Software health reportschema 0.31.0 · metrics 2.10.0 · 2026-08-12 19:57 UTC

stanfordnlp / dspy

DSPy: The framework for programming—not prompting—language models

PythonMIT★ 37,147 stars⑂ 3,210 forkssince Jan 2023View on GitHub ↗

stanfordnlp/dspy holds a health index of 98 out of 100, placing it in the Exceptional band. It scores highest on Vitality (99/100) and lowest on AI Readiness (62/100). It was last updated today. 4 contributors account for most of its recent work.

overall / 100

Exceptional

Software health index

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

Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met

Excellent80-92Strong across the board; minor gaps

Good65-79Healthy; gaps are limited and manageable

Moderate50-64Acceptable with notable gaps; review recommended

Weak35-49Material weaknesses across several areas

At Risk20-34Significant weaknesses; adoption warrants caution

Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 87 is calibrated to 98 on the published index scale (record calibration 2026-08-02).

Ownership

Stanford NLPOrganization

2,725 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	3.3.0	6,589,078	107	9 days ago

Metrics by category

Vitality

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

99Exceptional · 21% of overall

Development activity

98Exceptional

How it's scored

36/36	Push recency — last push 0 days ago
33.9/36	Commit cadence — 49/52 weeks with commits
18/18	Commit volume — 495 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10

Inputs used

commits_last_year	495
human_commit_share	0.87
days_since_last_push	0
active_weeks_last_year	49

Release discipline

100Exceptional

How it's scored

27/27	Ships releases — 100 releases published
36/36	Release recency — latest release 8 days ago
27/27	Release cadence — a release every ~29.6 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	100
latest_release_tag	3.3.0
releases_from_tags	no
days_since_latest_release	8
mean_days_between_releases	29.6

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?

89Excellent · 17% of overall

Popularity & adoption

98Exceptional

How it's scored

60/60	Stars — 37,147 stars
25/25	Forks — 3,210 forks
12.9/15	Watchers — 207 watchers

Inputs used

forks	3,210
stars	37,147
watchers	207
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
readme_badges	0
has_contributing	yes
has_issue_template	no
has_code_of_conduct	no
readme_badge_services	—
has_pull_request_template	no

Ecosystem adoption (downloads)

100Exceptional

How it's scored

80/80	Monthly downloads — 6,589,078 downloads/month across pypi
0/20	Registry dependents — not reported by this ecosystem

Inputs used

packages	dspy
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	6,589,078
unverified_packages_excluded	—

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?

85Excellent · 23% of overall

Maintainer resilience (bus factor)

83Excellent

How it's scored

43.2/54	Bus factor — 4 contributor(s) cover half of all commits
16/22.5	Commit distribution — top contributor authored 29% of commits
13.5/13.5	Contributor breadth — 98 contributors
10/10	OpenSSF Scorecard: Contributors — project has 22 contributing companies or organizations

Inputs used

bus_factor	4
contributors_sampled	98
top_contributor_share	0.287

Issue & PR responsiveness

60Moderate

How it's scored

34.1/42	Issue resolution — 81% of issues closed
21/30	PR acceptance — 1,689/2,417 decided PRs merged
1.4/13	Newcomer PR acceptance — 1/9 first-time contributors' PRs merged in 30d
3/15	OpenSSF Scorecard: Code-Review — Found 7/27 approved changesets -- score normalized to 2

Inputs used

merged_prs	1,689
open_issues	308
closed_issues	1,341
prs_merged_7d	14
prs_decided_7d	39
prs_merged_30d	26
prs_decided_30d	59
issue_closed_ratio	0.813
closed_unmerged_prs	728
first_time_authors_30d	8
first_time_prs_merged_30d	1
first_time_prs_decided_30d	9

Ownership & stewardship

99Exceptional

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain — verified-domain status not read for this organization
24.7/25	Owner reach — 2,725 followers of stanfordnlp
24.7/25	Track record — 55 public repos, account ~13 yr old

Inputs used

followers	2,725
owner_type	Organization
is_verified	—
owner_login	stanfordnlp
public_repos	55
account_age_days	4,988

Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 9 days ago
20/20	Version history — 107 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	dspy
ecosystems	pypi
any_deprecated	no
min_days_since_publish	9

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall

Engineering practices

94Exceptional

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
docs_site	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?

