Public recordModerate
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-28 09:26 UTC
dipankardas011 / infai
TUI for managing llama.cpp model profiles — browse models, store named configs in SQLite, launch llama-server with live log streaming
dipankardas011/infai holds a health index of 55 out of 100, placing it in the Moderate band. It scores highest on AI Readiness (78/100) and lowest on Community & Adoption (29/100). It was last updated 8 days ago. A single contributor accounts for most of its recent work.
55
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.
55
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
Dipankar DasPersonal account
145 followers149 public repossince May 2020@rtcamp
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 |
|---|---|---|---|---|---|
| Go | github.com/dipankardas011/infai | v0.15.1 | - | 19 | 8 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
74
Development activity
63Moderate
How it's scored
| 28.8/36 | Push recency — last push 8 days ago |
| 7.6/36 | Commit cadence — 11/52 weeks with commits |
| 16.8/18 | Commit volume — 74 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 74 |
| human_commit_share | 1 |
| days_since_last_push | 8 |
| active_weeks_last_year | 11 |
Release discipline
90Excellent
How it's scored
| 27/27 | Ships releases — 18 releases published |
| 36/36 | Release recency — latest release 8 days ago |
| 27/27 | Release cadence — a release every ~9.4 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 18 |
| latest_release_tag | v0.15.1 |
| releases_from_tags | no |
| days_since_latest_release | 8 |
| mean_days_between_releases | 9.4 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
29
Popularity & adoption
10Critical
How it's scored
| 9.8/60 | Stars — 5 stars |
| 0/25 | Forks — 1 forks |
| 0/15 | Watchers — 0 watchers |
Inputs used
| forks | 1 |
| stars | 5 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
50Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
59
Maintainer resilience (bus factor)
23Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 1.5/22.5 | Commit distribution — top contributor authored 93% of commits |
| 2.7/13.5 | Contributor breadth — 2 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 2 |
| top_contributor_share | 0.932 |
Issue & PR responsiveness
66Moderate
How it's scored
| 28.1/46.8 | Issue resolution — 60% of issues closed |
| 38.2/38.3 | PR acceptance — 9/9 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 1/15 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 9 |
| open_issues | 2 |
| closed_issues | 3 |
| issue_closed_ratio | 0.6 |
| closed_unmerged_prs | 0 |
Ownership & stewardship
63Moderate
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 15.6/25 | Owner reach — 145 followers of dipankardas011 |
| 25/25 | Track record — 149 public repos, account ~6 yr old |
Inputs used
| followers | 145 |
| owner_type | User |
| is_verified | — |
| owner_login | dipankardas011 |
| public_repos | 149 |
| account_age_days | 2,267 |
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 go |
| 35/35 | Publish recency — latest publish 8 days ago |
| 20/20 | Version history — 19 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | github.com/dipankardas011/infai |
| ecosystems | go |
| any_deprecated | no |
| min_days_since_publish | 8 |
Engineering Quality
Are baseline engineering and documentation practices in place?
67
Engineering practices
52Moderate
How it's scored
| 24/24 | CI workflows — 1 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 4/20 | OpenSSF Scorecard: CI-Tests — 2 out of 8 merged PRs checked by a CI test -- score normalized to 2 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://infai.dipankar-das.com/ |
| 10/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | yes |
| homepage | https://infai.dipankar-das.com/ |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
36
Security posture
36At risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0.5/2.5 | CI-Tests — 2 out of 8 merged PRs checked by a CI test -- score normalized to 2 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 1/15 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 3 contributing companies or organizations -- score normalized to 10 |
| 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 |
| 7.5/7.5 | Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 6/7.5 | Vulnerabilities — 2 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 3.6 |
Excluded from scoring (no data or not applicable): packaging. 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.
