Public recordExcellent
Software health reportschema 0.16.0 · metrics 1.13.0 · 2026-07-21 01:14 UTC
stanfordnlp / dspy
DSPy: The framework for programming—not prompting—language models
stanfordnlp/dspy holds a health index of 87 out of 100, placing it in the Excellent band. It scores highest on Vitality (99/100) and lowest on AI Readiness (42/100). It was last updated today. 4 contributors account for most of its recent work.
87
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.
87
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
Stanford NLPOrganization
2,683 followers55 public repossince Dec 2012
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 |
|---|---|---|---|---|---|
| PyPI | dspy | 3.2.1 | - | 106 | 76 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
99
Development activity
99Excellent
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 35.3/36 | Commit cadence — 51/52 weeks with commits |
| 18/18 | Commit volume — 490 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 490 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 51 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 100 releases published |
| 36/36 | Release recency — latest release 54 days ago |
| 27/27 | Release cadence — a release every ~24.2 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 100 |
| latest_release_tag | 3.3.0b1 |
| releases_from_tags | no |
| days_since_latest_release | 54 |
| mean_days_between_releases | 24.2 |
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?
85
Popularity & adoption
98Excellent
How it's scored
| 60/60 | Stars — 36,262 stars |
| 25/25 | Forks — 3,117 forks |
| 12.8/15 | Watchers — 202 watchers |
Inputs used
| forks | 3,117 |
| stars | 36,262 |
| watchers | 202 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
70Good
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
82
How it's scored
| 43.2/54 | Bus factor — 4 contributor(s) cover half of all commits |
| 16.1/22.5 | Commit distribution — top contributor authored 28% of commits |
| 13.5/13.5 | Contributor breadth — 100 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 22 contributing companies or organizations |
Inputs used
| bus_factor | 4 |
| contributors_sampled | 100 |
| top_contributor_share | 0.285 |
How it's scored
| 38/46.8 | Issue resolution — 81% of issues closed |
| 27/38.3 | PR acceptance — 1,649/2,337 decided PRs merged |
| 4.5/15 | OpenSSF Scorecard: Code-Review — Found 10/26 approved changesets -- score normalized to 3 |
Inputs used
| merged_prs | 1,649 |
| open_issues | 307 |
| closed_issues | 1,331 |
| issue_closed_ratio | 0.813 |
| closed_unmerged_prs | 688 |
Ownership & stewardship
79Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 24.7/25 | Owner reach — 2,683 followers of stanfordnlp |
| 24.7/25 | Track record — 55 public repos, account ~13 yr old |
Inputs used
| followers | 2,683 |
| owner_type | Organization |
| is_verified | — |
| owner_login | stanfordnlp |
| public_repos | 55 |
| account_age_days | 4,966 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 76 days ago |
| 20/20 | Version history — 106 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | dspy |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 76 |
Engineering Quality
Are baseline engineering and documentation practices in place?
92
Engineering practices
94Excellent
How it's scored
| 24/24 | CI workflows — 5 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
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://dspy.ai |
| 10/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | yes |
| homepage | https://dspy.ai |
| 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?
73
Security posture
69Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 2.2/7.5 | Code-Review — Found 10/26 approved changesets -- score normalized to 3 |
| 2.5/2.5 | Contributors — project has 22 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 |
| 7.5/7.5 | Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 3.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7 |
| 4.5/5 | SAST — SAST tool is not run on all commits -- score normalized to 9 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — no data |
| 7.5/7.5 | Token-Permissions — GitHub workflow tokens follow principle of least privilege |
| 0/7.5 | Vulnerabilities — 147 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 6.9 |
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.
Dependency advisories
89Excellent
How it's scored
| 26.6/35 | Direct dependencies free of known advisories — 1 affected: diskcache 5.6.3 (moderate) |
| 25/25 | Indirect dependencies free of known advisories — no indirect dependency carries a known advisory |
| 37.2/40 | No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 159 days ago |
Inputs used
| source | osv |
| advisories | 2 |
| affected_packages | 1 |
| assessed_packages | 59 |
| unassessed_packages | 0 |
| affected_by_severity | moderate 1 |
| direct_affected_packages | 1 |
Matched the pypi:dspy@3.2.1 runtime dependency closure — what installing the published package pulls in — 59 packages. Reachability is not analyzed.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
42
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.
Verify loop (build / test / typecheck)
61Moderate
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 7/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | Pipfile.lock, uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| 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 |
| 53.5/55 | Manageable file sizes — 7/261 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 114,651 |
| source_files_sampled | 261 |
| oversized_source_files | 7 |
Machine-readable interfaces
60Moderate
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP server |
| 40/40 | Runnable examples — examples, notebooks |
Inputs used
| example_dirs | examples, notebooks |
| has_mcp_signal | yes |
| api_schema_files | — |
Key facts
36,262GitHub stars
100contributors
490commits, last 12 months
0days since last push
100releases
4bus factor
307open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 6.9 / 10
6.9aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 3 | Code-Review | Found 10/26 approved changesets -- score normalized to 3 |
| 10 | Contributors | project has 22 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 |
| 10 | Maintained | 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 7 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 7 |
| 9 | SAST | SAST tool is not run on all commits -- score normalized to 9 |
| 10 | Security-Policy | security policy file detected |
| n/a | Signed-Releases | no releases found |
| 10 | Token-Permissions | GitHub workflow tokens follow principle of least privilege |
| 0 | Vulnerabilities | 147 existing vulnerabilities detected |
Direct dependencies 14
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | openai | >=1.66.2 | pyproject.toml |
| PyPI | regex | >=2023.10.3 | pyproject.toml |
| PyPI | orjson | >=3.9.0 | pyproject.toml |
| PyPI | tqdm | >=4.66.1 | pyproject.toml |
| PyPI | requests | >=2.31.0 | pyproject.toml |
| PyPI | pydantic | >=2.0 | pyproject.toml |
| PyPI | litellm | >=1.65.8 | pyproject.toml |
| PyPI | diskcache | >=5.6.0 | pyproject.toml |
| PyPI | json-repair | >=0.54.2 | pyproject.toml |
| PyPI | tenacity | >=8.2.3 | pyproject.toml |
| PyPI | anyio | — | pyproject.toml |
| PyPI | cachetools | >=5.5.0 | pyproject.toml |
| PyPI | cloudpickle | >=3.1.2 | pyproject.toml |
| PyPI | gepa | ==0.1.1 | pyproject.toml |
All dependencies 293
