Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-30 14:33 UTC

ebarron / netapp-chat-service

Reusable AI chat service for NetApp products

TypeScript · GoMIT★ 0 stars⑂ 0 forkssince Mar 2026View on GitHub ↗

ebarron/netapp-chat-service holds a health index of 50 out of 100, placing it in the Moderate band. It scores highest on Vitality (79/100) and lowest on Community & Adoption (24/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.

50
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.

50
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

Edward BarronPersonal account
0 followers1 public reposince Aug 2015NetApp

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Gogithub.com/ebarron/netapp-chat-servicev0.2.0-169 days ago

Metrics by category

Vitality

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

79Good · 22% of overall
How it's scored
36/36Push recency — last push 1 days ago
8.3/36Commit cadence — 12/52 weeks with commits
16.4/18Commit volume — 66 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year66
human_commit_share1
days_since_last_push1
active_weeks_last_year12
How it's scored
27/27Ships releases — 15 releases published
36/36Release recency — latest release 9 days ago
27/27Release cadence — a release every ~7.4 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count15
latest_release_tagv0.2.0
releases_from_tagsno
days_since_latest_release9
mean_days_between_releases7.4

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

24Critical · 18% of overall
How it's scored
0/60Stars — 0 stars
0/25Forks — 0 forks
0/15Watchers — 0 watchers
Inputs used
forks0
stars0
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)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

42At risk · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.3/22.5Commit distribution — top contributor authored 98% of commits
2.7/13.5Contributor breadth — 2 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled2
top_contributor_share0.985
How it's scored
0/46.8Issue resolution — 0% of issues closed
38.2/38.3PR acceptance — 2/2 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs2
open_issues1
closed_issues0
issue_closed_ratio0
closed_unmerged_prs0
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
0/25Owner reach — 0 followers of ebarron
14.2/25Track record — 1 public repos, account ~10 yr old
Inputs used
followers0
owner_typeUser
is_verified
owner_loginebarron
public_repos1
account_age_days4,010
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
How it's scored
25/25Published & resolvable — 1 package(s) on go
35/35Publish recency — latest publish 9 days ago
20/20Version history — 16 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/ebarron/netapp-chat-service
ecosystemsgo
any_deprecatedno
min_days_since_publish9

Engineering Quality

Are baseline engineering and documentation practices in place?

55Moderate · 20% of overall
How it's scored
24/24CI workflows — 2 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 2 merged PRs checked by a CI test -- score normalized to 0
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

65Moderate
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
0/10Wiki
Inputs used
topics
has_wikino
homepage
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

46At risk · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — 0 out of 2 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 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 — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
1/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 23 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate3.3
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories26
affected_packages11
assessed_packages441
unassessed_packages0
affected_by_severityhigh 7, moderate 1, low 2, unknown 1
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 441 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. 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.

63Moderate · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 56 of 66 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.848
agent_instruction_files
agent_instruction_max_bytes
How it's scored
12.6/18One-command bootstrap — go.mod (toolchain convention, no task runner)
22/22Automated tests
0/11Lint / format config
11/11Static type checking — packages/chat-component/tsconfig.json, ui/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 21 of the last 66 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
2/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum, package-lock.json
has_dockerfileyes
typed_languageyes
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configspackages/chat-component/tsconfig.json, ui/tsconfig.json
agent_commit_share0.318
toolchain_manifestsgo.mod
dependency_bot_commit_share0
How it's scored
45/45Type-checkable code — TypeScript (statically typed)
54.6/55Manageable file sizes — 1/142 source files over 60KB
Inputs used
primary_languageTypeScript
largest_source_bytes70,107
source_files_sampled142
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

0GitHub stars
2contributors
66commits, last 12 months
1days since last push
15releases
1bus factor
1open issues
Go, npmpackage ecosystems

