Public record
Software health reportschema 0.27.0 · metrics 2.5.0 · 2026-08-01 23:28 UTC

dimagi / open-chat-studio

A web based platform for building Chatbots backed by Large Language Models

Python · HTMLBSD-3-Clause★ 42 stars⑂ 42 forkssince Sep 2023View on GitHub ↗
KindChat botLibraryNetwork serviceWeb interfacehow this is determined
#ai#chatbot

dimagi/open-chat-studio holds a health index of 86 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (100/100) and lowest on Community & Adoption (53/100). It was last updated today. A single contributor accounts for most of its recent work.

86
overall / 100
Excellent

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

86
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe 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.

The weighted overall 72 is calibrated to 86 on the published index scale (record calibration 2026-08-02).

Ownership

DimagiOrganization
78 followers331 public repossince Jun 2009

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
npmopen-chat-studio-widget0.11.03,784249 days ago

Metrics by category

Vitality

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

60Moderate · 21% of overall

Development activity

100Exceptional
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 8,321 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year8,321
human_commit_share1
days_since_last_push0
active_weeks_last_year52

Release discipline

1Critical
How it's scored
0/27Ships releases — no releases published
0/36Release recency — no releases
0/27Release cadence — no releases
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count0
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?

53Moderate · 17% of overall

Popularity & adoption

46Weak
How it's scored
26.2/60Stars — 42 stars
13.4/25Forks — 42 forks
6/15Watchers — 13 watchers
Inputs used
forks42
stars42
watchers13
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

57Moderate
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (BSD-3-Clause)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges—
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateyes

Ecosystem adoption (downloads)

60Moderate
How it's scored
47.7/80Monthly downloads — 3,784 downloads/month across npm
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesopen-chat-studio-widget
dependents—
ecosystemsnpm
total_downloads—
monthly_downloads3,784
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?

73Good · 23% of overall

Maintainer resilience (bus factor)

44Weak
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
11.2/22.5Commit distribution — top contributor authored 50% of commits
13.5/13.5Contributor breadth — 37 contributors
10/10OpenSSF Scorecard: Contributors — project has 11 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled37
top_contributor_share0.503

Issue & PR responsiveness

90Excellent
How it's scored
35/42Issue resolution — 83% of issues closed
28/30PR acceptance — 2,725/2,918 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs2,725
open_issues181
closed_issues907
prs_merged_7d—
prs_decided_7d—
prs_merged_30d—
prs_decided_30d—
issue_closed_ratio0.834
closed_unmerged_prs193
first_time_authors_30d—
first_time_prs_merged_30d—
first_time_prs_decided_30d—
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.

Ownership & stewardship

69Good
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
13.6/25Owner reach — 78 followers of dimagi
25/25Track record — 331 public repos, account ~17 yr old
Inputs used
followers78
owner_typeOrganization
is_verified—
owner_logindimagi
public_repos331
account_age_days6,260

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on npm
35/35Publish recency — latest publish 9 days ago
20/20Version history — 24 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesopen-chat-studio-widget
ecosystemsnpm
any_deprecatedno
min_days_since_publish9

Engineering Quality

Are baseline engineering and documentation practices in place?

100Exceptional · 19% of overall

Engineering practices

100Exceptional
How it's scored
24/24CI workflows — 17 workflow(s)
24/24Tests present
16/16Linter config — eslint.config.mjs
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 8 out of 8 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configyes

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://docs.openchatstudio.com
10/10Repository description
10/10Topics — 2 topics
10/10Wiki
Inputs used
topicsai, chatbot
has_wikiyes
homepagehttps://docs.openchatstudio.com
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

70Good · 16% of overall

Security posture

63Moderate
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.5/2.5CI-Tests — 8 out of 8 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 11 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
4.5/5SAST — SAST tool is not run on all commits -- score normalized to 9
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 10 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate6.3
Excluded from scoring (no data or not applicable): branch_protection, signed_releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages14
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the npm:open-chat-studio-widget@0.11.0 runtime dependency closure — what installing the published package pulls in — 14 packages. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