73Good · 16% of overall

Security posture

69Good

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
1.5/7.5	Code-Review — Found 7/27 approved changesets -- score normalized to 2
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 6 issue activity found in the last 90 days -- score normalized to 10
5/5	Packaging — packaging workflow detected
3/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6
5/5	SAST — SAST tool is run on all commits
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 — 91 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 181 days ago

Inputs used

source	osv
advisories	2
affected_packages	1
assessed_packages	56
unassessed_packages	0
affected_by_severity	moderate 1
direct_affected_packages	1

Matched the pypi:dspy@3.3.0 runtime dependency closure — what installing the published package pulls in — 56 packages. Reachability is not analyzed.

AI Readiness

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

62Moderate · 4% of overall

Agent context & guidance

40Weak

How it's scored

0/45	Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15	Machine-readable docs (llms.txt)
40/40	Legible commit history — 86 of 87 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	no
llms_txt_url	—
legible_history_share	0.989
agent_instruction_files	—
agent_instruction_max_bytes	—

Verify loop (build / test / typecheck)

67Good

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
10/10	Demonstrated agent practice — 17 of the last 100 commits agent-authored or agent-credited
8/8	Automated maintenance — 11 of the last 100 commits are automated dependency updates
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	Pipfile.lock, uv.lock
has_dockerfile	no
typed_language	no
bootstrap_files	—
has_devcontainer	no
has_linter_config	yes
typecheck_configs	—
agent_commit_share	0.17
toolchain_manifests	—
dependency_bot_commit_share	0.11

Code legibility for models

54Moderate

How it's scored

0/45	Type-checkable code — Python without a type-check config
53.6/55	Manageable file sizes — 7/279 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	120,075
source_files_sampled	279
oversized_source_files	7

Machine-readable interfaces

100Exceptional

How it's scored

0/40	API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20	MCP server
40/40	Runnable examples — examples, notebooks

Inputs used

example_dirs	examples, notebooks
has_mcp_signal	yes
api_schema_files	—
interfaces_expected_of	—

Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

37,147GitHub stars

98contributors

495commits, last 12 months

0days since last push

100releases

4bus factor

308open issues

PyPIpackage ecosystems

Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
First-time contributor figures cover 12 of 15 authors (cap 12)

More detail

Star and fork history 0 ★ / 3,210 ⇿

0Stars

3,210Forks

11Releases

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

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

Major 0Minor 3Patch 5

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).Scorecard v5.5.0 · 2026-08-12 19:56 UTC

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
2	Code-Review	Found 7/27 approved changesets -- score normalized to 2
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 6 issue activity found in the last 90 days -- score normalized to 10
10	Packaging	packaging workflow detected
6	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 6
10	SAST	SAST tool is run on all commits
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	91 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 317

