Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-27 01:07 UTC

KarmaloopAI / Jiva

Jiva is a CLI-first, open source autonomous AI agent and open alternative to Claude. Written in TypeScript with native support for Sarvam-105B and gpt-oss-120b, it autonomously plans and executes tasks from your terminal. Supports MCP servers, a built-in Skills system, and Jiva Personas - a plugin framework fully compatible with Claude Plugins.

TypeScript · JavaScriptMIT★ 35 stars⑂ 6 forkssince Aug 2024View on GitHub ↗

KarmaloopAI/Jiva holds a health index of 64 out of 100, placing it in the Moderate band. It scores highest on Vitality (86/100) and lowest on AI Readiness (42/100). It was last updated 6 days ago. A single contributor accounts for most of its recent work.

64
overall / 100
Moderate

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.

64
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

Karmaloop AIOrganization
2 followers9 public repossince Jan 2018

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

Package ecosystems

Metrics by category

Vitality

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

86Excellent · 22% of overall
How it's scored
36/36Push recency — last push 6 days ago
12.5/36Commit cadence — 18/52 weeks with commits
17.3/18Commit volume — 84 commits in the last year
10/10OpenSSF Scorecard: Maintained — 23 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year84
human_commit_share0.83
days_since_last_push6
active_weeks_last_year18

Release discipline

100Excellent
How it's scored
27/27Ships releases — 17 releases published
36/36Release recency — latest release 6 days ago
27/27Release cadence — a release every ~14.3 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count17
latest_release_tagv0.3.51
releases_from_tagsno
days_since_latest_release6
mean_days_between_releases14.3
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?

51Moderate · 18% of overall
How it's scored
24.8/60Stars — 35 stars
5.8/25Forks — 6 forks
0/15Watchers — 0 watchers
Inputs used
forks6
stars35
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno
How it's scored
44.6/80Monthly downloads — 2,206 downloads/month across npm
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesjiva-core
dependents
ecosystemsnpm
total_downloads
monthly_downloads2,206
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?

56Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0/22.5Commit distribution — top contributor authored 100% of commits
1.4/13.5Contributor breadth — 1 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1
How it's scored
44.1/46.8Issue resolution — 94% of issues closed
33.1/38.3PR acceptance — 32/37 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/7 approved changesets -- score normalized to 0
Inputs used
merged_prs32
open_issues1
closed_issues17
issue_closed_ratio0.944
closed_unmerged_prs5
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
3.4/25Owner reach — 2 followers of KarmaloopAI
19.3/25Track record — 9 public repos, account ~8 yr old
Inputs used
followers2
owner_typeOrganization
is_verified
owner_loginKarmaloopAI
public_repos9
account_age_days3,112
How it's scored
25/25Published & resolvable — 1 package(s) on npm
35/35Publish recency — latest publish 6 days ago
20/20Version history — 53 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesjiva-core
ecosystemsnpm
any_deprecatedno
min_days_since_publish6

Engineering Quality

Are baseline engineering and documentation practices in place?

66Moderate · 20% of overall
How it's scored
24/24CI workflows — 2 workflow(s)
0/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 7 out of 7 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsno
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

100Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://www.karmaloop.ai
10/10Repository description
10/10Topics — 8 topics
10/10Wiki
Inputs used
topicsagent, autonomous, claude-plugins, claude-skills, cli, gpt-oss-120b, mcp-servers, sarvam-105b
has_wikiyes
homepagehttps://www.karmaloop.ai
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

57Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 7 out of 7 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/7 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 23 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
1.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
4/5SAST — SAST tool is not run on all commits -- score normalized to 8
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 57 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.2
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
7.5/25Indirect dependencies free of known advisories — 3 affected: brace-expansion 2.1.2 (high 7.5), uuid 9.0.1 (high 7.5), @hono/node-server 1.19.15 (moderate 5.9)
33.7/40No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 95 days ago
Inputs used
sourceosv
advisories3
affected_packages3
assessed_packages365
unassessed_packages0
affected_by_severityhigh 2, moderate 1
direct_affected_packages0
Matched the npm:jiva-core@0.3.51 runtime dependency closure — what installing the published package pulls in — 365 packages. Reachability is not analyzed.

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.