76Good · 4% of overall

Agent context & guidance

82Excellent
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
37.3/40Legible commit history — 70 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.7
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes8,571

Verify loop (build / test / typecheck)

69Good
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — eslint.config.mjs
11/11Static type checking — components/chat_widget/tsconfig.json, tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 48 of the last 100 commits agent-authored or agent-credited
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespnpm-lock.yaml, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configscomponents/chat_widget/tsconfig.json, tsconfig.json
agent_commit_share0.48
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (components/chat_widget/tsconfig.json, tsconfig.json)
54.9/55Manageable file sizes — 5/1,869 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes89,836
source_files_sampled1,869
oversized_source_files5

Key facts

42GitHub stars
37contributors
8,321commits, last 12 months
0days since last push
0releases
1bus factor
181open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch npm package 'open-chat-studio' from its registry
  • Could not fetch pypi package 'open-chat-studio' from its registry

More detail

Star and fork history 0 ★ / 42 ⇿
0Stars
42Forks

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.

010203040504242023-102025-022026-07

Each point covers 3 days.

OpenSSF Scorecard 6.3 / 10
6.3aggregate

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 · 2026-08-01 23:27 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests8 out of 8 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 11 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
9SASTSAST tool is not run on all commits -- score normalized to 9
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities10 existing vulnerabilities detected
Direct dependencies 132
RegistryPackageVersion constraintManifest
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All dependencies 1,428

Full resolved dependency set from the GitHub dependency graph: 131 direct and 1,297 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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Dependency advisories 0

Installing npm:open-chat-studio-widget@0.11.0 pulls in 14 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

