Public recordGood
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-16 12:57 UTC
rasahq / rasa
💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants
rasahq/rasa holds a health index of 71 out of 100, placing it in the Good band. It scores highest on Community & Adoption (97/100) and lowest on Vitality (39/100). It was last updated 54 days ago. 7 contributors account for most of its recent work.
71
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
71
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
Ownership
RasaOrganization
1,082 followers205 public repossince Aug 2016
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | rasa | 3.6.21 | 254,425 | 360 | 548 days ago | nlpmachine-learningmachine-learning-librarybotbotsbotkitrasa-conversational-agentsconversational-aichatbotchatbot-frameworkbot-framework |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
39
Development activity
25Critical
How it's scored
| 18/36 | Push recency — last push 54 days ago |
| 1.4/36 | Commit cadence — 2/52 weeks with commits |
| 5.4/18 | Commit volume — 3 commits in the last year |
| 0/10 | OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
Inputs used
| commits_last_year | 3 |
| human_commit_share | — |
| days_since_last_push | 54 |
| active_weeks_last_year | 2 |
Release discipline
60Moderate
How it's scored
| 27/27 | Ships releases — 100 releases published |
| 7.2/36 | Release recency — latest release 548 days ago |
| 19.8/27 | Release cadence — a release every ~49.9 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 100 |
| latest_release_tag | 3.6.21 |
| releases_from_tags | no |
| days_since_latest_release | 548 |
| mean_days_between_releases | 49.9 |
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?
97
Popularity & adoption
99Excellent
How it's scored
| 60/60 | Stars — 21,244 stars |
| 25/25 | Forks — 4,916 forks |
| 14.2/15 | Watchers — 352 watchers |
Inputs used
| forks | 4,916 |
| stars | 21,244 |
| watchers | 352 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
100Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 7.2/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | yes |
| has_code_of_conduct | yes |
| has_pull_request_template | yes |
Ecosystem adoption (downloads)
90Excellent
How it's scored
| 72.1/80 | Monthly downloads — 254,425 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | rasa |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 254,425 |
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?
85
Maintainer resilience (bus factor)
94Excellent
How it's scored
| 51.3/54 | Bus factor — 7 contributor(s) cover half of all commits |
| 19.4/22.5 | Commit distribution — top contributor authored 14% of commits |
| 13.5/13.5 | Contributor breadth — 100 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 18 contributing companies or organizations |
Inputs used
| bus_factor | 7 |
| contributors_sampled | 100 |
| top_contributor_share | 0.136 |
Issue & PR responsiveness
86Excellent
How it's scored
| 46.7/46.8 | Issue resolution — 100% of issues closed |
| 25.7/38.3 | PR acceptance — 4,255/6,338 decided PRs merged |
| 13.5/15 | OpenSSF Scorecard: Code-Review — Found 16/17 approved changesets -- score normalized to 9 |
Inputs used
| merged_prs | 4,255 |
| open_issues | 8 |
| closed_issues | 6,646 |
| issue_closed_ratio | 0.999 |
| closed_unmerged_prs | 2,083 |
Ownership & stewardship
77Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 21.8/25 | Owner reach — 1,082 followers of RasaHQ |
| 25/25 | Track record — 205 public repos, account ~9 yr old |
Inputs used
| followers | 1,082 |
| owner_type | Organization |
| is_verified | — |
| owner_login | RasaHQ |
| public_repos | 205 |
| account_age_days | 3,613 |
Package maintenance
79Good
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 14/35 | Publish recency — latest publish 548 days ago |
| 20/20 | Version history — 360 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | rasa |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 548 |
Engineering Quality
Are baseline engineering and documentation practices in place?