More detail

OpenSSF Scorecard 3.3 / 10
3.3aggregate

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 · 2026-07-30 14:33 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 2 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 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
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
2Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 2
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities23 existing vulnerabilities detected
Direct dependencies 14
RegistryPackageVersion constraintManifest
Gogithub.com/anthropics/anthropic-sdk-gov1.27.1go.mod
Gogithub.com/aws/aws-sdk-go-v2/configv1.32.13go.mod
Gogithub.com/aws/aws-sdk-go-v2/credentialsv1.19.13go.mod
Gogithub.com/modelcontextprotocol/go-sdkv1.4.1go.mod
Gogithub.com/openai/openai-gov1.12.0go.mod
Gogopkg.in/yaml.v3v3.0.1go.mod
npm@mantine/charts^8.3.12ui/package.json
npm@mantine/core^8.3.12ui/package.json
npm@mantine/hooks^8.3.12ui/package.json
npm@tabler/icons-react^3.36.1ui/package.json
npmchat-componentfile:../packages/chat-componentui/package.json
npmreact^19.1.0ui/package.json
npmreact-dom^19.1.0ui/package.json
npmrecharts^3.0.0ui/package.json
All dependencies 441

Full resolved dependency set from the GitHub dependency graph: 13 direct and 428 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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Dependency advisories 11

This repository publishes no package the index resolves, so its own dependency graph was assessed — 441 packages, which also include development and test pins that never ship: 11 carry known advisories, of which 0 are direct.

PackageVersionRelationSeverityAdvisoriesFixed in
brace-expansion2.0.3indirecthigh25.0.8
brace-expansion5.0.5indirecthigh35.0.8
fast-uri3.1.0indirecthigh44.1.1
lodash4.17.23indirecthigh24.18.0
postcss8.5.8indirecthigh38.5.18
vite7.3.1indirecthigh58.0.16
ws8.20.0indirecthigh28.21.0
github.com/aws/aws-sdk-go-v2/aws/protocol/eventstreamv1.6.3indirectmoderate21.97.3
@babel/core7.29.0indirectlow18.0.0-rc.6
esbuild0.27.4indirectlow10.28.1
golang.org/x/sysv0.40.0indirectunknown10.44.0