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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          "headline": "Drop Trace token count columns",
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          "is_bot": false,
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          "headline": "docs: record finalize dispatch ordering in ADR-0047",
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          "is_bot": false,
          "headline": "test: cover evaluation finalization dispatch gating",
          "author_name": "Chris Smit",
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          "body": "Dispatch finalize_evaluation_run after the tick's progress publish. A completing\ntick is the last one a run gets, so a broker error on the dispatch previously\ncost the run its completion signal (leaving the UI poller running) as well as\nits aggregates.\n\nSkip the dispatch entirely when nothing was ev\n[…]\n stale.\n\nRe-check the run is COMPLETED in finalize_evaluation_run so a dispatch made in\nerror cannot aggregate a partial result set.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
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          "author_name": "Simon Kelly",
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          "body": "Columns stay for now; they're dropped in a following release so a rolling\ndeploy never has old code writing a column that's gone.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Stop writing token counts to the Trace row",
          "author_name": "Simon Kelly",
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          "is_bot": false,
          "headline": "Read trace token counts from UsageRecord",
          "author_name": "Simon Kelly",
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          "body": "A run whose work was already done re-ran its completion side effects on\nevery 30s tick: they shared the tick's transaction, so the OOM kill they\ncaused rolled the COMPLETED status back. Commit the transition first and\ncarry the side effects in a separate task, streamed rather than loaded\nwhole.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix OOM restart loop in evaluation coordination",
          "author_name": "Simon Kelly",
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          "author_name": "Brian Mecha",
          "author_login": "brian-mecha",
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          "is_bot": false,
          "headline": "feat: enable taskbadger celery heartbeat",
          "author_name": "Simon Kelly",
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          "body": "Record the Langfuse project/organization on trace providers",
          "is_bot": false,
          "headline": "Merge pull request #4010 from dimagi/sk/usage-api-traces",
          "author_name": "Simon Kelly",
          "author_login": "snopoke",
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          "body": "Read report tokens off UsageRecord, not Trace",
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          "headline": "Merge pull request #4009 from dimagi/sk/token-reporting",
          "author_name": "Simon Kelly",
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          "body": "Phase 1: Contextual retrieval — storage, contextualizer, and ingestion wiring (#2681)",
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          "headline": "Merge pull request #3875 from SRHIN/feature/contextual-retrieval",
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          "headline": "test: cover --team filter in backfill command",
          "author_name": "Simon Kelly",
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          "headline": "refactor: extract provider save out of CreateServiceProvider.post",
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          "oid": "8c8d7caf2f5ac53c43d4b7fbae1fef8a289884ca",
          "body": "The lazy justification didn't hold: tracing/__init__ imports .langfuse and\napps/api/tasks.py imports the package at module level, so the SDK is\nalready loaded at startup.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: hoist the langfuse fetch import in forms.py",
          "author_name": "Simon Kelly",
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          "headline": "Apply ruff fixes and update generated files",
          "author_name": "GitHub Action",
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          "body": "Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: default the Langfuse host to cloud.langfuse.com",
          "author_name": "Simon Kelly",
          "author_login": "snopoke",
          "committed_at": "2026-07-30T11:44:33Z",
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          "oid": "56b6940bb572d93dbebfcb123e0dd3e952403fee",
          "body": "Both halves of the cross-team usage report now come from the same rows, so\nthey reconcile. Judge calls have no trace, so their tokens were previously\ncounted nowhere. Drops run_count — a run is a trace concept.\n\nCloses #3984",
          "is_bot": false,
          "headline": "Read report tokens off UsageRecord, not Trace",
          "author_name": "Simon Kelly",
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          "body": "Adds a TraceProvider.project_url link into the tracing service's own UI,\nand prompts a save when the details haven't been fetched yet.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: show the Langfuse org/project on the trace provider edit page",
          "author_name": "Simon Kelly",
          "author_login": "snopoke",
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          "oid": "52135e1080844889d09d32ee0880d8d977c6b233",
          "body": "Covers providers created before the on-save fetch. Re-runnable: providers\nthat already have a project id are skipped unless --force.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add a backfill command for Langfuse project metadata",
          "author_name": "Simon Kelly",
          "author_login": "snopoke",
          "committed_at": "2026-07-30T10:57:47Z",
          "body_truncated": false,
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        },
        {
          "oid": "bc9ffd38e420eb4d054e7df28995d9b71d7385a9",
          "body": "Fetched on save into an unencrypted TraceProvider.metadata field so usage\ncan be aggregated by project/organization. Best-effort: a failed lookup\nwarns and leaves existing metadata alone.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: record the Langfuse project and organization on trace providers",
          "author_name": "Simon Kelly",
          "author_login": "snopoke",
          "committed_at": "2026-07-30T10:57:38Z",
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        },
        {
          "oid": "1a38a90779b0db916c2103a4482dfa1585f8fb35",
          "body": "Keep evaluators visible when an LLM provider or model goes away",
          "is_bot": false,
          "headline": "Merge pull request #4001 from dimagi/sk/evaluator-provider-lifecycle",
