Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-08-28 05:18 UTC

AgentOps-AI / agentops

Python SDK for AI agent monitoring, LLM cost tracking, benchmarking, and more. Integrates with most LLMs and agent frameworks including CrewAI, Agno, OpenAI Agents SDK, Langchain, Autogen, AG2, and CamelAI

Python · TypeScriptMIT★ 5,801 stars⑂ 615 forkssince Aug 2023View on GitHub ↗
KindLibraryhow this is determined
#agent#agentops#ai#evals#evaluation-metrics#llm#anthropic#autogen#cost-estimation#crewai#groq#langchain#mistral#ollama#openai#agents-sdk#openai-agents

AgentOps-AI/agentops holds a health index of 80 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (95/100) and lowest on Security (21/100). It was last updated 63 days ago. 3 contributors account for most of its recent work.

80
overall / 100
Excellent

Software health index

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

80
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

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

The weighted overall 68 is calibrated to 80 on the published index scale (record calibration 2026-08-02).

Ownership

AgentOpsOrganization
495 followers28 public repossince Jul 2023

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIagentops0.4.21248,863105363 days ago

Metrics by category

Vitality

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

53Moderate · 21% of overall

Development activity

36Weak
How it's scored
18/36Push recency — last push 63 days ago
3.5/36Commit cadence — 5/52 weeks with commits
11.3/18Commit volume — 17 commits in the last year
0/10OpenSSF Scorecard: Maintained — no data
Inputs used
commits_last_year17
human_commit_share0.79
days_since_last_push63
active_weeks_last_year5

Release discipline

78Good
How it's scored
27/27Ships releases — 100 releases published
16.2/36Release recency — latest release 363 days ago
27/27Release cadence — a release every ~11.7 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tag0.4.21
releases_from_tagsno
days_since_latest_release363
mean_days_between_releases11.7

Community & Adoption

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

92Excellent · 17% of overall

Popularity & adoption

93Exceptional
How it's scored
60/60Stars — 5,801 stars
23.2/25Forks — 615 forks
9.4/15Watchers — 51 watchers
Inputs used
forks615
stars5,801
watchers51
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges8
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesshields.io
has_pull_request_templateyes

Ecosystem adoption (downloads)

90Excellent
How it's scored
71.9/80Monthly downloads — 248,863 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesagentops
dependents—
ecosystemspypi
total_downloads—
monthly_downloads248,863
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?

73Good · 23% of overall

Maintainer resilience (bus factor)

72Good
How it's scored
36/54Bus factor — 3 contributor(s) cover half of all commits
15.3/22.5Commit distribution — top contributor authored 32% of commits
13.5/13.5Contributor breadth — 47 contributors
0/10OpenSSF Scorecard: Contributors — no data
Inputs used
bus_factor3
contributors_sampled47
top_contributor_share0.319

Issue & PR responsiveness

65Good
How it's scored
31.8/42Issue resolution — 76% of issues closed
23.2/30PR acceptance — 653/843 decided PRs merged
0/13Newcomer PR acceptance — 0/1 first-time contributors' PRs merged in 30d
0/15OpenSSF Scorecard: Code-Review — no data
Inputs used
merged_prs653
open_issues108
closed_issues334
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d1
issue_closed_ratio0.756
closed_unmerged_prs190
first_time_authors_30d1
first_time_prs_merged_30d0
first_time_prs_decided_30d1

Ownership & stewardship

66Good
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
19.4/25Owner reach — 495 followers of AgentOps-AI
16.8/25Track record — 28 public repos, account ~3 yr old
Inputs used
followers495
owner_typeOrganization
is_verifiedno
owner_loginAgentOps-AI
public_repos28
account_age_days1,129

Package maintenance

91Excellent
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
26/35Publish recency — latest publish 363 days ago
20/20Version history — 105 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesagentops
ecosystemspypi
any_deprecatedno
min_days_since_publish363

Engineering Quality

Are baseline engineering and documentation practices in place?