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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          "is_bot": false,
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          "is_bot": false,
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          "is_bot": false,
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          "body": "When an LLM emitted a dashboard/chart object with an interior ```json fence\nwrapped around its rows/data array, the object was split across the fence:\nthe skeleton rendered as raw JSON and the fragmented rows became stray\nstandalone cards, so no panel appeared. Add a fence-aware reassembly pre-pass\n\n[…]\nuched. As defense-in-depth, the\nbare-JSON scanner no longer wraps the nested child objects of an unbalanced\nchart/dashboard fragment as separate cards.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
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          "body": "Add an optional onCanvasEvent({action,tabId,title,kind}) prop fired when a\ncanvas tab opens/updates or closes, so a host can react to a specific canvas\n(e.g. refresh a related page) instead of polling on every turn. A canvas\npayload whose content.close is truthy now closes the matching tab (by tab_id)\nand reports action:'close' — letting a bespoke render tool tear down its tab\nafter the underlying object is deleted. Both are optional and\nbackwards-compatible; product-agnostic.",
          "is_bot": false,
          "headline": "chat-component 0.1.17: onCanvasEvent callback + canvas close directive",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-06-15T17:50:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ec5485242a1b2c5efe25db62264eb85abcc277b0",
          "body": "Resets transient action-form state on an in-place canvas re-render so text\ninputs return to their defaults (and one form's typed text no longer bleeds\ninto another via index-keyed panel reuse). Keyed by serialized content, so\nidentical content does not remount.",
          "is_bot": false,
          "headline": "chat-component 0.1.16: remount canvas renderer on content change",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-06-15T17:09:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ec0d4c1cfa950fec9c4494cd050ae5672f1f49f2",
          "body": "…onsumed/onBusyChange)\n\nAdd three optional ChatPanel props so a host app can open the panel and\nauto-send a prompt once, and observe streaming/busy state to disable its\ntrigger control. Additive and backwards-compatible; existing embeds are\nunaffected. Includes tests, README + CHANGELOG, and the host-prompt-injection\ndesign doc. Bumps the component to 0.1.15.",
          "is_bot": false,
          "headline": "chat-component: host-driven prompt injection (pendingPrompt/onPromptC…",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-06-15T11:46:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f3c3b31f3701c52c79bf0cc7827829a9e75d3453",
          "body": "GitHub runners force Node 24 for Actions after 2026-06-16, deprecating\nactions still bundled with the Node 20 runtime. Bump the affected actions\nto their current stable majors (all running Node 24). CI-only changes; no\neffect on published artifacts.\n\npublish-chat-component.yml:\n- actions/checkout v4\n[…]\n actions/setup-node v4 -> v6\n\nrelease-chat-service.yml:\n- actions/checkout v4 -> v6\n- actions/setup-go v5 -> v6\n- goreleaser/goreleaser-action v6 -> v7\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "ci: bump workflow actions to Node 24-compatible majors",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-06-10T20:49:04Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9a07e8d7028988b49bf2ab12b3af55b76596bbfc",
          "body": "…dWrite\n\nAdd an optional `requiresReadWrite` flag to the ActionFormBlock submit\nconfig. Form submits run a tool and are treated as read-write by default,\nso the submit button stays disabled in read-only mode. A submit can now\nopt out (requiresReadWrite: false) when it is read-only-safe — e.g. a\npick\n[…]\nAction firing for\n  read-only-safe submits.\n- bump package version 0.1.13 -> 0.1.14.\n- gitignore: ignore .DS_Store (root) and *.tgz npm pack artifacts.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "chat-component v0.1.14: action-form read-only opt-out via requiresRea…",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-06-10T20:33:04Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "02dedd3742fae44d062fb7cccfe03452d42da57d",
          "body": "- Rewrite chatbot-architecture.md as a host-agnostic, embeddable service:\n  consumers inject MCP servers, capabilities, interests, prompt, render tools\n- Convert key diagrams to mermaid; document canvas + object-detail render paths\n- Replace internal strategy codenames with plain-language descriptio\n[…]\nREADME features, onboarding, Go-library embedding, architecture tree\n- Genericize config.example.yaml product block\n\nDocs/config only; no version bump.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "docs: reframe chatbot architecture as host-agnostic and refresh README",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-06-08T17:14:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9e7c92b1e66fef349e01583262e9a35477328c29",
          "body": "Part of the v0.1.19 release (with S6b + Layer 6 in the preceding commit).\n\nload_tools gains an additive `tools: []string` field so the model can load\nindividual tools from a large MCP server instead of the whole group. New\ntool_routing.group_expand_threshold (default 0 = disabled) renders any group\n\n[…]\nevel scenario\n- tests across capability/agent/config/server/eval; docs updated\n\nBackward compatible: groups still works; threshold 0 = whole-group S7a.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "feat: S8 intra-group tool-level selection for oversized servers",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-06-05T13:02:19Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "67a42234d7a150aaf3cdd842d848e3119f0c0e76",