          "author_name": "Simon Kelly",
          "author_login": "snopoke",
          "committed_at": "2026-07-30T10:38:48Z",
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          "body": null,
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          "headline": "Merge branch 'main' into sk/evaluator-provider-lifecycle",
          "author_name": "Simon Kelly",
          "author_login": "snopoke",
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        {
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          "body": null,
          "is_bot": false,
          "headline": "Cover evaluator reporting in the deprecation command",
          "author_name": "Simon Kelly",
          "author_login": "snopoke",
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          "oid": "a0622b095688717d3c9ae40d0610b7f8bf6f9976",
          "body": "Adding the evaluators bucket made a name collision reachable across kinds,\ndropping one resource's link.",
          "is_bot": false,
          "headline": "Qualify notification links when two kinds claim a name",
          "author_name": "Simon Kelly",
          "author_login": "snopoke",
          "committed_at": "2026-07-30T10:20:17Z",
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          "body": "Fail a run up front when an evaluator has no LLM provider",
          "is_bot": false,
          "headline": "Merge pull request #4000 from dimagi/sk/evaluator-run-preflight",
          "author_name": "Simon Kelly",
          "author_login": "snopoke",
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          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' into sk/evaluator-provider-lifecycle",
          "author_name": "Simon Kelly",
          "author_login": "snopoke",
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        {
          "oid": "72ea5c02d0fdcb9bf90d05fc9a225d2fcbfa4488",
          "body": "get_evaluator_params raises per message, so an unconfigured evaluator wrote one\nerror result per message in the dataset rather than failing the run once.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fail a run up front when an evaluator has no LLM provider",
          "author_name": "Simon Kelly",
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        {
          "oid": "df5eed0f36263c0c88a63e1d5f531215919ce38d",
          "body": "Extract evaluator LLM provider references into FK fields",
          "is_bot": false,
          "headline": "Merge pull request #3999 from dimagi/sk/evaluator-provider-fks",
          "author_name": "Simon Kelly",
          "author_login": "snopoke",
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          "body": "Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Clarify why repointing raises when the app state lacks Evaluator",
          "author_name": "Simon Kelly",
          "author_login": "snopoke",
          "committed_at": "2026-07-30T09:37:46Z",
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        {
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          "body": "Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Extract _repoint_references from perform_migration",
          "author_name": "Simon Kelly",
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          "body": "Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Regenerate export schema for evaluator provider FKs",
          "author_name": "Simon Kelly",
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          "oid": "797cad90ed43b68b287ec0bbc83e284b82685aea",
          "body": "PR CI runs pytest with --no-migrations, which leaves MigrationLoader/\nMigrationExecutor with no graph to load.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Skip migration-graph tests under --no-migrations",
          "author_name": "Simon Kelly",
          "author_login": "snopoke",
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        {
          "oid": "2ab408cd18377c1d18919482db7ba4358c33fb2f",
          "body": "The ids lived only in the params JSON, so a deleted provider left a dangling\ninteger. params stays what the schema-driven form edits; the FK becomes the\nreference the runtime resolves.\n\nCloses #3977\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Extract evaluator LLM provider references into FK fields",
          "author_name": "Simon Kelly",
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          "oid": "97926157fb8e7cf128d2f5606bb57a02c7de1c5b",
          "body": "Fix two authorization gaps",
          "is_bot": false,
          "headline": "Merge pull request #4005 from dimagi/sk/security-file-idor-oauth-gate",
          "author_name": "Simon Kelly",
          "author_login": "snopoke",
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          "oid": "98605a4276cab3393473d5646a00348d9128eb63",
          "body": "Bill eval-driven generation as evaluation spend",
          "is_bot": false,
          "headline": "Merge pull request #3993 from dimagi/sk/eval-spend",
          "author_name": "Simon Kelly",
          "author_login": "snopoke",
          "committed_at": "2026-07-30T09:21:42Z",
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          "body": "…sk/evaluator-provider-lifecycle",
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/sk/evaluator-provider-fks' into …",
          "author_name": "Simon Kelly",
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          "body": "Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Collapse blocking-chip branches in delete_service_provider",
          "author_name": "Simon Kelly",
          "author_login": "snopoke",
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        {
          "oid": "e3cbb64341fb5422561ee355d9f3d8f0aeae1dc0",
          "body": "Drops both model notifications back to 4 args and de-duplicates the\nsummary text and links merge.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Bundle affected resources into AffectedResources",
          "author_name": "Simon Kelly",
          "author_login": "snopoke",
          "committed_at": "2026-07-30T09:03:31Z",
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          "headline": "Merge branch 'main' into sk/eval-spend",
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          "body": "Scope chat attachment_ids to files uploaded for that session, and require\noauth.add_oauth2application on the selected team to register a\nclient-credentials application.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix two authorization gaps",
          "author_name": "Simon Kelly",
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          "headline": "Revert \"Fix two authorization gaps\"",
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          "headline": "Clarify why repointing raises when the app state lacks Evaluator",
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          "body": "Scope chat attachment_ids to files uploaded for that session, and require\noauth.add_oauth2application on the selected team to register a\nclient-credentials application.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