Full resolved dependency set from the GitHub dependency graph: 25 direct and 292 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	anyio	`4.14.2`	direct
PyPI	anyio	`4.9.0`	direct
PyPI	cachetools	`5.5.2`	direct
PyPI	cachetools	`7.1.7`	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	`0.63.0`	direct
PyPI	litellm	`1.63.7`	direct
PyPI	litellm	`1.96.0`	direct
PyPI	openai	`1.61.0`	direct
PyPI	openai	`2.53.0`	direct
PyPI	orjson	`3.11.9`	direct
PyPI	pydantic	`2.10.6`	direct
PyPI	pydantic	`2.13.4`	direct
PyPI	regex	`2024.11.6`	direct
PyPI	regex	`2026.7.19`	direct
PyPI	requests	`2.33.1`	direct
PyPI	requests	`2.34.2`	direct
PyPI	tenacity	`9.0.0`	direct
PyPI	tenacity	`9.1.4`	direct
PyPI	tqdm	`4.67.1`	direct
PyPI	tqdm	`4.70.0`	direct
PyPI	aiohappyeyeballs	`2.6.1`	indirect
PyPI	aiohappyeyeballs	`2.7.1`	indirect
PyPI	aiohttp	`3.11.14`	indirect
PyPI	aiohttp	`3.14.3`	indirect
PyPI	aiosignal	`1.3.2`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	alembic	`1.15.1`	indirect
PyPI	alembic	`1.19.1`	indirect
PyPI	annotated-doc	`0.0.5`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	annotated-types	`0.8.0`	indirect
PyPI	anthropic	`0.121.0`	indirect
PyPI	apscheduler	`3.11.3`	indirect
PyPI	argcomplete	`3.7.2`	indirect
PyPI	asttokens	`3.0.1`	indirect
PyPI	async-timeout	`5.0.1`	indirect
PyPI	asyncer	`0.0.8`	indirect
PyPI	attrs	`26.1.0`	indirect
PyPI	authlib	`1.7.2`	indirect
PyPI	azure-core	`1.41.0`	indirect
PyPI	azure-identity	`1.25.3`	indirect
PyPI	azure-storage-blob	`12.30.0`	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	`26.5.1`	indirect
PyPI	bleach	`6.3.0`	indirect
PyPI	boto3	`1.43.68`	indirect
PyPI	botocore	`1.43.68`	indirect
PyPI	build	`1.5.0`	indirect
PyPI	cairocffi	`1.7.1`	indirect
PyPI	cairosvg	`2.9.0`	indirect
PyPI	certifi	`2026.4.22`	indirect
PyPI	certifi	`2026.7.22`	indirect
PyPI	cffi	`2.0.0`	indirect
PyPI	cffi	`2.1.1`	indirect
PyPI	cfgv	`3.5.0`	indirect
PyPI	charset-normalizer	`3.4.7`	indirect
PyPI	charset-normalizer	`3.4.9`	indirect
PyPI	click	`8.4.2`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	colorlog	`6.12.0`	indirect
PyPI	colorlog	`6.9.0`	indirect
PyPI	comm	`0.2.3`	indirect
PyPI	croniter	`6.2.4`	indirect
PyPI	cryptography	`50.0.0`	indirect
PyPI	cssselect2	`0.9.0`	indirect
PyPI	datamodel-code-generator	`0.72.3`	indirect
PyPI	datasets	`3.4.1`	indirect
PyPI	datasets	`5.0.1`	indirect
PyPI	debugpy	`1.8.20`	indirect
PyPI	decorator	`5.2.1`	indirect
PyPI	defusedxml	`0.7.1`	indirect
PyPI	deno	`2.9.5`	indirect
PyPI	dill	`0.3.8`	indirect
PyPI	dill	`0.4.1`	indirect
PyPI	distlib	`0.4.3`	indirect
PyPI	distro	`1.9.0`	indirect
PyPI	dnspython	`2.8.0`	indirect
PyPI	docstring-parser	`0.18.0`	indirect
PyPI	dspy	`—`	indirect
PyPI	dspy	`3.3.0`	indirect
PyPI	email-validator	`2.3.0`	indirect
PyPI	exceptiongroup	`1.3.1`	indirect
PyPI	execnet	`2.1.2`	indirect
PyPI	executing	`2.2.1`	indirect
PyPI	expression	`5.6.0`	indirect
PyPI	fastapi	`0.140.6`	indirect
PyPI	fastapi-sso	`0.21.1`	indirect
PyPI	fastjsonschema	`2.21.2`	indirect
PyPI	fastuuid	`0.14.0`	indirect
PyPI	filelock	`3.18.0`	indirect
PyPI	filelock	`3.32.2`	indirect
PyPI	frozenlist	`1.5.0`	indirect
PyPI	frozenlist	`1.8.0`	indirect
PyPI	fsspec	`2024.12.0`	indirect
PyPI	fsspec	`2026.6.0`	indirect