          "body": "…1.19)\n\nS6b: build the in-band routing group menu from the mode-filtered tool set\n(server.buildRoutingGroups) so read-only mode drops write tools the model\ncannot call and read-only-annotated servers present their reduced footprint.\nThe budget/headroom benefit was already automatic; this completes t\n[…]\n\nDefaultScenarios) scoring top-1/exact/skip from RoutingStats. Deterministic\nmock-provider tests run in CI; live run gated behind CHAT_EVAL_* env vars.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "feat: S6b mode-aware routing menu + Layer 6 routing-quality eval (v0.…",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-06-05T00:49:19Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "993f2a13ece62b868ba395c5fb2303d77e54fa7b",
          "body": "…scaling spec\n\nRecords the group-granularity ceiling S7a leaves behind (a single oversized\nserver like ontap ~80) and the two candidate follow-ups: S8 (hybrid tool-level\nload_tools for oversized groups) as the proposed next priority, and S6b\n(read-only footprint reduction via annotations/defaults) as the cheapest\nmitigation. Updates the strategy catalog, sequencing, touchpoints, and banner.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "docs: add S8 intra-group tool selection + S6b read-only footprint to …",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-06-05T00:32:51Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "dce53e66f98881e85cbbc7c5dae841b232262b3b",
          "body": "….1.18)\n\nThe /chat/capabilities budget endpoints summed every enabled capability's\ntools regardless of tool routing, so with mode=in-band the UI still saw\nused > 128 and blocked the read-write toggle / capability enables (\"N tools\nwould be sent (max 128)\") even though each routed turn stays under th\n[…]\nnly a single server whose own tools exceed the cap is\nrejected. The chat-component reads the server's tool_budgets directly, so no\nUI change is needed.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "fix: routing-aware tool budget so read-write toggle isn't blocked (v0…",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-06-05T00:03:29Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7b2e29bc40128282ea64af9eb159a286d251a750",
          "body": "…0.1.17)\n\nAdds §2.7 (tool routing), the system-prompt group-index block (§2.6),\ngroup routing as a third tool-filtering stage (§6.2), the tool_routing\nconfig block (§10.4), and file-index / related-docs entries. Docs only.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "docs: document S7a tool-routing supervisor in chatbot-architecture (v…",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-06-04T23:45:14Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "9f1f05cf2fdeb6431fb02b6248d46dbcea0be4dd",
          "body": "Adds opt-in tool routing so the chat service scales to many MCP servers\nwithout exceeding the provider's 128-tool cap. When enabled, the main model\nself-selects capability groups via an internal load_tools tool before those\ngroups' tools are loaded (no dedicated routing LLM call).\n\n- tool_routing co\n[…]\ner/main wiring; absent config behavior is byte-for-byte identical\n- server-side only; chat UI component unchanged\n\nSee docs/high-tool-count-scaling.md.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "feat: S7a in-band tool-routing supervisor for high tool counts (v0.1.16)",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-06-04T23:19:54Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4d7dd0f4a72d17841f75c64d28d0f9b7635915c7",
          "body": null,
          "is_bot": false,
          "headline": "feat: per-request MCP header forwarding (forward_headers) (v0.1.15)",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-06-02T18:23:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bbfe133a4477f19352daa9e96e89b4e504cf7a29",
          "body": "Move NABox-specific UI definitions out of netapp-chat-service so the\ncommon service is product-agnostic. NABox will re-register them via the\nexisting ExtraTools seam and the new SystemPromptConfig.Vocabulary seam\nin a follow-up PR.\n\nBreaking changes:\n- Delete render/volume.go and its MetricsFetcher \n[…]\naded interests.\n- MCP client default name nabox-chatbot -> netapp-chat-service.\n- llm.ProviderConfig comment no longer hardcodes /etc/nabox/ai.yaml.\n\nSee NABox docs: reusable-chat-interface.md \\xa711.",
          "is_bot": false,
          "headline": "clean: move product-specific UI out of common service (#1)",
          "author_name": "Edward Barron",
          "author_login": "ebarron",
          "committed_at": "2026-05-30T01:09:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1e8b0cfcdad699e0f47284f26973deac5b09bea2",
          "body": "The same volume name can exist on multiple clusters (e.g. vdb_tools on\nboth NVMe-a250 and a700s-c10). Without a cluster filter, QueryRange\nreturned interleaved series and the chart could not render. Add\ncluster=req.Cluster to all four range queries (read_ops, write_ops,\navg_latency, size_used_percent).",
          "is_bot": false,
          "headline": "render/volume: filter chart queries by cluster",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-05-15T15:06:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a649b1290bf11f5c1bf390ae429109e198919ef7",
          "body": "The Catalog previously applied the capability filter inside Load(). When\nLoad() ran before MCP discovery had connected any servers (e.g. on the\nNAbox OVA where docker discovery only finds the MCP containers ~30s after\nnaboxd starts), the enabled set was empty and every interest was deleted\nfrom the \n[…]\ns the\nenabled set per request from Router.ConnectedServers() and capability\nstate, so newly-connected MCP servers (and capabilities toggled in the\nUI) take effect immediately without a catalog reload.",
