Are baseline engineering and documentation practices in place?
76
Engineering practices
84Good
How it's scored
| 24/24 | CI workflows — 3 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — biome.json |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | no |
Documentation
65Moderate
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://www.npmjs.com/package/ultralytics-mcp |
| 10/10 | Repository description |
| 10/10 | Topics — 12 topics |
| 0/10 | Wiki |
Inputs used
| topics | ai, cli, computer-vision, datasets, inference, machine-learning, mcp, nodejs, training, typescript, ultralytics, ultralytics-platform |
| has_wiki | no |
| homepage | https://www.npmjs.com/package/ultralytics-mcp |
| has_readme | yes |
| has_docs_dir | no |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
39
Security posture
39At risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/26 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 0/7.5 | Maintained — project was created within the last 90 days. Please review its contents carefully |
| 5/5 | Packaging — packaging workflow detected |
| 1/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 2/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 5.2/7.5 | Vulnerabilities — 3 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 3.9 |
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.
52
Agent context & guidance
40At risk
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 64 of 64 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 1 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Verify loop (build / test / typecheck)
56Moderate
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — biome.json |
| 11/11 | Static type checking — tsconfig.json |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 73 |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 2/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | package-lock.json |
| has_dockerfile | no |
| typed_language | yes |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | tsconfig.json |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
100Excellent
How it's scored
| 45/45 | Type-checkable code — TypeScript (statically typed) |
| 55/55 | Manageable file sizes — 0/37 source files over 60KB |
Inputs used
| primary_language | TypeScript |
| largest_source_bytes | 32,558 |
| source_files_sampled | 37 |
| oversized_source_files | 0 |
Machine-readable interfaces
20Critical
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP server |
| 0/40 | Runnable examples |
Inputs used
| example_dirs | — |
| has_mcp_signal | yes |
| api_schema_files | — |
Key facts
8GitHub stars
1contributors
73commits, last 12 months
5days since last push
11releases
1bus factor
0open issues
npmpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
- deps.dev does not index npm:ultralytics-mcp@0.1.10; advisories assessed against the repository dependency graph instead
More detail
OpenSSF Scorecard 3.9 / 10
3.9aggregate
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/26 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | project was created within the last 90 days. Please review its contents carefully |
| 10 | Packaging | packaging workflow detected |
| 2 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 2 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 4 | Security-Policy | security policy file detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 7 | Vulnerabilities | 3 existing vulnerabilities detected |
Direct dependencies 4
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| npm | @modelcontextprotocol/sdk | ^1.29.0 | package.json |
| npm | fflate | ^0.8.3 | package.json |
| npm | yaml | ^2.9.0 | package.json |
| npm | zod | ^4.4.3 | package.json |
All dependencies not collected
The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Raw JSON report machine-readable
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"key": "pr_acceptance",
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"detail": "55/56 decided PRs merged",
"points": 37.6,
"status": "partial",
"details": [
{
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}
],
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},
{
"key": "openssf_scorecard_code_review",
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"points": 0,
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}
]
},
{
"key": "stewardship",
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"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
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},
{
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}
],
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},
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{
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"code": "owner_personal",
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}
],
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},
{
"key": "verified_domain",
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"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
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}
],
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{
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}
],
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},
{
"key": "track_record",
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"points": 21.7,
"status": "partial",
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{
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}
},
{
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}
}
],
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]
},
{
"key": "package_maintenance",
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"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
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],
"ecosystems": "npm",
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"components": [
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"detail": "1 package(s) on npm",
"points": 25,
"status": "met",
"details": [
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}
],
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},
{
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],
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{
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],
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{
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}
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],
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},
{
"key": "engineering",
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"name": "Engineering Quality",
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"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
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"notes": [],
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{
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{
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{
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}
],
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},
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},
"components": [
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},
{
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"points": 2.2,
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},
{
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{
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"points": 0,
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},
{
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},
{
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"points": 0,
"status": "missed",
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},
{
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"points": 10,
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{
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"points": 0,
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},
{
"key": "fuzzing",
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"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
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},
{
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"detail": "license file detected",
"points": 2.5,
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},
{
"key": "maintained",
"name": "Maintained",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
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"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
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"points": 1,
"status": "partial",
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},
{
"key": "sast",
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"points": 0,
"status": "missed",
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},
{
"key": "security_policy",
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"points": 2,
"status": "partial",
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{
"key": "signed_releases",
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"points": 0,
"status": "excluded",
"details": [
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"code": "no_data",
"params": {}
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],
"max_points": 7.5
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{
"key": "token_permissions",
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"points": 0,
"status": "missed",
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},
{
"key": "vulnerabilities",
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}
]
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],
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},
{
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"name": "AI Readiness",
"value": 52,
"weight": 0,
"metrics": [
{
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"note": null,
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},
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"points": 0,
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"code": "no_agent_instructions",
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}
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{
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"points": 0,
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},
{
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{
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},
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{
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{
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],
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},
{
"key": "demonstrated_agent_practice",
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"status": "missed",
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],
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{
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},
{
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},
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},
"components": [
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],
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},
{
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]
},
{
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"note": null,
"notes": [],
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},
"components": [
{
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},
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},
{
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]
}
],
"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": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
"deps.dev does not index npm:ultralytics-mcp@0.1.10; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-07-23T19:52:32.024817Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/amanharshx/ultralytics-mcp.svg",
"full_name": "amanharshx/ultralytics-mcp",
"license_state": "standard",
"license_spdx": "MIT"
}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 v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — npm.