PyPI	genson	`1.4.0`	indirect
PyPI	ghp-import	`2.1.0`	indirect
PyPI	granian	`2.8.1`	indirect
PyPI	greenlet	`3.1.1`	indirect
PyPI	greenlet	`3.5.5`	indirect
PyPI	griffe	`1.6.2`	indirect
PyPI	griffelib	`2.0.2`	indirect
PyPI	grpcio	`1.78.0`	indirect
PyPI	gunicorn	`23.0.0`	indirect
PyPI	h11	`0.14.0`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	hf-xet	`1.6.0`	indirect
PyPI	httpcore	`1.0.7`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httpx	`0.28.1`	indirect
PyPI	httpx-sse	`0.4.3`	indirect
PyPI	huggingface-hub	`0.29.3`	indirect
PyPI	huggingface-hub	`1.27.0`	indirect
PyPI	identify	`2.6.19`	indirect
PyPI	idna	`3.13`	indirect
PyPI	idna	`3.18`	indirect
PyPI	importlib-metadata	`8.6.1`	indirect
PyPI	importlib-metadata	`8.9.0`	indirect
PyPI	inflect	`7.5.0`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	inquirerpy	`0.3.4`	indirect
PyPI	ipykernel	`7.2.0`	indirect
PyPI	ipython	`9.13.0`	indirect
PyPI	ipython-pygments-lexers	`1.1.1`	indirect
PyPI	isodate	`0.7.2`	indirect
PyPI	isort	`8.0.1`	indirect
PyPI	jedi	`0.19.2`	indirect
PyPI	jinja2	`3.1.6`	indirect
PyPI	jiter	`0.16.0`	indirect
PyPI	jiter	`0.9.0`	indirect
PyPI	jmespath	`1.1.0`	indirect
PyPI	joblib	`1.4.2`	indirect
PyPI	joserfc	`1.7.4`	indirect
PyPI	jsonpatch	`1.33`	indirect
PyPI	jsonpointer	`3.1.1`	indirect
PyPI	jsonschema	`4.23.0`	indirect
PyPI	jsonschema	`4.26.0`	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	`1.5.3`	indirect
PyPI	langchain-protocol	`0.0.18`	indirect
PyPI	langsmith	`0.10.17`	indirect
PyPI	litellm-enterprise	`0.1.53`	indirect
PyPI	litellm-proxy-extras	`0.4.81`	indirect
PyPI	magicattr	`0.1.6`	indirect
PyPI	mako	`1.3.9`	indirect
PyPI	mako	`1.4.1`	indirect
PyPI	markdown	`3.10.2`	indirect
PyPI	markdown-it-py	`4.0.0`	indirect
PyPI	markdown-it-py	`4.2.0`	indirect
PyPI	markupsafe	`3.0.3`	indirect
PyPI	matplotlib-inline	`0.2.1`	indirect
PyPI	mcp	`1.29.0`	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	`1.0.6`	indirect
PyPI	mkdocstrings-python	`—`	indirect
PyPI	mkdocstrings-python	`2.0.3`	indirect
PyPI	more-itertools	`11.1.0`	indirect
PyPI	msal	`1.37.0`	indirect
PyPI	msal-extensions	`1.3.1`	indirect
PyPI	multidict	`6.2.0`	indirect
PyPI	multidict	`6.7.1`	indirect
PyPI	multiprocess	`0.70.16`	indirect
PyPI	multiprocess	`0.70.19`	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	`1.10.0`	indirect
PyPI	numpy	`2.2.4`	indirect
PyPI	numpy	`2.2.6`	indirect
PyPI	numpy	`2.4.6`	indirect
PyPI	numpy	`2.5.2`	indirect
PyPI	oauthlib	`3.3.1`	indirect
PyPI	optuna	`4.2.1`	indirect
PyPI	optuna	`4.9.0`	indirect
PyPI	packaging	`26.2`	indirect
PyPI	packaging	`26.3`	indirect
PyPI	paginate	`0.5.7`	indirect
PyPI	pandas	`2.2.3`	indirect
PyPI	pandas	`2.3.3`	indirect
PyPI	pandas	`3.0.5`	indirect
PyPI	pandocfilters	`1.5.1`	indirect
PyPI	parso	`0.8.6`	indirect
PyPI	pathspec	`1.1.1`	indirect
PyPI	pexpect	`4.9.0`	indirect
PyPI	pfzy	`0.3.4`	indirect
PyPI	pillow	`12.2.0`	indirect
PyPI	pillow	`12.3.0`	indirect
PyPI	platformdirs	`4.11.0`	indirect
PyPI	platformdirs	`4.11.2`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	polars	`1.43.2`	indirect
PyPI	polars-runtime-32	`1.43.2`	indirect
PyPI	pre-commit	`4.6.2`	indirect
PyPI	prompt-toolkit	`3.0.52`	indirect
PyPI	prompt-toolkit	`3.0.53`	indirect
PyPI	propcache	`0.3.0`	indirect