          "is_bot": false,
          "headline": "interest: filter by capability at query time, not load time",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-05-15T11:37:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cfe2f78e920f2e11d85bb98772f68c1e22bcce91",
          "body": "This reverts commit 08df464d5b2141a433ee0e87903668e2c53f94cb.",
          "is_bot": false,
          "headline": "Reapply \"chat-component v0.1.13: inline checkbox fields in form grid\"",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-05-13T12:37:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "08df464d5b2141a433ee0e87903668e2c53f94cb",
          "body": "This reverts commit 986d13864869f1e6c4bffe45415b462c03f8febf.",
          "is_bot": false,
          "headline": "Revert \"chat-component v0.1.13: inline checkbox fields in form grid\"",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-05-13T12:36:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "986d13864869f1e6c4bffe45415b462c03f8febf",
          "body": null,
          "is_bot": false,
          "headline": "chat-component v0.1.13: inline checkbox fields in form grid",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-05-13T12:36:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9ec385acc7da23b976f45c381b38fe405950e988",
          "body": null,
          "is_bot": false,
          "headline": "chat-component v0.1.12: 3-column ActionFormBlock layout",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-05-13T12:23:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1df753be9d2bf2adba118078b4f6af53d583ab72",
          "body": "- capability: add StateAskOnWrite (\"ask-on-write\") so read tools auto-run\n  while writes still require user approval.\n- agent: filteredTools surfaces write tools for ask-on-write caps even in\n  read-only global mode; ask path checks per-tool ReadOnlyHint.\n- server: tool-budget accounting includes wr\n[…]\n339 + Unix\n  epoch) so metrics_range_query no longer anchors to training-data dates\n  and silently returns empty result sets.\n- chat-component (0.1.11): add 'Ask on write' option to capability picker.",
          "is_bot": false,
          "headline": "feat: ask-on-write capability state + system-prompt time injection",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-05-13T11:51:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bdd1ec251ecc1cf0077c2e3e8422f047929626b4",
          "body": "ActionFormBlock now lays out non-checkbox fields in a 2-column SimpleGrid\n(single column on narrow viewports) and caps the form at maw=560 so it\ndoes not span the full canvas width. Checkbox fields are kept in their\nown row so they are not visually paired with unrelated selects.",
          "is_bot": false,
          "headline": "chat-component: 0.1.10 — 2-col field grid, max-width form",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-05-13T11:29:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4beed3beb2e35dffab1b723650f0f2848c782029",
          "body": "ActionFormBlock now renders fields in a vertical Stack with a footer\naction bar that separates the prominent Provision button from a subtle\n'Show other options' link. The 're-check placement' button and the\nrecheck schema entry have been removed; the LLM no longer needs to emit\na 'recheck' object in action-form panels.",
          "is_bot": false,
          "headline": "chat-component: 0.1.9 — vertical action-form, drop recheck",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-05-13T11:10:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e726e6cbc422ad3090b4b462ac3eccecade8a3e",
          "body": "When an MCP server restarts (k8s pod roll, docker compose restart, etc.)\nits in-memory session bookkeeping is lost. The cached client session in\nRouter becomes invalid and the next CallTool fails with messages like\n'session not found' / 'client is closing' from the SSE transport. The\ncaller has no w\n[…]\nes with retries.\n\nTested with the real k8s reproducer:\n  warm tool call -> kubectl rollout restart deploy/production-ontap-mcp\n  -> next call succeeds with one WARN log entry, no caller-visible error.",
          "is_bot": false,
          "headline": "fix(mcpclient): retry tool calls once on stale MCP session",
          "author_name": "Eric Barron",
          "author_login": "ebarron",
          "committed_at": "2026-05-13T10:47:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cee53a478d2f439633c25f1a6c6545e9999cc4f1",
          "body": "…ify message (0.1.8)\n\nTwo small UX fixes for the tool-budget setMode block:\n\n- Render capabilityError as a dismissible Alert directly below the\n  mode toggle. Previously the error only appeared inside the\n  CapabilityControls popover, so a user who hit the read-write budget\n  block via the ModeToggl\n[…]\nle an MCP to free up budget.'\n  (was: 'Switching to read-write would enable N tools (max 128).\n   Disable an MCP capability before switching mode.')\n\nAll 454 frontend tests + 9 backend packages green.",
          "is_bot": false,
          "headline": "fix(chat-component): surface capabilityError in main ChatPanel + clar…",
          "author_name": "Edward Barron",
          "author_login": "ebarron",
          "committed_at": "2026-04-25T20:26:59Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a39c9a59013fa66236f221942ed07a301fda41d3",
          "body": "…owlist\n\nReported by NAbox: with MCP_DISCOVERY=docker, the discoverer overrode the\nstatic MCP server list with one built purely from container labels, but\nonly read mcp.name and mcp.endpoint \\u2014 silently dropping ReadOnlyTools.\nResult: MCP servers without published ToolAnnotations.ReadOnlyHint\n(e\n[…]\n edits take\n  effect on the next discovery cycle via reconcile()'s drift detection.\n\nBackward compatible \\u2014 containers without the new label behave exactly\nas before. All 9 backend packages green.",