Full resolved dependency set from the GitHub dependency graph: 26 direct and 267 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | anyio | 4.13.0 | direct |
| PyPI | anyio | 4.9.0 | direct |
| PyPI | cachetools | 5.5.2 | direct |
| PyPI | cachetools | 7.1.1 | direct |
| PyPI | cloudpickle | 3.1.1 | direct |
| PyPI | cloudpickle | 3.1.2 | direct |
| PyPI | diskcache | 5.6.3 | direct |
| PyPI | gepa | 0.1.1 | direct |
| PyPI | json-repair | 0.40.0 | direct |
| PyPI | json-repair | 0.54.2 | direct |
| PyPI | litellm | 1.63.7 | direct |
| PyPI | litellm | 1.68.0 | direct |
| PyPI | litellm | 1.72.6 | direct |
| PyPI | openai | 1.61.0 | direct |
| PyPI | openai | 1.75.0 | direct |
| PyPI | openai | 1.88.0 | direct |
| PyPI | orjson | 3.11.8 | direct |
| PyPI | pydantic | 2.10.6 | direct |
| PyPI | pydantic | 2.12.4 | direct |
| PyPI | regex | 2024.11.6 | direct |
| PyPI | regex | 2026.5.9 | direct |
| PyPI | requests | 2.33.1 | direct |
| PyPI | tenacity | 9.0.0 | direct |
| PyPI | tenacity | 9.1.4 | direct |
| PyPI | tqdm | 4.67.1 | direct |
| PyPI | tqdm | 4.67.3 | direct |
| PyPI | aiohappyeyeballs | 2.6.1 | indirect |
| PyPI | aiohttp | 3.11.14 | indirect |
| PyPI | aiohttp | 3.13.2 | indirect |
| PyPI | aiosignal | 1.3.2 | indirect |
| PyPI | aiosignal | 1.4.0 | indirect |
| PyPI | alembic | 1.15.1 | indirect |
| PyPI | alembic | 1.16.2 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anthropic | 0.102.0 | indirect |
| PyPI | apscheduler | 3.11.0 | indirect |
| PyPI | argcomplete | 3.6.2 | indirect |
| PyPI | asttokens | 3.0.1 | indirect |
| PyPI | async-timeout | 5.0.1 | indirect |
| PyPI | asyncer | 0.0.8 | indirect |
| PyPI | attrs | 25.3.0 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | authlib | 1.6.12 | indirect |
| PyPI | authlib | 1.7.2 | indirect |
| PyPI | babel | 2.18.0 | indirect |
| PyPI | backoff | 2.2.1 | indirect |
| PyPI | backports-asyncio-runner | 1.2.0 | indirect |
| PyPI | backrefs | 7.0 | indirect |
| PyPI | beautifulsoup4 | 4.14.3 | indirect |
| PyPI | black | 25.1.0 | indirect |
| PyPI | bleach | 6.3.0 | indirect |
| PyPI | boto3 | 1.34.34 | indirect |
| PyPI | botocore | 1.34.162 | indirect |
| PyPI | build | 1.2.2.post1 | indirect |
| PyPI | cairocffi | 1.7.1 | indirect |
| PyPI | cairosvg | 2.9.0 | indirect |
| PyPI | certifi | 2025.6.15 | indirect |
| PyPI | certifi | 2026.4.22 | indirect |
| PyPI | cffi | 1.17.1 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | cfgv | 3.4.0 | indirect |
| PyPI | charset-normalizer | 3.4.2 | indirect |
| PyPI | charset-normalizer | 3.4.7 | indirect |
| PyPI | click | 8.2.1 | indirect |
| PyPI | click | 8.3.3 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | colorlog | 6.9.0 | indirect |
| PyPI | comm | 0.2.3 | indirect |
| PyPI | cryptography | 43.0.3 | indirect |
| PyPI | cryptography | 45.0.4 | indirect |
| PyPI | cssselect2 | 0.9.0 | indirect |
| PyPI | datamodel-code-generator | 0.56.1 | indirect |
| PyPI | datasets | 3.4.1 | indirect |
| PyPI | datasets | 3.6.0 | indirect |
| PyPI | debugpy | 1.8.20 | indirect |
| PyPI | decorator | 5.2.1 | indirect |
| PyPI | defusedxml | 0.7.1 | indirect |
| PyPI | dill | 0.3.8 | indirect |
| PyPI | distlib | 0.3.9 | indirect |
| PyPI | distro | 1.9.0 | indirect |
| PyPI | dnspython | 2.7.0 | indirect |
| PyPI | docstring-parser | 0.17.0 | indirect |
| PyPI | dspy | — | indirect |
| PyPI | dspy | 3.2.1 | indirect |
| PyPI | email-validator | 2.2.0 | indirect |
| PyPI | exceptiongroup | 1.3.0 | indirect |
| PyPI | executing | 2.2.1 | indirect |
| PyPI | fastapi | 0.115.13 | indirect |
| PyPI | fastapi-sso | 0.16.0 | indirect |
| PyPI | fastjsonschema | 2.21.2 | indirect |
| PyPI | filelock | 3.18.0 | indirect |
| PyPI | frozenlist | 1.5.0 | indirect |
| PyPI | frozenlist | 1.7.0 | indirect |
| PyPI | fsspec | 2024.12.0 | indirect |
| PyPI | fsspec | 2025.3.0 | indirect |
| PyPI | genson | 1.3.0 | indirect |
| PyPI | ghp-import | 2.1.0 | indirect |
| PyPI | greenlet | 3.1.1 | indirect |
| PyPI | greenlet | 3.2.3 | indirect |
| PyPI | griffe | 1.6.2 | indirect |
| PyPI | griffelib | 2.0.2 | indirect |
| PyPI | grpcio | 1.73.0 | indirect |
| PyPI | gunicorn | 23.0.0 | indirect |
| PyPI | h11 | 0.14.0 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | hf-xet | 1.1.4 | indirect |
| PyPI | httpcore | 1.0.7 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | 0.27.0 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | httpx-sse | 0.4.0 | indirect |
| PyPI | huggingface-hub | 0.29.3 | indirect |
| PyPI | huggingface-hub | 0.33.0 | indirect |
| PyPI | identify | 2.6.12 | indirect |
| PyPI | idna | 3.10 | indirect |
| PyPI | idna | 3.13 | indirect |
| PyPI | importlib-metadata | 8.6.1 | indirect |
| PyPI | importlib-metadata | 8.7.0 | indirect |
| PyPI | inflect | 7.5.0 | indirect |
| PyPI | iniconfig | 2.1.0 | indirect |
| PyPI | ipykernel | 7.2.0 | indirect |
| PyPI | ipython | 9.13.0 | indirect |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirect |
| PyPI | isort | 6.0.1 | indirect |
| PyPI | jedi | 0.19.2 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | jiter | 0.10.0 | indirect |
| PyPI | jiter | 0.9.0 | indirect |
| PyPI | jmespath | 1.0.1 | indirect |
| PyPI | joblib | 1.4.2 | indirect |
| PyPI | joserfc | 1.6.5 | indirect |
| PyPI | jsonpatch | 1.33 | indirect |
| PyPI | jsonpointer | 3.0.0 | indirect |
| PyPI | jsonschema | 4.23.0 | indirect |
| PyPI | jsonschema | 4.24.0 | indirect |
| PyPI | jsonschema-specifications | 2025.4.1 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | jupyter-client | 8.8.0 | indirect |
| PyPI | jupyter-core | 5.9.1 | indirect |
| PyPI | jupyterlab-pygments | 0.3.0 | indirect |
| PyPI | jupytext | 1.19.1 | indirect |
| PyPI | langchain-core | 1.0.4 | indirect |
| PyPI | langsmith | 0.4.42 | indirect |
| PyPI | litellm-proxy-extras | 0.1.15 | indirect |
| PyPI | magicattr | 0.1.6 | indirect |
| PyPI | mako | 1.3.10 | indirect |
| PyPI | mako | 1.3.9 | indirect |
| PyPI | markdown | 3.10.2 | indirect |
| PyPI | markdown-it-py | 4.0.0 | indirect |
| PyPI | markupsafe | 3.0.2 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | matplotlib-inline | 0.2.1 | indirect |
| PyPI | mcp | 1.5.0 | indirect |
| PyPI | mcp | 1.9.4 | indirect |
| PyPI | mdit-py-plugins | 0.5.0 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mergedeep | 1.3.4 | indirect |
| PyPI | mistune | 3.2.1 | indirect |
| PyPI | mkdocs | 1.6.1 | indirect |
| PyPI | mkdocs-autorefs | 1.4.4 | indirect |
| PyPI | mkdocs-get-deps | 0.2.2 | indirect |
| PyPI | mkdocs-jupyter | — | indirect |
| PyPI | mkdocs-jupyter | 0.26.3 | indirect |
| PyPI | mkdocs-llmstxt | — | indirect |
| PyPI | mkdocs-material | — | indirect |
| PyPI | mkdocs-material | 9.7.6 | indirect |
| PyPI | mkdocs-material-extensions | 1.3.1 | indirect |
| PyPI | mkdocs-redirects | — | indirect |
| PyPI | mkdocs-redirects | 1.2.3 | indirect |
| PyPI | mkdocstrings | — | indirect |
| PyPI | mkdocstrings | 1.0.4 | indirect |
| PyPI | mkdocstrings-python | — | indirect |
| PyPI | mkdocstrings-python | 2.0.3 | indirect |
| PyPI | more-itertools | 10.7.0 | indirect |
| PyPI | multidict | 6.2.0 | indirect |
| PyPI | multidict | 6.5.0 | indirect |
| PyPI | multiprocess | 0.70.16 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | nbclient | 0.10.4 | indirect |
| PyPI | nbconvert | 7.17.1 | indirect |
| PyPI | nbformat | 5.10.4 | indirect |
| PyPI | nest-asyncio | 1.6.0 | indirect |
| PyPI | nodeenv | 1.9.1 | indirect |
| PyPI | numpy | 2.2.4 | indirect |
| PyPI | numpy | 2.2.6 | indirect |
| PyPI | numpy | 2.3.4 | indirect |