PyPI	propcache	`0.5.2`	indirect
PyPI	properdocs	`1.6.7`	indirect
PyPI	protobuf	`6.33.6`	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	`25.0.1`	indirect
PyPI	pycparser	`3.0`	indirect
PyPI	pydantic-core	`2.27.2`	indirect
PyPI	pydantic-core	`2.46.4`	indirect
PyPI	pydantic-settings	`2.15.0`	indirect
PyPI	pygments	`2.20.0`	indirect
PyPI	pyjwt	`2.13.0`	indirect
PyPI	pymdown-extensions	`11.0.1`	indirect
PyPI	pynacl	`1.6.2`	indirect
PyPI	pyproject-hooks	`1.2.0`	indirect
PyPI	pyroscope-io	`0.8.16`	indirect
PyPI	pytest	`9.1.1`	indirect
PyPI	pytest-asyncio	`1.4.0`	indirect
PyPI	pytest-mock	`3.15.1`	indirect
PyPI	pytest-xdist	`3.8.0`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-discovery	`1.5.1`	indirect
PyPI	python-dotenv	`1.0.1`	indirect
PyPI	python-dotenv	`1.2.2`	indirect
PyPI	python-multipart	`0.0.32`	indirect
PyPI	pytokens	`0.4.1`	indirect
PyPI	pytz	`2025.1`	indirect
PyPI	pytz	`2026.3.post1`	indirect
PyPI	pywin32	`312`	indirect
PyPI	pyyaml	`6.0.3`	indirect
PyPI	pyyaml-env-tag	`1.1`	indirect
PyPI	pyzmq	`27.1.0`	indirect
PyPI	redis	`8.1.0`	indirect
PyPI	referencing	`0.37.0`	indirect
PyPI	requests-toolbelt	`1.0.0`	indirect
PyPI	restrictedpython	`8.4`	indirect
PyPI	rich	`13.9.4`	indirect
PyPI	rpds-py	`0.30.0`	indirect
PyPI	rpds-py	`2026.6.3`	indirect
PyPI	rq	`2.10.0`	indirect
PyPI	ruff	`0.16.2`	indirect
PyPI	s3transfer	`0.19.2`	indirect
PyPI	setuptools	`—`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	sniffio	`1.3.1`	indirect
PyPI	soundfile	`0.14.0`	indirect
PyPI	soupsieve	`2.8.3`	indirect
PyPI	sqlalchemy	`2.0.39`	indirect
PyPI	sqlalchemy	`2.0.51`	indirect
PyPI	sse-starlette	`3.4.8`	indirect
PyPI	stack-data	`0.6.3`	indirect
PyPI	starlette	`1.6.0`	indirect
PyPI	tiktoken	`0.13.0`	indirect
PyPI	tiktoken	`0.9.0`	indirect
PyPI	tinycss2	`1.4.0`	indirect
PyPI	tokenizers	`0.21.1`	indirect
PyPI	tokenizers	`0.23.1`	indirect
PyPI	tomli	`2.4.1`	indirect
PyPI	tornado	`6.5.5`	indirect
PyPI	traitlets	`5.14.3`	indirect
PyPI	typeguard	`4.6.0`	indirect
PyPI	typing-extensions	`4.15.0`	indirect
PyPI	typing-extensions	`4.16.0`	indirect
PyPI	typing-inspection	`0.4.3`	indirect
PyPI	tzdata	`2025.2`	indirect
PyPI	tzdata	`2026.3`	indirect
PyPI	tzlocal	`5.4.4`	indirect
PyPI	ujson	`5.10.0`	indirect
PyPI	urllib3	`2.6.3`	indirect
PyPI	urllib3	`2.7.0`	indirect
PyPI	uuid-utils	`0.17.0`	indirect
PyPI	uvicorn	`0.52.1`	indirect
PyPI	uvloop	`0.22.1`	indirect
PyPI	validators	`0.35.0`	indirect
PyPI	virtualenv	`21.7.4`	indirect
PyPI	watchdog	`6.0.0`	indirect
PyPI	wcwidth	`0.6.0`	indirect
PyPI	wcwidth	`0.8.2`	indirect
PyPI	weaviate-client	`4.21.3`	indirect
PyPI	webencodings	`0.5.1`	indirect
PyPI	websockets	`15.0.1`	indirect
PyPI	wheel	`—`	indirect
PyPI	xxhash	`3.5.0`	indirect
PyPI	xxhash	`3.8.1`	indirect
PyPI	yarl	`1.18.3`	indirect
PyPI	yarl	`1.24.5`	indirect
PyPI	zipp	`3.21.0`	indirect
PyPI	zipp	`4.1.0`	indirect
PyPI	zstandard	`0.25.0`	indirect

Dependency advisories 1

Installing pypi:dspy@3.3.0 pulls in 56 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.

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Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.31.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — PyPI.

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