95Exceptional · 19% of overall

Engineering practices

92Excellent
How it's scored
24/24CI workflows — 9 workflow(s)
24/24Tests present
16/16Linter config — .eslintrc.json, pyproject.toml ([tool.ruff], [tool.autopep8]), ruff.toml
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://agentops.ai
10/10Repository description
10/10Topics — 17 topics
10/10Wiki
Inputs used
topicsagent, agentops, ai, evals, evaluation-metrics, llm, anthropic, autogen, cost-estimation, crewai, groq, langchain, mistral, ollama, openai, agents-sdk, openai-agents
has_wikiyes
homepagehttps://agentops.ai
docs_sitehttps://agentops.ai
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

21At Risk · 16% of overall

Security posture

1Critical
How it's scored
0/30Security policy (SECURITY.md)
0/25Dependabot config
0/25Dependency lockfiles — published library — lockfiles are an application concern, not expected
0/20CodeQL workflow
Inputs used
sourcefile_signals
lockfilesbun.lockb, package-lock.json, uv.lock
manifestsapp/package.json, app/pyproject.toml, app/requirements-dev.txt, docs/package.json, pyproject.toml
has_codeql_workflowno
has_security_policyno
has_dependabot_configno
Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages33
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:agentops@0.4.21 runtime dependency closure — what installing the published package pulls in — 33 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.

80Excellent · 4% of overall

Agent context & guidance

55Moderate
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
15/15Machine-readable docs (llms.txt) — llms.txt present
40/40Legible commit history — 79 of 79 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_url—
legible_history_share1
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

91Excellent
How it's scored
18/18One-command bootstrap — app/api/justfile, app/justfile
22/22Automated tests
11/11Lint / format config — .eslintrc.json, pyproject.toml ([tool.ruff], [tool.autopep8]), ruff.toml
11/11Static type checking — app/dashboard/tsconfig.json, app/landing/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 22 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsyes
lockfilesbun.lockb, package-lock.json, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesapp/api/justfile, app/justfile
has_devcontainerno
has_linter_configyes
typecheck_configsapp/dashboard/tsconfig.json, app/landing/tsconfig.json
agent_commit_share0.22
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (app/dashboard/tsconfig.json, app/landing/tsconfig.json)
54.9/55Manageable file sizes — 1/887 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes86,538
source_files_sampled887
oversized_source_files1

Machine-readable interfaces

100Exceptional
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20MCP server
40/40Runnable examples — examples, notebooks
Inputs used
example_dirsexamples, notebooks
has_mcp_signalyes
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

5,801GitHub stars
47contributors
17commits, last 12 months
63days since last push
100releases
3bus factor
108open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'agentops-dev' from its registry
  • OpenSSF Scorecard did not return a usable result (killed by SIGKILL — most likely the container's memory limit); skipping Scorecard checks

More detail

Star and fork history 0 ★ / 615 ⇿
0Stars
615Forks
100Releases

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.

0125250375500625609312023-112025-032026-08
Major 0Minor 3Patch 77

Each point covers 3 days.

Direct dependencies 19
RegistryPackageVersion constraintManifest
PyPIrequests>=2.0.0,<3.0.0pyproject.toml
PyPIpsutil>=5.9.8,<7.0.1pyproject.toml
PyPItermcolor>=2.3.0,<2.5.0pyproject.toml
PyPIPyYAML>=5.3,<7.0pyproject.toml
PyPIpackaging>=21.0,<25.0pyproject.toml
PyPIhttpx>=0.24.0,<0.29.0pyproject.toml
PyPIaiohttp>=3.8.0,<4.0.0pyproject.toml
PyPIopentelemetry-sdk==1.29.0pyproject.toml
PyPIopentelemetry-sdk>1.29.0pyproject.toml
PyPIopentelemetry-api==1.29.0pyproject.toml
PyPIopentelemetry-api>1.29.0pyproject.toml
PyPIopentelemetry-exporter-otlp-proto-http==1.29.0pyproject.toml
PyPIopentelemetry-exporter-otlp-proto-http>1.29.0pyproject.toml
PyPIordered-set>=4.0.0,<5.0.0pyproject.toml
PyPIwrapt>=1.0.0,<2.0.0pyproject.toml
PyPIopentelemetry-instrumentation==0.50b0pyproject.toml
PyPIopentelemetry-instrumentation>=0.50b0pyproject.toml
PyPIopentelemetry-semantic-conventions==0.50b0pyproject.toml
PyPIopentelemetry-semantic-conventions>=0.50b0pyproject.toml
All dependencies 574