          "is_bot": false,
          "headline": "fix(mcpclient): DockerDiscoverer drops ServerConfig.ReadOnlyTools all…",
          "author_name": "Edward Barron",
          "author_login": "ebarron",
          "committed_at": "2026-04-25T19:59:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "748a7bd70edaef607de97a6cad9738fb8f24ca1a",
          "body": "…-write (0.1.7)\n\nAdds an optional 'defaultMode' prop to <ChatPanel> (and matching\n'useChatPanel({ defaultMode })' option) that sets the initial chat mode.\nAlso flips the default from 'read-only' to 'read-write'.\n\nWhy\n- The backend filters tools by mode based on each MCP tool's\n  ToolAnnotations.Read\n[…]\ndocs/chatbot-architecture.md \\u00a711.6: updated security model to\n  honestly reflect the new default + dates the change to 0.1.7.\n- CHANGELOG: 0.1.7 entry covers the new prop and the changed default.",
          "is_bot": false,
          "headline": "feat(chat-component): add ChatPanel defaultMode prop, default to read…",
          "author_name": "Edward Barron",
          "author_login": "ebarron",
          "committed_at": "2026-04-25T19:37:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5cca2c8993f3cf25e6b092055313a7183f85214f",
          "body": "Adds documentation and direct unit tests covering the headers/credentials\nbug fixed in c584782 (chat-component 0.1.6).\n\nTests\n- packages/chat-component/src/ChatAPI.test.ts: 6 tests targeting\n  createChatAPI(...).stream() directly. Covers Authorization header\n  forwarding, custom credentials mode, de\n[…]\n/reusable-chat-interface.md \\u00a75.4: extend Auth Integration with\n  a frontend-side example showing createChatAPI('/api', { headers,\n  credentials }) and call out that REST and SSE share one config.",
          "is_bot": false,
          "headline": "docs(chat-component): document 0.1.6 stream() fix + add regression tests",
          "author_name": "Edward Barron",
          "author_login": "ebarron",
          "committed_at": "2026-04-25T18:59:24Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c584782c827bd23cbfe4fc2e9a5ad86af6b82279",
          "body": "…aders/credentials\n\ncreateChatAPI accepted custom headers and credentials for get/post/delete,\nbut useChatPanel.sendMessage used a raw fetch() for the SSE streaming\nPOST to /chat/message — bypassing those options entirely. Consumers that\nneed auth headers (e.g. Bearer tokens) on the streaming endpoi\n[…]\nexposes stream mock\n- useChatPanel.canvas.test.ts migrated from fetch stub to stream mock\n- Bump @edjbarron/netapp-chat-component to 0.1.6\n\nNo public API breakage for existing get/post/delete callers.",
          "is_bot": false,
          "headline": "fix(chat-component): route streaming POST through ChatAPI to honor he…",
          "author_name": "Edward Barron",
          "author_login": "ebarron",
          "committed_at": "2026-04-25T14:22:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "51aeebfef8b025b614bd2cc66a438bc63ff4760e",
          "body": "Address Azure OpenAI's 128-tool-per-request limit (HTTP 400 on >128 tools)\nand improve LLM accuracy by filtering write-capable tools out of read-only\nmode based on MCP ToolAnnotations.\n\nBackend\n- llm.ToolDef: add ReadOnlyHint and DestructiveHint fields\n- mcpclient: convertTool propagates MCP tool an\n[…]\n_tools allowlist.\n\nAcceptance\n- The original failing prompt path (135 tools → Azure 400) is unreachable\n  — capped pre-LLM with a clear user-facing error.\n- All Go tests pass; 441 frontend tests pass.",
          "is_bot": false,
          "headline": "feat: tool budget cap + read-only annotation filtering",
          "author_name": "Edward Barron",
          "author_login": "ebarron",
          "committed_at": "2026-04-25T14:17:10Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c5bffc3ef7f1427362addcefc258a898fda7488b",
          "body": "- BookmarkPrompts component: popover with grouped, clickable pre-defined prompts\n- Bookmarks filtered by requiredMcps — only shown when those capabilities are enabled\n- New bookmarkPrompts prop on ChatPanel, rendered to the left of the gear icon\n- Exported BookmarkPrompts component and BookmarkPrompt type from index\n- 5 unit tests covering visibility, filtering, grouping, and click behavior\n- Version bump to 0.1.5",
          "is_bot": false,
          "headline": "feat(chat-component): add bookmark prompts with MCP-aware filtering",
          "author_name": "Edward Barron",
          "author_login": "ebarron",
          "committed_at": "2026-04-23T19:37:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9974b59c2af9823f251d03ff50ddca724951a257",
          "body": "v0.1.2 adds Windows binaries (amd64, arm64).",
          "is_bot": false,
          "headline": "docs: bump README binary download examples to v0.1.2",
          "author_name": "Edward Barron",
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          "avatar_url": "https://avatars.githubusercontent.com/u/182035?v=4"
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      ],
      "contributors_sampled": 2,
      "top_contributor_share": 0.985
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    "quality_signals": {
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      "has_tests": true,
      "ci_workflows": [
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        "release-chat-service.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
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        "package-lock.json"
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      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
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            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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          {
            "name": "CI-Tests",