42At risk · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
29.6/40Legible commit history — 46 of 83 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.554
agent_instruction_files
agent_instruction_max_bytes
How it's scored
0/18One-command bootstrap
0/22Automated tests
0/11Lint / format config
11/11Static type checking — tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
3/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
Inputs used
has_nixno
has_testsno
lockfilespackage-lock.json
has_dockerfileyes
typed_languageyes
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configstsconfig.json
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
How it's scored
45/45Type-checkable code — TypeScript (statically typed)
54.4/55Manageable file sizes — 1/96 source files over 60KB
Inputs used
primary_languageTypeScript
largest_source_bytes65,634
source_files_sampled96
oversized_source_files1
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files

Key facts

35GitHub stars
1contributors
84commits, last 12 months
6days since last push
17releases
1bus factor
1open issues
npmpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

Star and fork history 0 ★ / 6 ⇿
0Stars
6Forks
6Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

123456612024-092025-062026-03
Major 0Minor 0Patch 6

Each point covers 2 days.

OpenSSF Scorecard 5.2 / 10
5.2aggregate

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 · 2026-07-27 01:07 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests7 out of 7 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/7 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained23 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
3Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 3
8SASTSAST tool is not run on all commits -- score normalized to 8
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities57 existing vulnerabilities detected
Direct dependencies 21
RegistryPackageVersion constraintManifest
npm@google-cloud/storage^7.0.0package.json
npm@modelcontextprotocol/sdk^1.0.4package.json
npm@modelcontextprotocol/server-filesystem^2025.11.25package.json
npmarchiver^7.0.1package.json
npmchalk^5.3.0package.json
npmcommander^12.1.0package.json
npmconf^13.0.1package.json
npmdiff^8.0.3package.json
npmexpress^4.18.2package.json
npmgpt-tokenizer^3.4.0package.json
npminquirer^12.0.1package.json
npmjsonwebtoken^9.0.2package.json
npmmarked^15.0.12package.json
npmmarked-terminal^7.3.0package.json
npmora^8.1.1package.json
npmunzipper^0.12.3package.json
npmvscode-jsonrpc^8.2.1package.json
npmvscode-languageserver-types^3.17.5package.json
npmws^8.16.0package.json
npmyaml^2.6.1package.json
npmzod^3.24.1package.json
All dependencies 411

Full resolved dependency set from the GitHub dependency graph: 26 direct and 385 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
npm@google-cloud/storage7.19.0direct
npm@modelcontextprotocol/sdk1.27.1direct
npm@modelcontextprotocol/server-filesystem2025.11.25direct
npmarchiver7.0.1direct
npmchalk4.1.2direct
npmchalk5.6.2direct
npmcommander12.1.0direct
npmconf13.1.0direct
npmdiff4.0.4direct
npmdiff5.2.2direct
npmdiff8.0.3direct
npmexpress4.22.1direct
npmexpress5.2.1direct
npmgpt-tokenizer3.4.0direct
npminquirer12.11.1direct
npmjsonwebtoken9.0.3direct
npmmarked11.2.0direct
npmmarked15.0.12direct
npmmarked-terminal7.3.0direct
npmora8.2.0direct
npmunzipper0.12.3direct
npmvscode-jsonrpc8.2.1direct
npmvscode-languageserver-types3.17.5direct
npmws8.19.0direct
npmyaml2.8.2direct
npmzod3.25.76direct
npm@colors/colors1.5.0indirect
npm@cspotcode/source-map-support0.8.1indirect
npm@esbuild/aix-ppc640.27.1indirect
npm@esbuild/android-arm0.27.1indirect
npm@esbuild/android-arm640.27.1indirect
npm@esbuild/android-x640.27.1indirect
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npm@esbuild/darwin-x640.27.1indirect
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npm@esbuild/linux-loong640.27.1indirect
npm@esbuild/linux-mips64el0.27.1indirect
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npm@esbuild/linux-s390x0.27.1indirect
npm@esbuild/linux-x640.27.1indirect
npm@esbuild/netbsd-arm640.27.1indirect
npm@esbuild/netbsd-x640.27.1indirect
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npm@google-cloud/paginator5.0.2indirect
npm@google-cloud/projectify4.0.0indirect
npm@google-cloud/promisify4.0.0indirect
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npm@inquirer/checkbox4.3.2indirect
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Dependency advisories 3

Installing npm:jiva-core@0.3.51 pulls in 365 packages, direct and transitive: 3 carry known advisories, of which 0 are direct dependencies.