| PyPI | oauthlib | 3.3.0 | indirect |
| PyPI | optuna | 4.2.1 | indirect |
| PyPI | optuna | 4.8.0 | indirect |
| PyPI | packaging | 24.2 | indirect |
| PyPI | packaging | 26.2 | indirect |
| PyPI | paginate | 0.5.7 | indirect |
| PyPI | pandas | 2.2.3 | indirect |
| PyPI | pandas | 2.3.3 | indirect |
| PyPI | pandocfilters | 1.5.1 | indirect |
| PyPI | parso | 0.8.6 | indirect |
| PyPI | pathspec | 0.12.1 | indirect |
| PyPI | pathspec | 1.1.1 | indirect |
| PyPI | pexpect | 4.9.0 | indirect |
| PyPI | pillow | 12.0.0 | indirect |
| PyPI | pillow | 12.2.0 | indirect |
| PyPI | platformdirs | 4.3.8 | indirect |
| PyPI | platformdirs | 4.9.6 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | pre-commit | 4.6.0 | indirect |
| PyPI | prompt-toolkit | 3.0.52 | indirect |
| PyPI | propcache | 0.3.0 | indirect |
| PyPI | propcache | 0.3.2 | indirect |
| PyPI | properdocs | 1.6.7 | indirect |
| PyPI | protobuf | 6.31.1 | indirect |
| PyPI | psutil | 7.2.2 | indirect |
| PyPI | ptyprocess | 0.7.0 | indirect |
| PyPI | pure-eval | 0.2.3 | indirect |
| PyPI | pyarrow | 19.0.1 | indirect |
| PyPI | pyarrow | 22.0.0 | indirect |
| PyPI | pycparser | 2.22 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pydantic-core | 2.27.2 | indirect |
| PyPI | pydantic-core | 2.41.5 | indirect |
| PyPI | pydantic-settings | 2.9.1 | indirect |
| PyPI | pygments | 2.19.1 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pyjwt | 2.10.1 | indirect |
| PyPI | pymdown-extensions | 10.21.3 | indirect |
| PyPI | pynacl | 1.5.0 | indirect |
| PyPI | pyproject-hooks | 1.2.0 | indirect |
| PyPI | pytest | 8.4.2 | indirect |
| PyPI | pytest-asyncio | 1.3.0 | indirect |
| PyPI | pytest-mock | 3.14.1 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-dotenv | 1.0.1 | indirect |
| PyPI | python-dotenv | 1.1.0 | indirect |
| PyPI | python-multipart | 0.0.18 | indirect |
| PyPI | python-multipart | 0.0.20 | indirect |
| PyPI | pytz | 2025.1 | indirect |
| PyPI | pytz | 2025.2 | indirect |
| PyPI | pyyaml | 6.0.2 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | pyyaml-env-tag | 1.1 | indirect |
| PyPI | pyzmq | 27.1.0 | indirect |
| PyPI | redis | 6.2.0 | indirect |
| PyPI | referencing | 0.36.2 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | requests-toolbelt | 1.0.0 | indirect |
| PyPI | rich | 13.9.4 | indirect |
| PyPI | rpds-py | 0.25.1 | indirect |
| PyPI | rpds-py | 0.30.0 | indirect |
| PyPI | rq | 2.4.0 | indirect |
| PyPI | ruff | 0.15.10 | indirect |
| PyPI | s3transfer | 0.10.4 | indirect |
| PyPI | setuptools | — | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | sniffio | 1.3.1 | indirect |
| PyPI | soupsieve | 2.8.3 | indirect |
| PyPI | sqlalchemy | 2.0.39 | indirect |
| PyPI | sqlalchemy | 2.0.41 | indirect |
| PyPI | sse-starlette | 2.3.6 | indirect |
| PyPI | stack-data | 0.6.3 | indirect |
| PyPI | starlette | 0.46.2 | indirect |
| PyPI | starlette | 0.47.0 | indirect |
| PyPI | tiktoken | 0.12.0 | indirect |
| PyPI | tiktoken | 0.9.0 | indirect |
| PyPI | tinycss2 | 1.4.0 | indirect |
| PyPI | tokenizers | 0.21.1 | indirect |
| PyPI | tomli | 2.2.1 | indirect |
| PyPI | tornado | 6.5.5 | indirect |
| PyPI | traitlets | 5.14.3 | indirect |
| PyPI | typeguard | 4.5.1 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | tzdata | 2025.2 | indirect |
| PyPI | tzlocal | 5.3.1 | indirect |
| PyPI | ujson | 5.10.0 | indirect |
| PyPI | urllib3 | 2.4.0 | indirect |
| PyPI | urllib3 | 2.6.3 | indirect |
| PyPI | uvicorn | 0.29.0 | indirect |
| PyPI | uvicorn | 0.34.3 | indirect |
| PyPI | uvloop | 0.21.0 | indirect |
| PyPI | validators | 0.35.0 | indirect |
| PyPI | virtualenv | 20.31.2 | indirect |
| PyPI | watchdog | 6.0.0 | indirect |
| PyPI | wcwidth | 0.6.0 | indirect |
| PyPI | weaviate-client | 4.21.0 | indirect |
| PyPI | webencodings | 0.5.1 | indirect |
| PyPI | websockets | 13.1 | indirect |
| PyPI | wheel | — | indirect |
| PyPI | xxhash | 3.5.0 | indirect |
| PyPI | xxhash | 3.6.0 | indirect |
| PyPI | yarl | 1.18.3 | indirect |
| PyPI | yarl | 1.20.1 | indirect |
| PyPI | zipp | 3.21.0 | indirect |
| PyPI | zipp | 3.23.0 | indirect |
| PyPI | zstandard | 0.25.0 | indirect |
Dependency advisories 1
Installing pypi:dspy@3.2.1 pulls in 59 packages, direct and transitive: 1 carry known advisories, of which 1 are direct dependencies.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| diskcache | 5.6.3 | direct | moderate | 2 | — |
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
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 179693,
"has_wiki": true,
"homepage": "https://dspy.ai",
"languages": {
"Python": 2447405,
"JavaScript": 13574
},
"pushed_at": "2026-07-20T15:18:05Z",
"created_at": "2023-01-09T21:01:51Z",
"owner_type": "Organization",
"updated_at": "2026-07-20T23:13:39Z",
"description": "DSPy: The framework for programming—not prompting—language models",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "nlp.stanford.edu",
"name": "Stanford NLP",
"type": "Organization",
"login": "stanfordnlp",
"company": null,
"location": "Stanford, CA",
"followers": 2683,
"avatar_url": "https://avatars.githubusercontent.com/u/3046006?v=4",
"created_at": "2012-12-14T22:11:35Z",
"is_verified": null,
"public_repos": 55,
"account_age_days": 4966
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases_count": 100,
"commits_last_year": 490,
"latest_release_at": "2026-05-28T01:11:39Z",
"latest_release_tag": "3.3.0b1",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 51,
"days_since_latest_release": 54,
"mean_days_between_releases": 24.2
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 75,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "dspy",
"exists": true,
"license": null,
"keywords": [
"Development Status :: 3 - Alpha",
"Intended Audience :: Science/Research",
"Operating System :: POSIX :: Linux",
"Programming Language :: Python :: 3"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/dspy/",
"is_deprecated": false,
"latest_version": "3.2.1",
"repository_url": "https://github.com/stanfordnlp/dspy",
"versions_count": 106,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2024-04-14T22:02:23.271271Z",
"latest_published_at": "2026-05-05T19:35:07.471774Z",
"latest_version_yanked": null,
"days_since_latest_publish": 76
}
]
},
"popularity": {
"forks": 3117,
"stars": 36262,
"watchers": 202,
"open_issues_and_prs": 615
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples",
"notebooks"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": true,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"largest_source_bytes": 114651,
"source_files_sampled": 261,
"oversized_source_files": 7,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"docs/Pipfile",
"docs/requirements.txt",
"pyproject.toml"
],
"advisories": {
"error": null,
"scope": "published_package",
"source": "osv",
"findings": [
{
"name": "diskcache",
"direct": true,
"version": "5.6.3",
"severity": "moderate",
"ecosystem": "pypi",
"cvss_score": null,
"advisory_ids": [
"GHSA-w8v5-vhqr-4h9v",
"PYSEC-2026-2447"
],
"fixed_version": null,
"advisory_count": 2,
"oldest_advisory_days": 159
}
],
"collected": true,
"truncated": false,
"by_severity": {
"moderate": 1
},
"advisory_count": 2,
"affected_count": 1,
"assessed_count": 59,
"assessed_package": "pypi:dspy@3.2.1",
"unassessed_count": 0,
"direct_affected_count": 1
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "openai",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.66.2"
},
{
"name": "regex",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2023.10.3"
},