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            "reason": "0 out of 2 merged PRs checked by a CI test -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
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            "name": "CII-Best-Practices",
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            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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          {
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
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          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
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            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
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            "name": "Fuzzing",
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            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
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            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
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          {
            "name": "Packaging",
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            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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            "reason": "dependency not pinned by hash detected -- score normalized to 2",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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            "name": "Vulnerabilities",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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            "key": "community_health",
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            "notes": [],
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            "inputs": {
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                      "login": "ebarron"
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              },
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            "notes": [],
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            "inputs": {
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          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 55,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "at_risk",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 48,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "0 out of 2 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 46,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 33,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 3.3
            },
            "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 not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "0 out of 2 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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 0/30 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": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 2",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "23 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 441 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 441
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 26,
              "affected_packages": 11,
              "assessed_packages": 441,
              "unassessed_packages": 0,
              "affected_by_severity": "high 7, moderate 1, low 2, unknown 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": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "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": 441,
              "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": 1
            },
            "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": "moderate",
        "name": "AI Readiness",
        "value": 63,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.848,
              "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": "56 of 66 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 56,
                      "sampled": 66
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum",
                "package-lock.json"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "packages/chat-component/tsconfig.json",
                "ui/tsconfig.json"
              ],
              "agent_commit_share": 0.318,
              "toolchain_manifests": [
                "go.mod"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "go.mod (toolchain convention, no task runner)",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "toolchain_convention",
                    "params": {
                      "files": "go.mod"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "packages/chat-component/tsconfig.json, ui/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "packages/chat-component/tsconfig.json, ui/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": "21 of the last 66 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 21,
                      "sampled": 66
                    }
                  }
                ],
                "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 2",
                "points": 2,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "TypeScript",
              "largest_source_bytes": 70107,
              "source_files_sampled": 142,
              "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": "1/142 source files over 60KB",
                "points": 54.6,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 142,
                      "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": [],
  "report_type": "repository",
  "generated_at": "2026-07-30T14:33:37.943798Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/e/ebarron/netapp-chat-service.svg",
  "full_name": "ebarron/netapp-chat-service",
  "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 statisticsGo.