PackageVersionRelationSeverityAdvisoriesFixed in
brace-expansion2.1.2indirecthigh15.0.8
uuid9.0.1indirecthigh113.0.1
@hono/node-server1.19.15indirectmoderate12.0.5

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable
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          "body": "…models\n\n1. Conversation metadata for code-mode tasks. ConversationMetadata\n   (unified into storage/types.ts — it was previously duplicated with\n   a second, drifting copy in conversation-manager.ts, which is now\n   just a re-export) gains mcpServers, maxIterations, and harness.\n   harness is a fre\n[…]\n byte-for-byte\n   identical. Verified end-to-end: replacing one section left the\n   others untouched, and the zero-match/multiple-match error paths\n   behave the same as the existing exact-match mode.",
          "is_bot": false,
          "headline": "Record code-mode task context; skeleton-first guidance for low-token …",
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          "body": "…rough\n\nSarvam's standard plan caps requests at 40/min and output at 4096\ntokens. Two fixes, both model-agnostic (not Sarvam-specific):\n\n1. Proactive rate limiting — ModelClientConfig gains\n   maxRequestsPerMinute. ModelClient tracks request timestamps in a\n   trailing 60s window and waits BEFORE se\n[…]\nreal Sarvam endpoint to observe live\n429 behavior, but the provided test key had no credits\n(insufficient_quota_error) — implemented based on documented behavior\nand standard HTTP conventions instead.",
          "is_bot": false,
          "headline": "Add model-agnostic rate limiting; fix missing defaultMaxTokens passth…",
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          "body": "Jiva's CLI config previously lived at a platform-specific location via\nthe conf package's default resolution (~/Library/Preferences/jiva-nodejs\non macOS, %APPDATA%/jiva-nodejs/Config on Windows, ~/.config/jiva-nodejs\non Linux) - a different file entirely from what the local (non-cloud)\nHTTP interfac\n[…]\nas\nauthoritative and migration is skipped on all subsequent runs.\n\nThe CLI prints the migration result on the next jiva invocation\n(console.log); the HTTP interface logs it via logger.warn on startup.",
          "is_bot": false,
          "headline": "Store config.json in ~/.jiva for all interfaces, migrate legacy configs",
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          "body": "v0.3.49 added hasVision support for reasoning/tool-calling models, but\nthe CLI setup wizard never asked for it — the flag could only be set\nby hand-editing config.json.\n\nAdds src/utils/vision-detection.ts: matches a model name against known\nvision-capable model families (Llama 4 Maverick/Scout, Qwen\n[…]\nand tool-calling model setup flows, defaulting to the\ndetection result and showing the matched reason (e.g. 'Llama 4\nMaverick supports vision'). Also added a Vision: Yes/No line to\njiva config --show.",
          "is_bot": false,
          "headline": "Auto-detect vision capability during setup, prompt y/n to confirm",
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        {
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          "body": "Covers the three fixes just cherry-picked onto develop: Manager\ndouble system-message crash on strict providers (Qwen3.6), CodeAgent\ngiving up early due to a compaction deadlock, and hasVision support\nfor reasoning/tool-calling models with native vision.",
          "is_bot": false,
          "headline": "Bump version to 0.3.49, add release notes",
          "author_name": "Abhishek Chatterjee",
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          "oid": "3254e6af69cc8f8eb5c6418e17d21ee2fa338d52",
          "body": "…ations\n\nRoot cause: in-loop context compaction was gated on the response having\ntool calls (`response.toolCalls && response.toolCalls.length > 0`).\nThis created a deadlock — once the model starts returning truly empty\nresponses (no content, no tool calls), that gate can never be true\nagain, so cont\n[…]\nlem on the next attempt. CodeAgent now forces an immediate\n  compaction in that case (bypassing the normal token threshold) and\n  uses a shorter, more direct recovery nudge instead of the generic one.",
          "is_bot": false,
          "headline": "Fix CodeAgent giving up after 4 empty responses despite ample maxIter…",
          "author_name": "Abhishek Chatterjee",
          "author_login": "abi-chatterjee",
          "committed_at": "2026-07-06T07:31:39Z",
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        {
          "oid": "a9ef79eb6219f819e6e35200da01eb83f5fdb9d0",
          "body": "…te multimodal model\n\nSome providers (e.g. Groq's llama-4-maverick, Krutrim's vision-enabled\nmodels) offer a single model that handles both reasoning and vision,\nmaking the separate dedicated multimodal-model configuration and its\nimage-captioning detour unnecessary and wasteful for those setups.\n\nA\n[…]\n delegate entirely to\nModelOrchestrator.chat()/chatWithFallback(), so fixing routing at the\norchestrator is sufficient for both to pick up native vision support\nwith no changes needed in either agent.",
          "is_bot": false,
          "headline": "Support vision-capable reasoning/tool-calling models without a separa…",
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        {
          "oid": "2bfa5054e1cbe865b37e4b6efe7c38fe68f486c9",
          "body": "…ding system message\n\ngetSystemMessages() previously appended the directive as a second\n'developer'-role message when one was present, which becomes a second\n'system' message after role conversion. Some providers (e.g. Krutrim's\nQwen3.6) reject any request where the system message isn't first/only,\n\n[…]\n— merging the directive\ninto the single system message is safe for every provider and fixes\nthe double-message issue for providers stricter than Krutrim's\ngpt-oss-120b (which happened to tolerate it).",