{
"name": "orjson",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=3.9.0"
},
{
"name": "tqdm",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=4.66.1"
},
{
"name": "requests",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.31.0"
},
{
"name": "pydantic",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.0"
},
{
"name": "litellm",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.65.8"
},
{
"name": "diskcache",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=5.6.0"
},
{
"name": "json-repair",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.54.2"
},
{
"name": "tenacity",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=8.2.3"
},
{
"name": "anyio",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "cachetools",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=5.5.0"
},
{
"name": "cloudpickle",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=3.1.2"
},
{
"name": "gepa",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "==0.1.1"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "anyio",
"direct": true,
"version": "4.13.0",
"ecosystem": "pypi"
},
{
"name": "anyio",
"direct": true,
"version": "4.9.0",
"ecosystem": "pypi"
},
{
"name": "cachetools",
"direct": true,
"version": "5.5.2",
"ecosystem": "pypi"
},
{
"name": "cachetools",
"direct": true,
"version": "7.1.1",
"ecosystem": "pypi"
},
{
"name": "cloudpickle",
"direct": true,
"version": "3.1.1",
"ecosystem": "pypi"
},
{
"name": "cloudpickle",
"direct": true,
"version": "3.1.2",
"ecosystem": "pypi"
},
{
"name": "diskcache",
"direct": true,
"version": "5.6.3",
"ecosystem": "pypi"
},
{
"name": "gepa",
"direct": true,
"version": "0.1.1",
"ecosystem": "pypi"
},
{
"name": "json-repair",
"direct": true,
"version": "0.40.0",
"ecosystem": "pypi"
},
{
"name": "json-repair",
"direct": true,
"version": "0.54.2",
"ecosystem": "pypi"
},
{
"name": "litellm",
"direct": true,
"version": "1.63.7",
"ecosystem": "pypi"
},
{
"name": "litellm",
"direct": true,
"version": "1.68.0",
"ecosystem": "pypi"
},
{
"name": "litellm",
"direct": true,
"version": "1.72.6",
"ecosystem": "pypi"
},
{
"name": "openai",
"direct": true,
"version": "1.61.0",
"ecosystem": "pypi"
},
{
"name": "openai",
"direct": true,
"version": "1.75.0",
"ecosystem": "pypi"
},
{
"name": "openai",
"direct": true,
"version": "1.88.0",
"ecosystem": "pypi"
},
{
"name": "orjson",
"direct": true,
"version": "3.11.8",
"ecosystem": "pypi"
},
{
"name": "pydantic",
"direct": true,
"version": "2.10.6",
"ecosystem": "pypi"
},
{
"name": "pydantic",
"direct": true,
"version": "2.12.4",
"ecosystem": "pypi"
},
{
"name": "regex",
"direct": true,
"version": "2024.11.6",
"ecosystem": "pypi"
},
{
"name": "regex",
"direct": true,
"version": "2026.5.9",
"ecosystem": "pypi"
},
{
"name": "requests",
"direct": true,
"version": "2.33.1",
"ecosystem": "pypi"
},
{
"name": "tenacity",
"direct": true,
"version": "9.0.0",
"ecosystem": "pypi"
},
{
"name": "tenacity",
"direct": true,
"version": "9.1.4",
"ecosystem": "pypi"
},
{
"name": "tqdm",
"direct": true,
"version": "4.67.1",
"ecosystem": "pypi"
},
{
"name": "tqdm",
"direct": true,
"version": "4.67.3",
"ecosystem": "pypi"
},
{
"name": "aiohappyeyeballs",
"direct": false,
"version": "2.6.1",
"ecosystem": "pypi"
},
{
"name": "aiohttp",
"direct": false,
"version": "3.11.14",
"ecosystem": "pypi"
},
{
"name": "aiohttp",
"direct": false,
"version": "3.13.2",
"ecosystem": "pypi"
},
{
"name": "aiosignal",
"direct": false,
"version": "1.3.2",
"ecosystem": "pypi"
},
{
"name": "aiosignal",
"direct": false,
"version": "1.4.0",
"ecosystem": "pypi"
},
{
"name": "alembic",
"direct": false,
"version": "1.15.1",
"ecosystem": "pypi"
},
{
"name": "alembic",
"direct": false,
"version": "1.16.2",
"ecosystem": "pypi"
},
{
"name": "annotated-types",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "anthropic",
"direct": false,
"version": "0.102.0",
"ecosystem": "pypi"
},
{
"name": "apscheduler",
"direct": false,
"version": "3.11.0",
"ecosystem": "pypi"
},
{
"name": "argcomplete",
"direct": false,
"version": "3.6.2",
"ecosystem": "pypi"
},
{
"name": "asttokens",
"direct": false,
"version": "3.0.1",
"ecosystem": "pypi"
},
{
"name": "async-timeout",
"direct": false,
"version": "5.0.1",
"ecosystem": "pypi"
},
{
"name": "asyncer",
"direct": false,
"version": "0.0.8",
"ecosystem": "pypi"
},
{
"name": "attrs",
"direct": false,
"version": "25.3.0",
"ecosystem": "pypi"
},
{
"name": "attrs",
"direct": false,
"version": "26.1.0",
"ecosystem": "pypi"
},
{
"name": "authlib",
"direct": false,
"version": "1.6.12",
"ecosystem": "pypi"
},
{
"name": "authlib",
"direct": false,
"version": "1.7.2",
"ecosystem": "pypi"
},
{
"name": "babel",
"direct": false,
"version": "2.18.0",
"ecosystem": "pypi"
},
{
"name": "backoff",
"direct": false,
"version": "2.2.1",
"ecosystem": "pypi"
},
{
"name": "backports-asyncio-runner",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "backrefs",
"direct": false,
"version": "7.0",
"ecosystem": "pypi"
},
{
"name": "beautifulsoup4",
"direct": false,
"version": "4.14.3",
"ecosystem": "pypi"
},
{
"name": "black",
"direct": false,
"version": "25.1.0",
"ecosystem": "pypi"
},
{
"name": "bleach",
"direct": false,
"version": "6.3.0",
"ecosystem": "pypi"
},
{
"name": "boto3",
"direct": false,
"version": "1.34.34",
"ecosystem": "pypi"
},
{
"name": "botocore",
"direct": false,
"version": "1.34.162",
"ecosystem": "pypi"
},
{
"name": "build",
"direct": false,
"version": "1.2.2.post1",
"ecosystem": "pypi"
},
{
"name": "cairocffi",
"direct": false,
"version": "1.7.1",
"ecosystem": "pypi"
},
{
"name": "cairosvg",
"direct": false,
"version": "2.9.0",
"ecosystem": "pypi"
},
{
"name": "certifi",
"direct": false,
"version": "2025.6.15",
"ecosystem": "pypi"
},
{
"name": "certifi",
"direct": false,
"version": "2026.4.22",
"ecosystem": "pypi"
},
{
"name": "cffi",
"direct": false,
"version": "1.17.1",
"ecosystem": "pypi"
},
{
"name": "cffi",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "cfgv",
"direct": false,
"version": "3.4.0",
"ecosystem": "pypi"
},
{
"name": "charset-normalizer",
"direct": false,
"version": "3.4.2",
"ecosystem": "pypi"
},
{
"name": "charset-normalizer",
"direct": false,
"version": "3.4.7",
"ecosystem": "pypi"
},
{
"name": "click",
"direct": false,
"version": "8.2.1",
"ecosystem": "pypi"
},
{
"name": "click",
"direct": false,
"version": "8.3.3",
"ecosystem": "pypi"
},
{
"name": "colorama",
"direct": false,
"version": "0.4.6",
"ecosystem": "pypi"
},
{
"name": "colorlog",
"direct": false,
"version": "6.9.0",
"ecosystem": "pypi"
},
{
"name": "comm",
"direct": false,
"version": "0.2.3",
"ecosystem": "pypi"
},
{
"name": "cryptography",
"direct": false,
"version": "43.0.3",
"ecosystem": "pypi"
},
{
"name": "cryptography",
"direct": false,
"version": "45.0.4",
"ecosystem": "pypi"
},
{
"name": "cssselect2",
"direct": false,
"version": "0.9.0",
"ecosystem": "pypi"
},
{
"name": "datamodel-code-generator",
"direct": false,
"version": "0.56.1",
"ecosystem": "pypi"
},
{
"name": "datasets",
"direct": false,
"version": "3.4.1",
"ecosystem": "pypi"
},
{
"name": "datasets",
"direct": false,
"version": "3.6.0",
"ecosystem": "pypi"
},
{
"name": "debugpy",
"direct": false,
"version": "1.8.20",
"ecosystem": "pypi"
},
{
"name": "decorator",
"direct": false,
"version": "5.2.1",
"ecosystem": "pypi"
},
{
"name": "defusedxml",
"direct": false,
"version": "0.7.1",
"ecosystem": "pypi"
},
{
"name": "dill",
"direct": false,
"version": "0.3.8",
"ecosystem": "pypi"
},
{
"name": "distlib",
"direct": false,
"version": "0.3.9",
"ecosystem": "pypi"
},
{
"name": "distro",
"direct": false,