82
Engineering practices
76Good
How it's scored
| 24/24 | CI workflows — 13 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 2/20 | OpenSSF Scorecard: CI-Tests — 2 out of 17 merged PRs checked by a CI test -- score normalized to 1 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://rasa.com/docs/rasa/ |
| 10/10 | Repository description |
| 10/10 | Topics — 20 topics |
| 0/10 | Wiki |
Inputs used
| topics | nlp, machine-learning, machine-learning-library, bot, bots, botkit, rasa, wit, nlu, conversational-bots, conversational-agents, conversational-ai, spacy, mitie, chatbot, chatbots, chatbots-framework, bot-framework, natural-language-processing, conversation-driven-development |
| has_wiki | no |
| homepage | https://rasa.com/docs/rasa/ |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
52
Security posture
52Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 6/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 0.2/2.5 | CI-Tests — 2 out of 17 merged PRs checked by a CI test -- score normalized to 1 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 6.8/7.5 | Code-Review — Found 16/17 approved changesets -- score normalized to 9 |
| 2.5/2.5 | Contributors — project has 18 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 0/7.5 | Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| 5/5 | Packaging — packaging workflow detected |
| 3/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 377 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 5.2 |
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
46
Agent context & guidance
1Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 18/18 | One-command bootstrap — Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — devcontainer, Dockerfile, lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 6/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | poetry.lock, yarn.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | Makefile |
| has_devcontainer | yes |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
Code legibility for models
54Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 53.8/55 | Manageable file sizes — 14/618 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 358,875 |
| source_files_sampled | 618 |
| oversized_source_files | 14 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples, recipes |
Inputs used
| example_dirs | examples, recipes |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
21,244GitHub stars
100contributors
3commits, last 12 months
54days since last push
100releases
7bus factor
8open issues
npm, PyPIpackage ecosystems
Data collection warnings
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
More detail
OpenSSF Scorecard 5.2 / 10
5.2aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 8 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 1 | CI-Tests | 2 out of 17 merged PRs checked by a CI test -- score normalized to 1 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 9 | Code-Review | Found 16/17 approved changesets -- score normalized to 9 |
| 10 | Contributors | project has 18 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| 10 | Packaging | packaging workflow detected |
| 6 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 6 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 377 existing vulnerabilities detected |
Direct dependencies 129
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| npm | @docusaurus/core | 2.0.0-alpha.63 | docs/package.json |
| npm | @docusaurus/plugin-client-redirects | 2.0.0-alpha.63 | docs/package.json |
| npm | @docusaurus/plugin-content-docs | 2.0.0-alpha.63 | docs/package.json |
| npm | @docusaurus/plugin-content-pages | 2.0.0-alpha.63 | docs/package.json |
| npm | @docusaurus/plugin-debug | 2.0.0-alpha.63 | docs/package.json |
| npm | @docusaurus/plugin-ideal-image | 2.0.0-alpha.63 | docs/package.json |
| npm | @docusaurus/plugin-sitemap | 2.0.0-alpha.63 | docs/package.json |
| npm | @docusaurus/theme-search-algolia | 2.0.0-alpha.63 | docs/package.json |
| npm | @fortawesome/fontawesome-svg-core | ^1.2.30 | docs/package.json |
| npm | @fortawesome/free-solid-svg-icons | ^5.15.3 | docs/package.json |
| npm | @fortawesome/react-fontawesome | ^0.1.13 | docs/package.json |
| npm | @lunelson/sass-calc | ^1.2.0 | docs/package.json |
| npm | @lunelson/sass-lerp | ^1.0.0 | docs/package.json |
| npm | @lunelson/sass-maps-next | ^1.0.0 | docs/package.json |
| npm | @lunelson/sass-throw | ^2.1.0 | docs/package.json |
| npm | @lunelson/sass-u | ^0.11.0 | docs/package.json |
| npm | @mdx-js/mdx | ^1.6.22 | docs/package.json |
| npm | @mdx-js/react | ^1.6.22 | docs/package.json |
| npm | @rasahq/docusaurus-theme-tabula | ^0.8.3 | docs/package.json |
| npm | classnames | ^2.3.1 | docs/package.json |
| npm | clsx | ^1.1.1 | docs/package.json |
| npm | core-js | ^3.15.1 | docs/package.json |
| npm | fibers | ^5.0.0 | docs/package.json |
| npm | fs-extra | ^9.0.1 | docs/package.json |
| npm | globby | ^11.0.4 | docs/package.json |
| npm | mobx | ^4.3.1 | docs/package.json |