          "is_bot": false,
          "headline": "Fix Manager double system-message on providers requiring a single lea…",
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          "is_bot": false,
          "headline": "Merge pull request #53 from KarmaloopAI/develop",
          "author_name": "Abhishek Chatterjee",
          "author_login": "abi-chatterjee",
          "committed_at": "2026-06-30T07:34:21Z",
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        {
          "oid": "0fd3c658dc9aeb0fde96b0c1cd837224b5f2e740",
          "body": "…onfiguration works with Jiva",
          "is_bot": false,
          "headline": "Built-in Benchmarking suite to quickly test out how well your model c…",
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          "headline": "Merge pull request #51 from KarmaloopAI/develop",
          "author_name": "Abhishek Chatterjee",
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        {
          "oid": "12efdb05a3e1ceb435cc109c3ad5431f1df9fd1b",
          "body": "…gle ADC support\n\n- Fix Groq 400 error when image-only tool results produce empty tool message content\n- Isolate manager synthesis from planning context to prevent JSON bleed-through\n- Add rawHarmonyContent to ModelResponse so Harmony providers see their own tokens in history\n- Parse Vertex AI Harmo\n[…]\nsession-manager\n- Fix model || defaultModel fallback in CLI model client construction\n- Bump default sub-agent maxIterations from 10 to 20\n- Rename JIVA_STORAGE_PROVIDER default from gcp to gcp-bucket",
          "is_bot": false,
          "headline": "Fix multimodal empty tool content, Harmony/Vertex AI parsing, and Goo…",
          "author_name": "abi-chatterjee",
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          "body": "Bug fix release v0.3.46",
          "is_bot": false,
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            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 52,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.2
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "7 out of 7 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/7 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "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": "23 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 3",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 8",
                "points": 4,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "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": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "57 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "good",
            "name": "Dependency advisories",
            "note": "Matched the npm:jiva-core@0.3.51 runtime dependency closure — what installing the published package pulls in — 365 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "npm:jiva-core@0.3.51",
                  "assessed": 365
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 76,
            "inputs": {
              "source": "osv",
              "advisories": 3,
              "affected_packages": 3,
              "assessed_packages": 365,
              "unassessed_packages": 0,
              "affected_by_severity": "high 2, moderate 1",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "3 affected: brace-expansion 2.1.2 (high 7.5), uuid 9.0.1 (high 7.5), @hono/node-server 1.19.15 (moderate 5.9)",
                "points": 7.5,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 3,
                      "packages": "brace-expansion 2.1.2 (high 7.5), uuid 9.0.1 (high 7.5), @hono/node-server 1.19.15 (moderate 5.9)"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 95 days ago",
                "points": 33.7,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 1,
                      "oldest": 95
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 365,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "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": 2
            },
            "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": "at_risk",
        "name": "AI Readiness",
        "value": 42,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 30,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.554,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "46 of 83 human commits state their intent (structured subject or explanatory body)",
                "points": 29.6,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 46,
                      "sampled": 83
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "critical",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 24,
            "inputs": {
              "has_nix": false,
              "has_tests": false,
              "lockfiles": [
                "package-lock.json"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "tsconfig.json"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "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 agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 99,
            "inputs": {
              "primary_language": "TypeScript",
              "largest_source_bytes": 65634,
              "source_files_sampled": 96,
              "oversized_source_files": 1
            },
            "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": "1/96 source files over 60KB",
                "points": 54.4,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 96,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T01:07:47.917503Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/k/KarmaloopAI/Jiva.svg",
  "full_name": "KarmaloopAI/Jiva",
  "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 statisticsnpm.