Full resolved dependency set from the GitHub dependency graph: 10 direct and 564 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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npmglob-parent5.1.2indirect
npmgopd1.0.1indirect
npmgraceful-fs4.2.11indirect
npmgray-matter4.0.3indirect
npmhas-flag4.0.0indirect
npmhas-property-descriptors1.0.2indirect
npmhas-proto1.0.3indirect
npmhas-symbols1.0.3indirect
npmhasown2.0.2indirect
npmhugeicons-react^0.3.0indirect
npmhusky^9.0.0indirect
npmiconv-lite0.4.24indirect
npmidb^7.1.1indirect
npmieee7541.2.1indirect
npminflight1.0.6indirect
npminherits2.0.4indirect
npminput-otp^1.4.2indirect
npminquirer9.2.20indirect
npminterpret1.4.0indirect
npmis-absolute-url4.0.1indirect
npmis-alphabetical2.0.1indirect
npmis-alphanumerical2.0.1indirect
npmis-arrayish0.3.2indirect
npmis-binary-path2.1.0indirect
npmis-buffer2.0.5indirect
npmis-core-module2.13.1indirect
npmis-decimal2.0.1indirect
npmis-docker2.2.1indirect
npmis-extendable0.1.1indirect
npmis-extglob2.1.1indirect
npmis-fullwidth-code-point3.0.0indirect
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npmis-hexadecimal2.0.1indirect
npmis-interactive1.0.0indirect
npmis-interactive2.0.0indirect
npmis-internet-available3.1.0indirect
npmis-number7.0.0indirect
npmis-plain-obj4.1.0indirect
npmis-plain-object5.0.0indirect
npmis-unicode-supported0.1.0indirect
npmis-unicode-supported1.3.0indirect
npmis-wsl2.2.0indirect
npmisomorphic-dompurify^2.24.0indirect
npmjest^29.7.0indirect
npmjs-yaml3.14.1indirect
npmjs-yaml4.1.0indirect
npmjson-edit-react^1.23.1indirect
npmjson-schema-traverse1.0.0indirect
npmjson5^2.2.3indirect
npmjsonfile6.1.0indirect
npmkatex0.16.10indirect
npmkind-of6.0.3indirect
npmkleur4.1.5indirect
npmlcm0.0.3indirect
npmlint-staged^15.0.0indirect
npmlodash4.17.21indirect
npmlodash^4.17.21indirect
npmlog-symbols4.1.0indirect
npmlog-symbols5.1.0indirect
npmlongest-streak3.1.0indirect
npmlucide-react^0.379.0indirect
npmlucide-react^0.501.0indirect
npmmarkdown-table3.0.3indirect
npmmdast-util-find-and-replace2.2.2indirect
npmmdast-util-from-markdown1.3.1indirect
npmmdast-util-frontmatter1.0.1indirect
npmmdast-util-gfm2.0.2indirect
npmmdast-util-gfm-autolink-literal1.0.3indirect
npmmdast-util-gfm-footnote1.0.2indirect
npmmdast-util-gfm-strikethrough1.0.3indirect
npmmdast-util-gfm-table1.0.7indirect
npmmdast-util-gfm-task-list-item1.0.2indirect
npmmdast-util-math2.0.2indirect
npmmdast-util-mdx2.0.1indirect
npmmdast-util-mdx-expression1.3.2indirect
npmmdast-util-mdx-jsx2.1.4indirect
npmmdast-util-mdxjs-esm1.3.1indirect
npmmdast-util-phrasing3.0.1indirect
npmmdast-util-to-markdown1.5.0indirect
npmmdast-util-to-string3.2.0indirect
npmmicromark3.2.0indirect
npmmicromark-core-commonmark1.1.0indirect
npmmicromark-extension-frontmatter1.1.1indirect
npmmicromark-extension-gfm2.0.3indirect
npmmicromark-extension-gfm-autolink-literal1.0.5indirect
npmmicromark-extension-gfm-footnote1.1.2indirect
npmmicromark-extension-gfm-strikethrough1.0.7indirect
npmmicromark-extension-gfm-table1.0.7indirect
npmmicromark-extension-gfm-tagfilter1.0.2indirect
npmmicromark-extension-gfm-task-list-item1.0.5indirect
npmmicromark-extension-math2.1.2indirect
npmmicromark-extension-mdx-expression1.0.8indirect
npmmicromark-extension-mdx-jsx1.0.5indirect
npmmicromark-extension-mdx-md1.0.1indirect
npmmicromark-extension-mdxjs1.0.1indirect