| npm | postcss-preset-env | ^6.7.0 | docs/package.json |
| npm | postcss-pseudo-any | ^1.0.1 | docs/package.json |
| npm | react | ^16.8.4 | docs/package.json |
| npm | react-dom | ^16.8.4 | docs/package.json |
| npm | react-promise | ^3.0.2 | docs/package.json |
| npm | react-router-dom | ^5.2.0 | docs/package.json |
| npm | redoc | ^2.0.0-rc.31 | docs/package.json |
| npm | remark | ^13.0.0 | docs/package.json |
| npm | remark-collapse | ^0.1.2 | docs/package.json |
| npm | remark-sources | ^1.1.0 | docs/package.json |
| npm | sass | ^1.26.10 | docs/package.json |
| npm | sass-loader | ^9.0.3 | docs/package.json |
| npm | styled-components | ^4.2.0 | docs/package.json |
| npm | tinycolor2 | ^1.4.2 | docs/package.json |
| npm | unist-util-visit-children | ^1.1.3 | docs/package.json |
| npm | utility-opentype | ^0.1.4 | docs/package.json |
| PyPI | boto3 | ^1.26.136 | pyproject.toml |
| PyPI | requests | ^2.23 | pyproject.toml |
| PyPI | matplotlib | >=3.1,<3.6 | pyproject.toml |
| PyPI | attrs | >=19.3,<22.2 | pyproject.toml |
| PyPI | jsonpickle | >=1.3,<3.1 | pyproject.toml |
| PyPI | redis | >=4.5.3, <5.0 | pyproject.toml |
| PyPI | absl-py | >=0.9,<1.5 | pyproject.toml |
| PyPI | apscheduler | >=3.6,<3.10 | pyproject.toml |
| PyPI | tqdm | ^4.31 | pyproject.toml |
| PyPI | networkx | >=2.4,<2.7 | pyproject.toml |
| PyPI | fbmessenger | ~6.0.0 | pyproject.toml |
| PyPI | pykwalify | >=1.7,<1.9 | pyproject.toml |
| PyPI | coloredlogs | >=10,<16 | pyproject.toml |
| PyPI | ruamel.yaml | >=0.16.5,<0.17.22 | pyproject.toml |
| PyPI | pyyaml | >=6.0 | pyproject.toml |
| PyPI | twilio | >=6.26,<8.3 | pyproject.toml |
| PyPI | webexteamssdk | >=1.1.1,<1.7.0 | pyproject.toml |
| PyPI | mattermostwrapper | ~2.2 | pyproject.toml |
| PyPI | rocketchat_API | >=0.6.31,<1.31.0 | pyproject.toml |
| PyPI | colorhash | >=1.0.2,<1.3.0 | pyproject.toml |
| PyPI | jsonschema | >=3.2,<4.18 | pyproject.toml |
| PyPI | packaging | >=20.0,<21.0 | pyproject.toml |
| PyPI | pytz | >=2019.1,<2023.0 | pyproject.toml |
| PyPI | rasa-sdk | ~3.6.2 | pyproject.toml |
| PyPI | colorclass | ~2.2 | pyproject.toml |
| PyPI | terminaltables | ~3.1.0 | pyproject.toml |
| PyPI | sanic | ~21.12 | pyproject.toml |
| PyPI | sanic-cors | ~2.0.0 | pyproject.toml |
| PyPI | sanic-jwt | ^1.6.0 | pyproject.toml |
| PyPI | sanic-routing | ^0.7.2 | pyproject.toml |
| PyPI | websockets | >=10.0,<11.0 | pyproject.toml |
| PyPI | aiohttp | >=3.9.0,<3.10 | pyproject.toml |
| PyPI | questionary | >=1.5.1,<1.11.0 | pyproject.toml |
| PyPI | prompt-toolkit | ^3.0,<3.0.29 | pyproject.toml |
| PyPI | python-socketio | >=4.4,<6 | pyproject.toml |
| PyPI | python-engineio | >=4,<6,!=5.0.0 | pyproject.toml |
| PyPI | pydot | ~1.4 | pyproject.toml |
| PyPI | SQLAlchemy | >=1.4.0,<1.5.0 | pyproject.toml |
| PyPI | sklearn-crfsuite | ~0.3 | pyproject.toml |
| PyPI | psycopg2-binary | >=2.8.2,<2.10.0 | pyproject.toml |
| PyPI | python-dateutil | ~2.8 | pyproject.toml |
| PyPI | protobuf | >=4.23.3,< 4.23.4 | pyproject.toml |
| PyPI | tensorflow_hub | ^0.13.0 | pyproject.toml |
| PyPI | setuptools | ~70.3.0 | pyproject.toml |
| PyPI | ujson | >=1.35,<6.0 | pyproject.toml |
| PyPI | regex | >=2020.6,<2022.11 | pyproject.toml |
| PyPI | sentry-sdk | >=0.17.0,<1.15.0 | pyproject.toml |
| PyPI | aio-pika | >=6.7.1,<8.2.4 | pyproject.toml |
| PyPI | aiogram | <2.26 | pyproject.toml |
| PyPI | typing-extensions | >=4.1.1,<5.0.0 | pyproject.toml |
| PyPI | typing-utils | ^0.1.0 | pyproject.toml |
| PyPI | tarsafe | >=0.0.3,<0.0.5 | pyproject.toml |
| PyPI | google-auth | <3 | pyproject.toml |
| PyPI | CacheControl | ^0.12.9 | pyproject.toml |
| PyPI | randomname | ^0.1.5 | pyproject.toml |
| PyPI | pluggy | ^1.0.0 | pyproject.toml |
| PyPI | slack-sdk | ^3.19.2 | pyproject.toml |
| PyPI | confluent-kafka | >=1.9.2,<3.0.0 | pyproject.toml |
| PyPI | portalocker | ^2.7.0 | pyproject.toml |
| PyPI | structlog | ^23.1.0 | pyproject.toml |
| PyPI | structlog-sentry | ^2.0.2 | pyproject.toml |
| PyPI | dnspython | 2.3.0 | pyproject.toml |
| PyPI | wheel | >=0.38.1 | pyproject.toml |
| PyPI | certifi | >=2023.7.22 | pyproject.toml |
| PyPI | cryptography | >=41.0.7 | pyproject.toml |
| PyPI | skops | 0.9.0 | pyproject.toml |
| PyPI | safetensors | ~0.4.5 | pyproject.toml |
| PyPI | tensorflow-io-gcs-filesystem | — | pyproject.toml |
| PyPI | dask | — | pyproject.toml |
| PyPI | numpy | — | pyproject.toml |
| PyPI | scipy | — | pyproject.toml |
| PyPI | scikit-learn | — | pyproject.toml |
| PyPI | spacy | — | pyproject.toml |
| PyPI | pydantic | — | pyproject.toml |
| PyPI | tensorflow | 2.12.0 | pyproject.toml |
| PyPI | tensorflow-intel | 2.12.0 | pyproject.toml |
| PyPI | tensorflow-cpu-aws | 2.12.0 | pyproject.toml |
| PyPI | tensorflow-macos | 2.12.0 | pyproject.toml |
| PyPI | PyJWT | ^2.0.0 | pyproject.toml |
| PyPI | colorama | ^0.4.4 | pyproject.toml |
| PyPI | tensorflow-metal | 0.8.0 | pyproject.toml |
| PyPI | tensorflow-text | 2.12.0 | pyproject.toml |
| PyPI | github3.py | ~3.2.0 | pyproject.toml |