"version": "1.9.0",
"ecosystem": "pypi"
},
{
"name": "dnspython",
"direct": false,
"version": "2.7.0",
"ecosystem": "pypi"
},
{
"name": "docstring-parser",
"direct": false,
"version": "0.17.0",
"ecosystem": "pypi"
},
{
"name": "dspy",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "dspy",
"direct": false,
"version": "3.2.1",
"ecosystem": "pypi"
},
{
"name": "email-validator",
"direct": false,
"version": "2.2.0",
"ecosystem": "pypi"
},
{
"name": "exceptiongroup",
"direct": false,
"version": "1.3.0",
"ecosystem": "pypi"
},
{
"name": "executing",
"direct": false,
"version": "2.2.1",
"ecosystem": "pypi"
},
{
"name": "fastapi",
"direct": false,
"version": "0.115.13",
"ecosystem": "pypi"
},
{
"name": "fastapi-sso",
"direct": false,
"version": "0.16.0",
"ecosystem": "pypi"
},
{
"name": "fastjsonschema",
"direct": false,
"version": "2.21.2",
"ecosystem": "pypi"
},
{
"name": "filelock",
"direct": false,
"version": "3.18.0",
"ecosystem": "pypi"
},
{
"name": "frozenlist",
"direct": false,
"version": "1.5.0",
"ecosystem": "pypi"
},
{
"name": "frozenlist",
"direct": false,
"version": "1.7.0",
"ecosystem": "pypi"
},
{
"name": "fsspec",
"direct": false,
"version": "2024.12.0",
"ecosystem": "pypi"
},
{
"name": "fsspec",
"direct": false,
"version": "2025.3.0",
"ecosystem": "pypi"
},
{
"name": "genson",
"direct": false,
"version": "1.3.0",
"ecosystem": "pypi"
},
{
"name": "ghp-import",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "greenlet",
"direct": false,
"version": "3.1.1",
"ecosystem": "pypi"
},
{
"name": "greenlet",
"direct": false,
"version": "3.2.3",
"ecosystem": "pypi"
},
{
"name": "griffe",
"direct": false,
"version": "1.6.2",
"ecosystem": "pypi"
},
{
"name": "griffelib",
"direct": false,
"version": "2.0.2",
"ecosystem": "pypi"
},
{
"name": "grpcio",
"direct": false,
"version": "1.73.0",
"ecosystem": "pypi"
},
{
"name": "gunicorn",
"direct": false,
"version": "23.0.0",
"ecosystem": "pypi"
},
{
"name": "h11",
"direct": false,
"version": "0.14.0",
"ecosystem": "pypi"
},
{
"name": "h11",
"direct": false,
"version": "0.16.0",
"ecosystem": "pypi"
},
{
"name": "hf-xet",
"direct": false,
"version": "1.1.4",
"ecosystem": "pypi"
},
{
"name": "httpcore",
"direct": false,
"version": "1.0.7",
"ecosystem": "pypi"
},
{
"name": "httpcore",
"direct": false,
"version": "1.0.9",
"ecosystem": "pypi"
},
{
"name": "httpx",
"direct": false,
"version": "0.27.0",
"ecosystem": "pypi"
},
{
"name": "httpx",
"direct": false,
"version": "0.28.1",
"ecosystem": "pypi"
},
{
"name": "httpx-sse",
"direct": false,
"version": "0.4.0",
"ecosystem": "pypi"
},
{
"name": "huggingface-hub",
"direct": false,
"version": "0.29.3",
"ecosystem": "pypi"
},
{
"name": "huggingface-hub",
"direct": false,
"version": "0.33.0",
"ecosystem": "pypi"
},
{
"name": "identify",
"direct": false,
"version": "2.6.12",
"ecosystem": "pypi"
},
{
"name": "idna",
"direct": false,
"version": "3.10",
"ecosystem": "pypi"
},
{
"name": "idna",
"direct": false,
"version": "3.13",
"ecosystem": "pypi"
},
{
"name": "importlib-metadata",
"direct": false,
"version": "8.6.1",
"ecosystem": "pypi"
},
{
"name": "importlib-metadata",
"direct": false,
"version": "8.7.0",
"ecosystem": "pypi"
},
{
"name": "inflect",
"direct": false,
"version": "7.5.0",
"ecosystem": "pypi"
},
{
"name": "iniconfig",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "ipykernel",
"direct": false,
"version": "7.2.0",
"ecosystem": "pypi"
},
{
"name": "ipython",
"direct": false,
"version": "9.13.0",
"ecosystem": "pypi"
},
{
"name": "ipython-pygments-lexers",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "isort",
"direct": false,
"version": "6.0.1",
"ecosystem": "pypi"
},
{
"name": "jedi",
"direct": false,
"version": "0.19.2",
"ecosystem": "pypi"
},
{
"name": "jinja2",
"direct": false,
"version": "3.1.6",
"ecosystem": "pypi"
},
{
"name": "jiter",
"direct": false,
"version": "0.10.0",
"ecosystem": "pypi"
},
{
"name": "jiter",
"direct": false,
"version": "0.9.0",
"ecosystem": "pypi"
},
{
"name": "jmespath",
"direct": false,
"version": "1.0.1",
"ecosystem": "pypi"
},
{
"name": "joblib",
"direct": false,
"version": "1.4.2",
"ecosystem": "pypi"
},
{
"name": "joserfc",
"direct": false,
"version": "1.6.5",
"ecosystem": "pypi"
},
{
"name": "jsonpatch",
"direct": false,
"version": "1.33",
"ecosystem": "pypi"
},
{
"name": "jsonpointer",
"direct": false,
"version": "3.0.0",
"ecosystem": "pypi"
},
{
"name": "jsonschema",
"direct": false,
"version": "4.23.0",
"ecosystem": "pypi"
},
{
"name": "jsonschema",
"direct": false,
"version": "4.24.0",
"ecosystem": "pypi"
},
{
"name": "jsonschema-specifications",
"direct": false,
"version": "2025.4.1",
"ecosystem": "pypi"
},
{
"name": "jsonschema-specifications",
"direct": false,
"version": "2025.9.1",
"ecosystem": "pypi"
},
{
"name": "jupyter-client",
"direct": false,
"version": "8.8.0",
"ecosystem": "pypi"
},
{
"name": "jupyter-core",
"direct": false,
"version": "5.9.1",
"ecosystem": "pypi"
},
{
"name": "jupyterlab-pygments",
"direct": false,
"version": "0.3.0",
"ecosystem": "pypi"
},
{
"name": "jupytext",
"direct": false,
"version": "1.19.1",
"ecosystem": "pypi"
},
{
"name": "langchain-core",
"direct": false,
"version": "1.0.4",
"ecosystem": "pypi"
},
{
"name": "langsmith",
"direct": false,
"version": "0.4.42",
"ecosystem": "pypi"
},
{
"name": "litellm-proxy-extras",
"direct": false,
"version": "0.1.15",
"ecosystem": "pypi"
},
{
"name": "magicattr",
"direct": false,
"version": "0.1.6",
"ecosystem": "pypi"
},
{
"name": "mako",
"direct": false,
"version": "1.3.10",
"ecosystem": "pypi"
},
{
"name": "mako",
"direct": false,
"version": "1.3.9",
"ecosystem": "pypi"
},
{
"name": "markdown",
"direct": false,
"version": "3.10.2",
"ecosystem": "pypi"
},
{
"name": "markdown-it-py",
"direct": false,
"version": "4.0.0",
"ecosystem": "pypi"
},
{
"name": "markupsafe",
"direct": false,
"version": "3.0.2",
"ecosystem": "pypi"
},
{
"name": "markupsafe",
"direct": false,
"version": "3.0.3",
"ecosystem": "pypi"
},
{
"name": "matplotlib-inline",
"direct": false,
"version": "0.2.1",
"ecosystem": "pypi"
},
{
"name": "mcp",
"direct": false,
"version": "1.5.0",
"ecosystem": "pypi"
},
{
"name": "mcp",
"direct": false,
"version": "1.9.4",
"ecosystem": "pypi"
},
{
"name": "mdit-py-plugins",
"direct": false,
"version": "0.5.0",
"ecosystem": "pypi"
},
{
"name": "mdurl",
"direct": false,
"version": "0.1.2",
"ecosystem": "pypi"
},
{
"name": "mergedeep",
"direct": false,
"version": "1.3.4",
"ecosystem": "pypi"
},
{
"name": "mistune",
"direct": false,
"version": "3.2.1",
"ecosystem": "pypi"
},
{
"name": "mkdocs",
"direct": false,
"version": "1.6.1",
"ecosystem": "pypi"
},
{
"name": "mkdocs-autorefs",
"direct": false,
"version": "1.4.4",
"ecosystem": "pypi"
},
{
"name": "mkdocs-get-deps",
"direct": false,
"version": "0.2.2",
"ecosystem": "pypi"
},
{
"name": "mkdocs-jupyter",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "mkdocs-jupyter",
"direct": false,
"version": "0.26.3",
"ecosystem": "pypi"
},
{
"name": "mkdocs-llmstxt",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "mkdocs-material",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "mkdocs-material",
"direct": false,
"version": "9.7.6",
"ecosystem": "pypi"
},
{
"name": "mkdocs-material-extensions",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "mkdocs-redirects",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "mkdocs-redirects",
"direct": false,
"version": "1.2.3",
"ecosystem": "pypi"
},
{
"name": "mkdocstrings",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "mkdocstrings",
"direct": false,
"version": "1.0.4",
"ecosystem": "pypi"