78
Agent context & guidance
82Good
How it's scored
| 45/45 | Agent instructions — AGENTS.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 36.8/40 | Legible commit history — 51 of 74 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.689 |
| agent_instruction_files | AGENTS.md |
| agent_instruction_max_bytes | 27,517 |
Verify loop (build / test / typecheck)
66Moderate
How it's scored
| 12.6/18 | One-command bootstrap — go.mod (toolchain convention, no task runner) |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 11/11 | Static type checking — Go (statically typed) |
| 10/10 | Reproducible environment — lockfile |
| 10/10 | Demonstrated agent practice — 10 of the last 74 commits agent-authored or agent-credited |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | go.sum |
| has_dockerfile | no |
| typed_language | yes |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0.135 |
| toolchain_manifests | go.mod |
| dependency_bot_commit_share | 0 |
Code legibility for models
100Excellent
How it's scored
| 45/45 | Type-checkable code — Go (statically typed) |
| 55/55 | Manageable file sizes — 0/40 source files over 60KB |
Inputs used
| primary_language | Go |
| largest_source_bytes | 24,269 |
| source_files_sampled | 40 |
| oversized_source_files | 0 |
Key facts
5GitHub stars
2contributors
74commits, last 12 months
8days since last push
18releases
1bus factor
2open issues
Gopackage 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
More detail
OpenSSF Scorecard 3.6 / 10
3.6aggregate
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 |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 2 | CI-Tests | 2 out of 8 merged PRs checked by a CI test -- score normalized to 2 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 1/15 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 3 contributing companies or organizations -- score normalized to 10 |
| 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 |
| 10 | Maintained | 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 8 | Vulnerabilities | 2 existing vulnerabilities detected |
Direct dependencies 8
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| Go | github.com/charmbracelet/bubbles | v1.0.0 | go.mod |
| Go | github.com/charmbracelet/bubbletea | v1.3.10 | go.mod |
| Go | github.com/charmbracelet/lipgloss | v1.1.0 | go.mod |
| Go | github.com/golang-migrate/migrate/v4 | v4.18.0 | go.mod |
| Go | github.com/google/uuid | v1.6.0 | go.mod |
| Go | github.com/mattn/go-sqlite3 | v1.14.42 | go.mod |
| Go | github.com/shirou/gopsutil/v4 | v4.26.3 | go.mod |
| Go | golang.org/x/mod | v0.38.0 | go.mod |
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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"owner_type": "User",
"updated_at": "2026-07-19T17:45:52Z",
"description": "TUI for managing llama.cpp model profiles — browse models, store named configs in SQLite, launch llama-server with live log streaming",
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},
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{
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},
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"recent_commits": [
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"body": "Signed-off-by: Dipankar Das <65275144+dipankardas011@users.noreply.github.com>",
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"headline": "feat(inference): extract engine adapters and metrics streaming",
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"body": "Introduce the ability to configure and run vLLM as an alternative\ninference engine to llama.cpp.\n\n- Add kind, base_args, and environment to inference_engine.\n- Add engine_config to profiles for engine-specific options.\n- Implement command line builder and LaunchSpec for vLLM.\n- Update metrics pollin\n[…]\ncs.\n- Adapt TUI to support adding, editing, and running vLLM.\n- Add DB migrations and unit tests for vLLM configuration.\n\nSigned-off-by: Dipankar Das <65275144+dipankardas011@users.noreply.github.com>",
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"headline": "feat: add support for vLLM inference engine",
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"headline": "feat: added update notification of infai",
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"body": "compete visual\n\nSigned-off-by: Dipankar Das <65275144+dipankardas011@users.noreply.github.com>",
"is_bot": false,
"headline": "TUI Polish & Theming Overhaul",
"author_name": "Dipankar Das",
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"body_truncated": false,
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"body": "- Persist the last active tab across application restarts\n- Theme selector: live preview, revert, swatches, box styling\n- Add themes: catppuccin, nord, dracula, kanagawa, solarized, monokai\n- Render TPS history as a sparkline bar chart in the server view\n- Highlight error and warning lines in server\n[…]\nDisplay a quick start guide when no profiles exist\n- Add tests for sparkline, theme selector revert, and tab persistence\n\nSigned-off-by: Dipankar Das <65275144+dipankardas011@users.noreply.github.com>",
"is_bot": false,
"headline": "feat(tui): add sparkline, log highlighting, tab persistence, theme UI",
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"body": "…ns table\n\n- Profile edit screen now tracks dirty state and prompts when escaping\n with unsaved changes; user can confirm discard ('y') or keep editing\n ('n' or 'esc'). Border and help text update to show error style.\n- Runs table refactored to use an adaptive column system. Low-priority\n columns drop first when terminal width is insufficient; flex columns\n absorb leftover space for a responsive layout.\n\nSigned-off-by: Dipankar Das <65275144+dipankardas011@users.noreply.github.com>",
"is_bot": false,
"headline": "feat(tui): add discard confirmation to profile edit and responsive ru…",
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"body": "Remove the dedicated confirm, profile browser, and explore screens,\nreplacing them with inline actions in their respective tabs. Add\nInModalInput methods to profiles, models, and engines tabs so that\nglobal keyboard shortcuts (q, t, tab switches) are suppressed while\nthe user is filtering or in a mo\n[…]\nept up/down keys.\nDelete confirmation now displays the profile/folder name. Add tests\nverifying keyboard input handling.\n\nSigned-off-by: Dipankar Das <65275144+dipankardas011@users.noreply.github.com>",
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"headline": "refactor(tui): consolidate screens into tab-based UI",
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"headline": "docs: move ribbon after hero, optimize PNG→WebP, improve ticker styling",
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"committed_at": "2026-07-02T18:47:22Z",
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"headline": "updates to the fixes",
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"headline": "updated the website",
"author_name": "Dipankar Das",
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"committed_at": "2026-07-02T10:16:54Z",
"body_truncated": false,
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"body": "Refactor system and process CPU/RAM usage collection to use the gopsutil\nlibrary instead of parsing /proc or shelling out to ps. This improves\ncross-platform compatibility and reliability. Also, add checks for\nnvidia-smi presence before querying GPU stats. Update dependencies in\ngo.mod and go.sum accordingly.\n\nSigned-off-by: Dipankar Das <65275144+dipankardas011@users.noreply.github.com>",
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"headline": "feat(tui): add restart flow and richer server status",
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"body": "Refactor metrics collection and display in the TUI server panel to\nseparately show system-wide resource usage (CPU, RAM, GPU) and\nmodel-specific resource usage (CPU, RAM, VRAM). This improves clarity\nand monitoring of both host and model process performance. Updates\nmetrics fetching, message passing, and view rendering accordingly.\n\nSigned-off-by: Dipankar Das <65275144+dipankardas011@users.noreply.github.com>",
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"headline": "feat(tui): split system and model metrics in server UI",