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          "headline": "Fix two authorization gaps",
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          "headline": "Merge pull request #3960 from dimagi/cs/pipeline_data_updates_phase_2",
          "author_name": "Chris Smit",
          "author_login": "SmittieC",
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          "body": "The strip removed only `nodes`, leaving a `viewport` behind to fall away on the\npipeline's next save. Nothing reads the key, so clear it here instead of waiting\nfor a write that may never come: `FlowWithoutNodes` does not model it, the\neditor's own ReactFlowJsonObject type does not declare it, and t\n[…]\nrestore a viewport it no longer has. That is not a gap in the\nrollback guarantee, since no code on either side of ADR-0049 reads it.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
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          "headline": "fix: strip the viewport alongside the nodes key",
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          "body": "revert_to_version writes the node rows straight to the DB, behind the back of\nflow_data's cache, so the instance it handed back still read as the pipeline it\nhad just replaced. Clear the caches as the save paths already do.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
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          "headline": "fix: clear the node caches after reverting a pipeline",
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          "body": "remove_all_start_end_nodes walks every Node row in the DB, so it meets both data\nshapes as soon as one ADR-0049 pipeline exists: reading data[\"nodes\"] raised a\nKeyError on the first one it hit, which took down two unrelated tests in CI.\n\nDelete the row directly when the pipeline lists no nodes. Defa\n[…]\n] instead would read as \"no nodes\" to _set_new_nodes and delete every\nrow on the pipeline, so the two shapes need separate handling.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
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          "headline": "Merge remote-tracking branch 'origin/sk/evaluator-provider-fks' into …",
          "author_name": "Simon Kelly",
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          "body": "The node-rows-own-layout ADR landed as 0049; 0048 is the evaluation spend ADR.\nRenumber the citations that mean the former, leaving the cost tracking ones alone.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
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          "headline": "docs: cite ADR-0049 for the pipeline layout decision",
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          "body": "…ope with\n\nThe test leaned on PipelineFactory to produce ADR-0046 data (nodes listed,\nno embedded content). The factory now emits the ADR-0049 shape, which has no\nnodes key at all, so the test died on KeyError before reaching the sweep.\n\nReassemble that nodes list from the Node rows instead, and rec\n[…]\ntrip_node_data command ran without\nmigration 0030 following it. Also assert the edges are stripped, which the test\nwas not covering.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
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          "headline": "test: build the layout-only pipeline shape the start/end sweep must c…",
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          "headline": "Skip migration-graph tests under --no-migrations",
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          "body": "more lenient assert in speech integration test",
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          "headline": "Merge pull request #4003 from dimagi/sk/integration-test-fix",
          "author_name": "Simon Kelly",
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          "headline": "Merge branch 'main' into cs/pipeline_data_updates_phase_2",
          "author_name": "Chris Smit",
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          "body": "Pipeline.revert_to_version no longer round-trips through flow_data. It walks\nthe version's node rows one at a time, remapping each node's versioned params,\nand takes the edges from the version's stored data — so a pre-ADR-0046 row's\nstale embedded node blobs are dropped rather than read.\n\nThe row to react-flow node conversion moves onto Node.to_flow_node, shared with\nPipeline.flow_data.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
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          "headline": "refactor: revert pipelines from the version's node rows",
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          "body": "The workflow hard-coded v1 and v2, so api-schemas/export.yml was never\nregenerated.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Generate all API schemas via `inv schema`",
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          "headline": "Merge branch 'main' into sk/eval-spend",
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          "headline": "Merge branch 'main' into sk/evaluator-provider-fks",
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          "is_bot": false,
          "headline": "Merge pull request #3998 from dimagi/sk/evaluator-provider-validation",
          "author_name": "Simon Kelly",
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          "body": "The rows own layout now (ADR-0048), so calling the blob that holds the edges\n\"layout\" points at the wrong owner. edge_data says what it carries and pairs\nwith the node_data it is split from. Also drops a stale test docstring that\nstill claimed Pipeline.data was authoritative for layout.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor: name the node-less flow edge_data instead of layout",
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          "body": "Both save paths reconciled the Node rows and then reset two caches by hand,\none of them through Pipeline.__dict__. clear_node_caches() names the step and\ngives both paths the same behaviour: POST previously refreshed the rows but\nleft a stale flow_data cache, which no caller happened to have populat\n[…]\net having been prefetched — passing it as a field only\nworked because Django treats a prefetched relation there as a cache eviction.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
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          "body": "Pipeline.data no longer keeps a viewport, so the ADR that introduces the\nlayout-only blob should not describe one. Records instead that the stored blob\nholds only what the flow models model, and that a leftover key drops on the\nnext save.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: drop the viewport from ADR-0048",