},
{
"name": "mkdocstrings-python",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "mkdocstrings-python",
"direct": false,
"version": "2.0.3",
"ecosystem": "pypi"
},
{
"name": "more-itertools",
"direct": false,
"version": "10.7.0",
"ecosystem": "pypi"
},
{
"name": "multidict",
"direct": false,
"version": "6.2.0",
"ecosystem": "pypi"
},
{
"name": "multidict",
"direct": false,
"version": "6.5.0",
"ecosystem": "pypi"
},
{
"name": "multiprocess",
"direct": false,
"version": "0.70.16",
"ecosystem": "pypi"
},
{
"name": "mypy-extensions",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "nbclient",
"direct": false,
"version": "0.10.4",
"ecosystem": "pypi"
},
{
"name": "nbconvert",
"direct": false,
"version": "7.17.1",
"ecosystem": "pypi"
},
{
"name": "nbformat",
"direct": false,
"version": "5.10.4",
"ecosystem": "pypi"
},
{
"name": "nest-asyncio",
"direct": false,
"version": "1.6.0",
"ecosystem": "pypi"
},
{
"name": "nodeenv",
"direct": false,
"version": "1.9.1",
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": false,
"version": "2.2.4",
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": false,
"version": "2.2.6",
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": false,
"version": "2.3.4",
"ecosystem": "pypi"
},
{
"name": "oauthlib",
"direct": false,
"version": "3.3.0",
"ecosystem": "pypi"
},
{
"name": "optuna",
"direct": false,
"version": "4.2.1",
"ecosystem": "pypi"
},
{
"name": "optuna",
"direct": false,
"version": "4.8.0",
"ecosystem": "pypi"
},
{
"name": "packaging",
"direct": false,
"version": "24.2",
"ecosystem": "pypi"
},
{
"name": "packaging",
"direct": false,
"version": "26.2",
"ecosystem": "pypi"
},
{
"name": "paginate",
"direct": false,
"version": "0.5.7",
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": false,
"version": "2.2.3",
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": false,
"version": "2.3.3",
"ecosystem": "pypi"
},
{
"name": "pandocfilters",
"direct": false,
"version": "1.5.1",
"ecosystem": "pypi"
},
{
"name": "parso",
"direct": false,
"version": "0.8.6",
"ecosystem": "pypi"
},
{
"name": "pathspec",
"direct": false,
"version": "0.12.1",
"ecosystem": "pypi"
},
{
"name": "pathspec",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "pexpect",
"direct": false,
"version": "4.9.0",
"ecosystem": "pypi"
},
{
"name": "pillow",
"direct": false,
"version": "12.0.0",
"ecosystem": "pypi"
},
{
"name": "pillow",
"direct": false,
"version": "12.2.0",
"ecosystem": "pypi"
},
{
"name": "platformdirs",
"direct": false,
"version": "4.3.8",
"ecosystem": "pypi"
},
{
"name": "platformdirs",
"direct": false,
"version": "4.9.6",
"ecosystem": "pypi"
},
{
"name": "pluggy",
"direct": false,
"version": "1.6.0",
"ecosystem": "pypi"
},
{
"name": "pre-commit",
"direct": false,
"version": "4.6.0",
"ecosystem": "pypi"
},
{
"name": "prompt-toolkit",
"direct": false,
"version": "3.0.52",
"ecosystem": "pypi"
},
{
"name": "propcache",
"direct": false,
"version": "0.3.0",
"ecosystem": "pypi"
},
{
"name": "propcache",
"direct": false,
"version": "0.3.2",
"ecosystem": "pypi"
},
{
"name": "properdocs",
"direct": false,
"version": "1.6.7",
"ecosystem": "pypi"
},
{
"name": "protobuf",
"direct": false,
"version": "6.31.1",
"ecosystem": "pypi"
},
{
"name": "psutil",
"direct": false,
"version": "7.2.2",
"ecosystem": "pypi"
},
{
"name": "ptyprocess",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "pure-eval",
"direct": false,
"version": "0.2.3",
"ecosystem": "pypi"
},
{
"name": "pyarrow",
"direct": false,
"version": "19.0.1",
"ecosystem": "pypi"
},
{
"name": "pyarrow",
"direct": false,
"version": "22.0.0",
"ecosystem": "pypi"
},
{
"name": "pycparser",
"direct": false,
"version": "2.22",
"ecosystem": "pypi"
},
{
"name": "pycparser",
"direct": false,
"version": "3.0",
"ecosystem": "pypi"
},
{
"name": "pydantic-core",
"direct": false,
"version": "2.27.2",
"ecosystem": "pypi"
},
{
"name": "pydantic-core",
"direct": false,
"version": "2.41.5",
"ecosystem": "pypi"
},
{
"name": "pydantic-settings",
"direct": false,
"version": "2.9.1",
"ecosystem": "pypi"
},
{
"name": "pygments",
"direct": false,
"version": "2.19.1",
"ecosystem": "pypi"
},
{
"name": "pygments",
"direct": false,
"version": "2.20.0",
"ecosystem": "pypi"
},
{
"name": "pyjwt",
"direct": false,
"version": "2.10.1",
"ecosystem": "pypi"
},
{
"name": "pymdown-extensions",
"direct": false,
"version": "10.21.3",
"ecosystem": "pypi"
},
{
"name": "pynacl",
"direct": false,
"version": "1.5.0",
"ecosystem": "pypi"
},
{
"name": "pyproject-hooks",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": "8.4.2",
"ecosystem": "pypi"
},
{
"name": "pytest-asyncio",
"direct": false,
"version": "1.3.0",
"ecosystem": "pypi"
},
{
"name": "pytest-mock",
"direct": false,
"version": "3.14.1",
"ecosystem": "pypi"
},
{
"name": "python-dateutil",
"direct": false,
"version": "2.9.0.post0",
"ecosystem": "pypi"
},
{
"name": "python-dotenv",
"direct": false,
"version": "1.0.1",
"ecosystem": "pypi"
},
{
"name": "python-dotenv",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "python-multipart",
"direct": false,
"version": "0.0.18",
"ecosystem": "pypi"
},
{
"name": "python-multipart",
"direct": false,
"version": "0.0.20",
"ecosystem": "pypi"
},
{
"name": "pytz",
"direct": false,
"version": "2025.1",
"ecosystem": "pypi"
},
{
"name": "pytz",
"direct": false,
"version": "2025.2",
"ecosystem": "pypi"
},
{
"name": "pyyaml",
"direct": false,
"version": "6.0.2",
"ecosystem": "pypi"
},
{
"name": "pyyaml",
"direct": false,
"version": "6.0.3",
"ecosystem": "pypi"
},
{
"name": "pyyaml-env-tag",
"direct": false,
"version": "1.1",
"ecosystem": "pypi"
},
{
"name": "pyzmq",
"direct": false,
"version": "27.1.0",
"ecosystem": "pypi"
},
{
"name": "redis",
"direct": false,
"version": "6.2.0",
"ecosystem": "pypi"
},
{
"name": "referencing",
"direct": false,
"version": "0.36.2",
"ecosystem": "pypi"
},
{
"name": "referencing",
"direct": false,
"version": "0.37.0",
"ecosystem": "pypi"
},
{
"name": "requests-toolbelt",
"direct": false,
"version": "1.0.0",
"ecosystem": "pypi"
},
{
"name": "rich",
"direct": false,
"version": "13.9.4",
"ecosystem": "pypi"
},
{
"name": "rpds-py",
"direct": false,
"version": "0.25.1",
"ecosystem": "pypi"
},
{
"name": "rpds-py",
"direct": false,
"version": "0.30.0",
"ecosystem": "pypi"
},
{
"name": "rq",
"direct": false,
"version": "2.4.0",
"ecosystem": "pypi"
},
{
"name": "ruff",
"direct": false,
"version": "0.15.10",
"ecosystem": "pypi"
},
{
"name": "s3transfer",
"direct": false,
"version": "0.10.4",
"ecosystem": "pypi"
},
{
"name": "setuptools",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "six",
"direct": false,
"version": "1.17.0",
"ecosystem": "pypi"
},
{
"name": "sniffio",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "soupsieve",
"direct": false,
"version": "2.8.3",
"ecosystem": "pypi"
},
{
"name": "sqlalchemy",
"direct": false,
"version": "2.0.39",
"ecosystem": "pypi"
},
{
"name": "sqlalchemy",
"direct": false,
"version": "2.0.41",
"ecosystem": "pypi"
},
{
"name": "sse-starlette",
"direct": false,
"version": "2.3.6",
"ecosystem": "pypi"
},
{
"name": "stack-data",
"direct": false,
"version": "0.6.3",
"ecosystem": "pypi"
},
{
"name": "starlette",
"direct": false,
"version": "0.46.2",
"ecosystem": "pypi"
},
{
"name": "starlette",
"direct": false,
"version": "0.47.0",
"ecosystem": "pypi"
},
{
"name": "tiktoken",
"direct": false,
"version": "0.12.0",
"ecosystem": "pypi"
},
{
"name": "tiktoken",
"direct": false,
"version": "0.9.0",
"ecosystem": "pypi"
},
{
"name": "tinycss2",
"direct": false,
"version": "1.4.0",
"ecosystem": "pypi"
},
{