npmmicromark-extension-mdxjs-esm1.0.5indirect
npmmicromark-factory-destination1.1.0indirect
npmmicromark-factory-label1.1.0indirect
npmmicromark-factory-mdx-expression1.0.9indirect
npmmicromark-factory-space1.1.0indirect
npmmicromark-factory-title1.1.0indirect
npmmicromark-factory-whitespace1.1.0indirect
npmmicromark-util-character1.2.0indirect
npmmicromark-util-chunked1.1.0indirect
npmmicromark-util-classify-character1.1.0indirect
npmmicromark-util-combine-extensions1.1.0indirect
npmmicromark-util-decode-numeric-character-reference1.1.0indirect
npmmicromark-util-decode-string1.1.0indirect
npmmicromark-util-encode1.1.0indirect
npmmicromark-util-events-to-acorn1.2.3indirect
npmmicromark-util-html-tag-name1.2.0indirect
npmmicromark-util-normalize-identifier1.1.0indirect
npmmicromark-util-resolve-all1.1.0indirect
npmmicromark-util-sanitize-uri1.2.0indirect
npmmicromark-util-subtokenize1.1.0indirect
npmmicromark-util-symbol1.1.0indirect
npmmicromark-util-types1.1.0indirect
npmmime-db1.52.0indirect
npmmime-types2.1.35indirect
npmmimic-fn2.1.0indirect
npmminimatch3.1.2indirect
npmmintlify3.0.98indirect
npmmri1.2.0indirect
npmms2.1.2indirect
npmmute-stream1.0.0indirect
npmnext14.2.26indirect
npmnext15.2.3indirect
npmnext-themes^0.4.6indirect
npmnode-fetch2.7.0indirect
npmnormalize-path3.0.0indirect
npmnyc^17.1.0indirect
npmonce1.4.0indirect
npmonetime5.1.2indirect
npmopen8.4.2indirect
npmopenapi-types12.1.3indirect
npmora5.4.1indirect
npmora6.3.1indirect
npmos-tmpdir1.0.2indirect
npmparse-entities4.0.1indirect
npmpath-is-absolute1.0.1indirect
npmpath-parse1.0.7indirect
npmpicomatch2.3.1indirect
npmpostcss^8indirect
npmpostcss^8.4.23indirect
npmposthog-js1.130.2indirect
npmposthog-js^1.246.0indirect
npmposthog-node^4.17.2indirect
npmpreact10.21.0indirect
npmprettier^3.0.0indirect
npmprettier^3.2.5indirect
npmprettier-plugin-tailwindcss^0.5.0indirect
npmprettier-plugin-tailwindcss^0.5.13indirect
npmprettier-plugin-tailwindcss^0.5.14indirect
npmproxy-from-env1.1.0indirect
npmpunycode2.3.1indirect
npmreact^18indirect
npmreact^18.2.0indirect
npmreact-day-picker^8.10.0indirect
npmreact-dom^18indirect
npmreact-dom^18.2.0indirect
npmreact-hook-form^7.54.2indirect
npmreact-markdown^9.0.1indirect
npmreact-merge-refs^2.1.1indirect
npmreact-pivottable^0.11.0indirect
npmreact-resizable-panels^2.1.7indirect
npmreact-syntax-highlighter^15.5.0indirect
npmreact-syntax-highlighter^15.6.1indirect
npmreactflow^11.11.4indirect
npmreadable-stream3.6.2indirect
npmreaddirp3.6.0indirect
npmrecharts^2.15.1indirect
npmrechoir0.6.2indirect
npmremark14.0.3indirect
npmremark-frontmatter4.0.1indirect
npmremark-gfm3.0.1indirect
npmremark-gfm^4.0.1indirect
npmremark-math5.1.1indirect
npmremark-mdx2.3.0indirect
npmremark-parse10.0.2indirect
npmremark-stringify10.0.3indirect
npmrequire-directory2.1.1indirect
npmrequire-from-string2.0.2indirect
npmresolve1.22.8indirect
npmrestore-cursor3.1.0indirect
npmrestore-cursor4.0.0indirect
npmrun-async3.0.0indirect
npmrxjs7.8.1indirect
npmsade1.8.1indirect
npmsafe-buffer5.2.1indirect
npmsafer-buffer2.1.2indirect
npmsax1.3.0indirect
npmsection-matter1.0.0indirect
npmsemver7.6.2indirect
npmset-function-length1.2.2indirect
npmsharp0.33.3indirect
npmsharp^0.33.5indirect
npmshelljs0.8.5indirect
npmsignal-exit3.0.7indirect
npmsimple-swizzle0.2.2indirect
npmsprintf-js1.0.3indirect