| PyPI | transformers | ~4.36.2 | pyproject.toml |
| PyPI | sentencepiece | ~0.1.99 | pyproject.toml |
| PyPI | jieba | >=0.39, <0.43 | pyproject.toml |
| PyPI | pymongo | >=3.8,<4.4 | pyproject.toml |
All dependencies not collected
The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"nlp",
"machine-learning",
"machine-learning-library",
"bot",
"bots",
"botkit",
"rasa",
"wit",
"nlu",
"conversational-bots",
"conversational-agents",
"conversational-ai",
"spacy",
"mitie",
"chatbot",
"chatbots",
"chatbots-framework",
"bot-framework",
"natural-language-processing",
"conversation-driven-development"
],
"is_fork": false,
"size_kb": 1715968,
"has_wiki": false,
"homepage": "https://rasa.com/docs/rasa/",
"languages": {
"HCL": 4964,
"HTML": 3500,
"Jinja": 1233,
"Shell": 5600,
"Python": 5659446,
"Makefile": 12031,
"Dockerfile": 12239
},
"pushed_at": "2026-05-22T13:47:33Z",
"created_at": "2016-10-14T12:27:49Z",
"owner_type": "Organization",
"updated_at": "2026-07-16T03:53:07Z",
"description": "💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "3.6.x",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://rasa.com",
"name": "Rasa",
"type": "Organization",
"login": "RasaHQ",
"company": null,
"location": "San Francisco",
"followers": 1082,
"avatar_url": "https://avatars.githubusercontent.com/u/21214473?v=4",
"created_at": "2016-08-24T07:09:56Z",
"is_verified": null,
"public_repos": 205,
"account_age_days": 3613
},
"activity": {
"releases_count": 100,
"commits_last_year": 3,
"latest_release_at": "2025-01-14T10:40:21Z",
"latest_release_tag": "3.6.21",
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{
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{
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{
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"login": "rasabot",
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{
"type": "User",
"login": "alwx",
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],
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"ci-github-actions.yml",
"ci-model-regression-on-schedule.yml",
"ci-model-regression.yml",
"continous-integration.yml",
"dependabot-batch-updater.yml",
"documentation.yml",
"nightly_release.yml",
"rasa-install-cron-check.yml",
"security-scans.yml",
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{
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{
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{
"name": "CII-Best-Practices",
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{
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{
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},
{
"name": "Dangerous-Workflow",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
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{
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"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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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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{
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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{
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{
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{
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},
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"source": {
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"community": 97,
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"metrics": [
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"metrics": [
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{
"key": "forks",
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],
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{
"key": "watchers",
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]
},
{
"key": "community_health",
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"note": null,
"notes": [],
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"inputs": {
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"has_license": true,
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"components": [
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"key": "readme",
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{
"key": "license",
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"details": [
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"code": "license_standard",
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{
"code": "license_spdx",
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{
"key": "contributing_guide",
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{
"key": "code_of_conduct",
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{
"key": "issue_template",
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{
"key": "pr_template",
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"notes": [
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"key": "openssf_scorecard_contributors",
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},