"name": "tokenizers",
"direct": false,
"version": "0.21.1",
"ecosystem": "pypi"
},
{
"name": "tomli",
"direct": false,
"version": "2.2.1",
"ecosystem": "pypi"
},
{
"name": "tornado",
"direct": false,
"version": "6.5.5",
"ecosystem": "pypi"
},
{
"name": "traitlets",
"direct": false,
"version": "5.14.3",
"ecosystem": "pypi"
},
{
"name": "typeguard",
"direct": false,
"version": "4.5.1",
"ecosystem": "pypi"
},
{
"name": "typing-extensions",
"direct": false,
"version": "4.15.0",
"ecosystem": "pypi"
},
{
"name": "typing-inspection",
"direct": false,
"version": "0.4.2",
"ecosystem": "pypi"
},
{
"name": "tzdata",
"direct": false,
"version": "2025.2",
"ecosystem": "pypi"
},
{
"name": "tzlocal",
"direct": false,
"version": "5.3.1",
"ecosystem": "pypi"
},
{
"name": "ujson",
"direct": false,
"version": "5.10.0",
"ecosystem": "pypi"
},
{
"name": "urllib3",
"direct": false,
"version": "2.4.0",
"ecosystem": "pypi"
},
{
"name": "urllib3",
"direct": false,
"version": "2.6.3",
"ecosystem": "pypi"
},
{
"name": "uvicorn",
"direct": false,
"version": "0.29.0",
"ecosystem": "pypi"
},
{
"name": "uvicorn",
"direct": false,
"version": "0.34.3",
"ecosystem": "pypi"
},
{
"name": "uvloop",
"direct": false,
"version": "0.21.0",
"ecosystem": "pypi"
},
{
"name": "validators",
"direct": false,
"version": "0.35.0",
"ecosystem": "pypi"
},
{
"name": "virtualenv",
"direct": false,
"version": "20.31.2",
"ecosystem": "pypi"
},
{
"name": "watchdog",
"direct": false,
"version": "6.0.0",
"ecosystem": "pypi"
},
{
"name": "wcwidth",
"direct": false,
"version": "0.6.0",
"ecosystem": "pypi"
},
{
"name": "weaviate-client",
"direct": false,
"version": "4.21.0",
"ecosystem": "pypi"
},
{
"name": "webencodings",
"direct": false,
"version": "0.5.1",
"ecosystem": "pypi"
},
{
"name": "websockets",
"direct": false,
"version": "13.1",
"ecosystem": "pypi"
},
{
"name": "wheel",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "xxhash",
"direct": false,
"version": "3.5.0",
"ecosystem": "pypi"
},
{
"name": "xxhash",
"direct": false,
"version": "3.6.0",
"ecosystem": "pypi"
},
{
"name": "yarl",
"direct": false,
"version": "1.18.3",
"ecosystem": "pypi"
},
{
"name": "yarl",
"direct": false,
"version": "1.20.1",
"ecosystem": "pypi"
},
{
"name": "zipp",
"direct": false,
"version": "3.21.0",
"ecosystem": "pypi"
},
{
"name": "zipp",
"direct": false,
"version": "3.23.0",
"ecosystem": "pypi"
},
{
"name": "zstandard",
"direct": false,
"version": "0.25.0",
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 293,
"direct_count": 26,
"indirect_count": 267
}
},
"maintainership": {
"issues": {
"open_prs": 308,
"merged_prs": 1649,
"open_issues": 307,
"closed_ratio": 0.813,
"closed_issues": 1331,
"closed_unmerged_prs": 688
},
"bus_factor": 4,
"top_contributors": [
{
"type": "User",
"login": "okhat",
"commits": 1129,
"avatar_url": "https://avatars.githubusercontent.com/u/963532?v=4"
},
{
"type": "User",
"login": "arnavsinghvi11",
"commits": 402,
"avatar_url": "https://avatars.githubusercontent.com/u/54859892?v=4"
},
{
"type": "User",
"login": "chenmoneygithub",
"commits": 265,
"avatar_url": "https://avatars.githubusercontent.com/u/22925031?v=4"
},
{
"type": "User",
"login": "isaacbmiller",
"commits": 243,
"avatar_url": "https://avatars.githubusercontent.com/u/17116851?v=4"
},
{
"type": "User",
"login": "krypticmouse",
"commits": 201,
"avatar_url": "https://avatars.githubusercontent.com/u/43719685?v=4"
},
{
"type": "User",
"login": "TomeHirata",
"commits": 177,
"avatar_url": "https://avatars.githubusercontent.com/u/33407409?v=4"
},
{
"type": "User",
"login": "thomasahle",
"commits": 114,
"avatar_url": "https://avatars.githubusercontent.com/u/946355?v=4"
},
{
"type": "User",
"login": "CShorten",
"commits": 88,
"avatar_url": "https://avatars.githubusercontent.com/u/25864937?v=4"
},
{
"type": "User",
"login": "klopsahlong",
"commits": 78,
"avatar_url": "https://avatars.githubusercontent.com/u/115955237?v=4"
},
{
"type": "User",
"login": "Shangyint",
"commits": 74,
"avatar_url": "https://avatars.githubusercontent.com/u/27798077?v=4"
}
],
"contributors_sampled": 100,
"top_contributor_share": 0.285
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"build_and_release.yml",
"dependency-range.yml",
"docs-push.yml",
"precommits_check.yml",
"run_tests.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [
"Pipfile.lock",
"uv.lock"
],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 0,
"reason": "branch protection not enabled on development/release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 10,
"reason": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 3,
"reason": "Found 10/26 approved changesets -- score normalized to 3",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 22 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 10,
"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": 10,
"reason": "packaging workflow detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 7,
"reason": "dependency not pinned by hash detected -- score normalized to 7",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 9,
"reason": "SAST tool is not run on all commits -- score normalized to 9",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 10,
"reason": "security policy file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 10,
"reason": "GitHub workflow tokens follow principle of least privilege",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 0,
"reason": "147 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "96bae53d458d300b2cab49a5ddf30087498df952",
"ran_at": "2026-07-21T01:14:14Z",
"aggregate_score": 6.9,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": true,
"has_dependabot_config": true
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/stanfordnlp/dspy",
"host": "github.com",
"name": "dspy",
"owner": "stanfordnlp"
},
"metrics": {
"overall": {
"key": "overall",
"band": "excellent",
"name": "Overall health",
"note": null,
"notes": [],
"value": 87,
"inputs": {
"security": 73,
"vitality": 99,
"community": 85,
"governance": 82,
"engineering": 92
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "excellent",
"name": "Vitality",
"value": 99,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "excellent",
"name": "Development activity",
"note": null,
"notes": [],
"value": 99,
"inputs": {
"commits_last_year": 490,
"human_commit_share": null,
"days_since_last_push": 0,
"active_weeks_last_year": 51
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "51/52 weeks with commits",
"points": 35.3,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 51
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "490 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 490
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"releases_count": 100,
"latest_release_tag": "3.3.0b1",
"releases_from_tags": false,
"days_since_latest_release": 54,
"mean_days_between_releases": 24.2
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "100 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 100
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 54 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 54
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~24.2 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 24.2
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "unverified",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": "no_commit_sample",
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": null,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "maintenance record not established from the collected data",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_unverified",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "excellent",