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"body": "Add a new metrics.go module to fetch and display system metrics such as\nCPU load, RAM usage, and GPU utilization in the server TUI. The server\nview now shows live metrics, uptime, and endpoint information. Metrics\nare refreshed every 2 seconds using Bubble Tea's tick mechanism.\n\nSigned-off-by: Dipankar Das <65275144+dipankardas011@users.noreply.github.com>",
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"headline": "feat(tui): add file filtering to file browser",
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"body": "Replaces text input with an interactive file browser when adding new\nscan directories in the Explore screen. Introduces a new FileBrowserModel\nwith navigation, selection, and help key bindings. Updates help view and\nkeymap to support the file browser. Improves user experience by allowing\ndirectory selection via navigation instead of manual path entry.\n\nSigned-off-by: Dipankar Das <65275144+dipankardas011@users.noreply.github.com>",
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"headline": "feat: improve server shutdown UX and cleanup code",
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"headline": "feat(db): add golang-migrate for schema migrations",
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"body": "- Add new fields to ModelEntry: checksum, architecture, model_name,\n last_verified for improved model tracking.\n- Implement GGUF metadata parsing in scanner to extract architecture\n and model name from model files.\n- Compute and store SHA256 checksums for models.\n- Add DB.Sync method to synchroniz\n[…]\nlder sync, show progress spinner, and display sync results.\n- Update SQL schema and queries to support new model fields.\n\nSigned-off-by: Dipankar Das <65275144+dipankardas011@users.noreply.github.com>",
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"body": "Terminal-luxury aesthetic — Playfair Display + IBM Plex Mono,\nwarm amber palette, grain/scanline textures, scroll-triggered\nreveals, editorial screenshot showcase, interactive terminal\nmockup in hero.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
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"headline": "feat: add landing page for GitHub Pages",
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"headline": "Create CNAME",
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"headline": "Create CNAME",
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]
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}
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{
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{
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{
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"inputs": {
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"components": [
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"code": "owner_personal",
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{
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"code": "not_applicable_to_user_accounts",
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{
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{
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},
{
"code": "account_age_years",
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]
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{
"key": "package_maintenance",
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"components": [
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{
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}
],
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{
"key": "editorconfig",
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]
},
{
"key": "documentation",
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"notes": [],
"value": 90,
"inputs": {
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{
"key": "documentation_directory",
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}
],
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{
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{
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{
"key": "fuzzing",
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"status": "missed",
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{
"key": "license",
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"points": 2.5,
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{
"key": "maintained",
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{
"key": "packaging",
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"status": "excluded",
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{
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{
"key": "sast",
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"status": "missed",
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{
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"status": "missed",
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{
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"status": "missed",
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{
"key": "token_permissions",
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{
"key": "vulnerabilities",
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]
},
{
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"notes": [
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"code": "jurisdiction_evidence_limits",
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],
"value": 100,
"inputs": {
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"review_only_matches": 0,
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"components": [
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"status": "met",
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"code": "jurisdiction_no_match",
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}
],
"max_points": 100
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]
}
],
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{
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"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
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"notes": [],
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"inputs": {
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"components": [
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"details": [
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"code": "file_list",
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],
"max_points": 45
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{
"key": "machine_readable_docs_llms_txt",
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"points": 0,
"status": "missed",
"details": [],
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{
"key": "legible_commit_history",
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"points": 36.8,
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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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],
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},
{
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}
],
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},
{
"key": "demonstrated_agent_practice",
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{
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}
}
],
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},
{
"key": "automated_maintenance",
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}
],
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},
{
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}
]
},
{
"key": "ai_code_legibility",
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"notes": [],
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"oversized_source_files": 0
},
"components": [
{
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{
"code": "statically_typed_language",
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}
}
],
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},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/40 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
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"sampled": 40,
"oversized": 0
}
}
],
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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"
],
"report_type": "repository",
"generated_at": "2026-07-28T09:26:40.473606Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/dipankardas011/infai.svg",
"full_name": "dipankardas011/infai",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}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 — Go.