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          "body": "WireFlow existed only to drop unknown keys from HTTP input while stored data\nkept them through extra=\"allow\". That split made the viewport survive a PATCH\nbut not a POST, for a key nothing has read since ADR-0046. Dropping the\nallowance everywhere removes the asymmetry: a save rewrites Pipeline.data from\nthe parsed graph, so the blob holds only edges and errors, and a leftover\nviewport falls away on the next save.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
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          "headline": "refactor: stop persisting top-level keys the flow models do not model",
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              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "17 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 17
                    }
                  }
                ],
                "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": "eslint.config.mjs",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "eslint.config.mjs"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "8 out of 8 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "exceptional",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "ai",
                "chatbot"
              ],
              "has_wiki": true,
              "homepage": "https://docs.openchatstudio.com",
              "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": "https://docs.openchatstudio.com",
                "points": 15,
                "status": "met",
                "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": "2 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 70,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 63,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 6.3
            },
            "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": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "8 out of 8 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": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 11 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "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 16 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 9",
                "points": 4.5,
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "10 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the npm:open-chat-studio-widget@0.11.0 runtime dependency closure — what installing the published package pulls in — 14 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "npm:open-chat-studio-widget@0.11.0",
                  "assessed": 14
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 14,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "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": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "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": "exceptional",
            "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": 14,
              "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": "exceptional",
            "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 6
            },
            "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": "good",
        "name": "AI Readiness",
        "value": 76,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.7,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 8571
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "70 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 37.3,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 70,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 69,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "pnpm-lock.yaml",
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "components/chat_widget/tsconfig.json",
                "tsconfig.json"
              ],
              "agent_commit_share": 0.48,
              "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": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": "eslint.config.mjs",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "eslint.config.mjs"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "components/chat_widget/tsconfig.json, tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "components/chat_widget/tsconfig.json, 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": "48 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 48,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 89836,
              "source_files_sampled": 1869,
              "oversized_source_files": 5
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (components/chat_widget/tsconfig.json, tsconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "components/chat_widget/tsconfig.json, tsconfig.json",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "5/1869 source files over 60KB",
                "points": 54.9,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 1869,
                      "oversized": 5
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "top": [
        "library",
        "application"
      ],
      "labels": [
        "chat-bot",
        "library",
        "network-service",
        "web-ui"
      ],
      "scores": {
        "web-ui": 4,
        "library": 6,
        "chat-bot": 10,
        "network-service": 4
      },
      "primary": "chat-bot",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:npm",
          "weight": 6
        },
        {
          "tier": "dependencies",
          "label": "chat-bot",
          "source": "dep:pyTelegramBotAPI",
          "weight": 4
        },
        {
          "tier": "dependencies",
          "label": "chat-bot",
          "source": "dep:slack-bolt",
          "weight": 4
        },
        {
          "tier": "dependencies",
          "label": "network-service",
          "source": "dep:Django",
          "weight": 4
        },
        {
          "tier": "dependencies",
          "label": "web-ui",
          "source": "dep:react-dom",
          "weight": 4
        },
        {
          "tier": "tags",
          "label": "chat-bot",
          "source": "tag:chatbot",
          "weight": 2
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": true
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "Could not fetch npm package 'open-chat-studio' from its registry",
    "Could not fetch pypi package 'open-chat-studio' from its registry"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-01T23:28:15.865525Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/dimagi/open-chat-studio.svg",
  "full_name": "dimagi/open-chat-studio",
  "license_state": "standard",
  "license_spdx": "BSD-3-Clause"
}

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100deepset-ai/haystackOpen-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.Exceptional98IBM/mcp-context-forgeAn AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool calling, and supports plugins.Exceptional98mem0ai/mem0Universal memory layer for AI AgentsExceptional100onnx/onnxOpen standard for machine learning interoperabilityExceptional100wandb/wandbThe AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.Exceptional99microsoft/agent-frameworkA framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.Exceptional

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