"name": "Community & Adoption",
"value": 85,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "excellent",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 98,
"inputs": {
"forks": 3117,
"stars": 36262,
"watchers": 202,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "36,262 stars",
"points": 60,
"status": "met",
"details": [
{
"code": "stars",
"params": {
"count": 36262
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "3,117 forks",
"points": 25,
"status": "met",
"details": [
{
"code": "forks",
"params": {
"count": 3117
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "202 watchers",
"points": 12.8,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 202
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "good",
"name": "Community health",
"note": null,
"notes": [],
"value": 70,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 82,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "good",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 83,
"inputs": {
"bus_factor": 4,
"contributors_sampled": 100,
"top_contributor_share": 0.285
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "4 contributor(s) cover half of all commits",
"points": 43.2,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 4
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 28% of commits",
"points": 16.1,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 28
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "100 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 100
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 22 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 70,
"inputs": {
"merged_prs": 1649,
"open_issues": 307,
"closed_issues": 1331,
"issue_closed_ratio": 0.813,
"closed_unmerged_prs": 688
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "81% of issues closed",
"points": 38,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 81
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "1649/2337 decided PRs merged",
"points": 27,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 1649,
"decided": 2337
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 10/26 approved changesets -- score normalized to 3",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 79,
"inputs": {
"followers": 2683,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "stanfordnlp",
"public_repos": 55,
"account_age_days": 4966
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "2,683 followers of stanfordnlp",
"points": 24.7,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 2683,
"login": "stanfordnlp"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "55 public repos, account ~13 yr old",
"points": 24.7,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 55
}
},
{
"code": "account_age_years",
"params": {
"years": 13
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"dspy"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 76
},
"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 76 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 76
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "106 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 106
}
}
],
"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": "excellent",
"name": "Engineering Quality",
"value": 92,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 94,
"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": "5 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 5
}
}
],
"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": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [],
"has_wiki": true,
"homepage": "https://dspy.ai",
"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://dspy.ai",
"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": null,
"points": 0,
"status": "missed",
"details": [],
"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": 73,
"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": 69,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 6.9
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 10/26 approved changesets -- score normalized to 3",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 22 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 3 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 7",
"points": 3.5,
"status": "partial",
"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 detected",
"points": 5,
"status": "met",
"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": "GitHub workflow tokens follow principle of least privilege",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "147 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Matched the pypi:dspy@3.2.1 runtime dependency closure — what installing the published package pulls in — 59 packages. Reachability is not analyzed.",
"notes": [
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:dspy@3.2.1",
"assessed": 59
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 89,
"inputs": {
"source": "osv",
"advisories": 2,
"affected_packages": 1,
"assessed_packages": 59,
"unassessed_packages": 0,
"affected_by_severity": "moderate 1",
"direct_affected_packages": 1
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "1 affected: diskcache 5.6.3 (moderate)",
"points": 26.6,
"status": "partial",
"details": [
{
"code": "advisories_affected",
"params": {
"count": 1,
"packages": "diskcache 5.6.3 (moderate)"
}
}
],
"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": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 159 days ago",
"points": 37.2,
"status": "partial",
"details": [
{
"code": "advisories_stale",
"params": {
"days": 90,
"count": 1,
"oldest": 159
}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 59,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 9
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "at_risk",
"name": "AI Readiness",
"value": 42,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "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": "moderate",
"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": 61,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"Pipfile.lock",
"uv.lock"
],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"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": 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": 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",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "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 7",
"points": 7,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 114651,
"source_files_sampled": 261,
"oversized_source_files": 7
},
"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": "7/261 source files over 60KB",
"points": 53.5,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 261,
"oversized": 7
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "moderate",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"example_dirs": [
"examples",
"notebooks"
],
"has_mcp_signal": true,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 20,
"status": "met",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples, notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [],
"report_type": "repository",
"generated_at": "2026-07-21T01:14:44.545005Z",
"schema_version": "0.16.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/stanfordnlp/dspy.svg",
"full_name": "stanfordnlp/dspy",
"license_state": "standard",
"license_spdx": "MIT"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.16.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.