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"key": "responsiveness",
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"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 548 days ago",
"points": 14,
"status": "partial",
"details": [
{
"code": "publish_recency",
"params": {
"days": 548
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "360 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 360
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 82,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "good",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 76,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "13 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 13
}
}
],
"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": 16,
"status": "met",
"details": [],
"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": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "2 out of 17 merged PRs checked by a CI test -- score normalized to 1",
"points": 2,
"status": "partial",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
"nlp",
"machine-learning",
"machine-learning-library",
"bot",
"bots",
"botkit",
"rasa",
"wit",
"nlu",
"conversational-bots",
"conversational-agents",
"conversational-ai",
"spacy",
"mitie",
"chatbot",
"chatbots",
"chatbots-framework",
"bot-framework",
"natural-language-processing",
"conversation-driven-development"
],
"has_wiki": false,
"homepage": "https://rasa.com/docs/rasa/",
"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://rasa.com/docs/rasa/",
"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": "20 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 20
}
}
],
"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": "moderate",
"name": "Security",
"value": 52,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 52,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 5.2
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection is not maximal on development and all release branches",
"points": 6,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "2 out of 17 merged PRs checked by a CI test -- score normalized to 1",
"points": 0.2,
"status": "partial",
"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 16/17 approved changesets -- score normalized to 9",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 18 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": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
"points": 0,
"status": "missed",
"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 6",
"points": 3,
"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": "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": "377 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"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": 8
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "at_risk",
"name": "AI Readiness",
"value": 46,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"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": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 80,
"inputs": {
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"has_tests": true,
"lockfiles": [
"poetry.lock",
"yarn.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
"Makefile"
],
"has_devcontainer": true,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile"
}
}
],
"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": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
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"detail": "devcontainer, Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "devcontainer, Dockerfile, lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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 6",
"points": 6,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 54,
"inputs": {
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"largest_source_bytes": 358875,
"source_files_sampled": 618,
"oversized_source_files": 14
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "14/618 source files over 60KB",
"points": 53.8,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 618,
"oversized": 14
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples",
"recipes"
],
"has_mcp_signal": false,
"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": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
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"detail": "examples, recipes",
"points": 40,
"status": "met",
"details": [
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"code": "file_list",
"params": {
"files": "examples, recipes"
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}
],
"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": [
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
],
"report_type": "repository",
"generated_at": "2026-07-16T12:57:06.939403Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/r/rasahq/rasa.svg",
"full_name": "rasahq/rasa",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.11.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.