npmstdin-discarder0.1.0indirect
npmstring-width4.2.3indirect
npmstring_decoder1.3.0indirect
npmstringify-entities4.0.4indirect
npmstrip-ansi6.0.1indirect
npmstrip-ansi7.1.0indirect
npmstrip-bom-string1.0.0indirect
npmstripe^17.7.0indirect
npmsupabase^1.63.1indirect
npmsupports-color7.2.0indirect
npmsupports-preserve-symlinks-flag1.0.0indirect
npmswr^2.3.3indirect
npmtailwind-merge^1.14.0indirect
npmtailwindcss^3.3.2indirect
npmtailwindcss^3.4.1indirect
npmtailwindcss-animate^1.0.7indirect
npmtmp0.0.33indirect
npmto-regex-range5.0.1indirect
npmtr460.0.3indirect
npmtrough2.2.0indirect
npmts-jest^29.1.1indirect
npmtslib2.6.2indirect
npmtype-fest0.21.3indirect
npmtypescript^5indirect
npmtypescript^5.3.0indirect
npmtypescript^5.4.5indirect
npmunified10.1.2indirect
npmunist-util-is5.2.1indirect
npmunist-util-position-from-estree1.1.2indirect
npmunist-util-remove-position4.0.2indirect
npmunist-util-stringify-position3.0.3indirect
npmunist-util-visit4.1.2indirect
npmunist-util-visit-parents5.1.3indirect
npmuniversal-user-agent6.0.1indirect
npmuniversalify2.0.1indirect
npmuri-js4.4.1indirect
npmutil-deprecate1.0.2indirect
npmuuid^11.1.0indirect
npmuvu0.5.6indirect
npmvaul^1.1.2indirect
npmvfile5.3.7indirect
npmvfile-message3.1.4indirect
npmwcwidth1.0.1indirect
npmwebidl-conversions3.0.1indirect
npmwhatwg-url5.0.0indirect
npmwrap-ansi6.2.0indirect
npmwrap-ansi7.0.0indirect
npmwrappy1.0.2indirect
npmxml2js0.6.2indirect
npmxmlbuilder11.0.1indirect
npmy18n5.0.8indirect
npmyargs17.7.2indirect
npmyargs-parser21.1.1indirect
npmzod3.23.8indirect
npmzod^3.24.2indirect
npmzod-to-json-schema3.23.0indirect
npmzwitch2.0.4indirect
PyPIag2—indirect
PyPIagentops—indirect
PyPIagno—indirect
PyPIanthropic—indirect
PyPIarxiv—indirect
PyPIautogen-agentchat0.6.1indirect
PyPIautogen-ext—indirect
PyPIboto3—indirect
PyPIclick—indirect
PyPIclickhouse-connect—indirect
PyPIclickhouse-driver—indirect
PyPIcrewai—indirect
PyPIcrewai-tools—indirect
PyPIdatasets—indirect
PyPIdeprecated—indirect
PyPIdocker—indirect
PyPIdotenv—indirect
PyPIduckduckgo-search—indirect
PyPIfastapi—indirect
PyPIgitpython—indirect
PyPIgoogle-adk—indirect
PyPIgoogle-genai—indirect
PyPIgoogle-genai1.16.1indirect
PyPIgoogle-generativeai—indirect
PyPIgooglesearch-python—indirect
PyPIgotrue—indirect
PyPIgreenlet—indirect
PyPIhaystack-ai—indirect
PyPIhttpcore—indirect
PyPIibm-watsonx-ai—indirect
PyPIjinja2—indirect
PyPIjockey—indirect
PyPIjsonschema—indirect
PyPIkubernetes—indirect
PyPIlangchain—indirect
PyPIlangchain-openai—indirect
PyPIlanggraph—indirect
PyPIlitellm—indirect
PyPIllama-index—indirect
PyPIllama-index-instrumentation-agentops—indirect
PyPIllama-index-llms-openai—indirect
PyPImarkdownify—indirect
PyPImem0ai—indirect
PyPInest-asyncio—indirect
PyPInest-asyncio1.6.0indirect
PyPIopenai—indirect
PyPIopenai1.12.0indirect
PyPIopenai-agents—indirect
PyPIopentelemetry-semantic-conventions-ai—indirect
PyPIpandas—indirect
PyPIpinecone—indirect
PyPIpsycopg—indirect
PyPIpsycopg-pool—indirect
PyPIpycountry—indirect
PyPIpydantic—indirect
PyPIpyjwt—indirect
PyPIpymarkdown0.1.4indirect
PyPIpymarkdownlnt0.9.30indirect
PyPIpymdown-extensions10.15indirect
PyPIpypdf—indirect
PyPIpython-dotenv—indirect
PyPIredis—indirect
PyPIruff0.11.2indirect
PyPIsentry-sdk—indirect
PyPIsmolagents—indirect
PyPIsqlalchemy—indirect
PyPIstripe—indirect
PyPIsupabase—indirect
PyPItavily-python—indirect
PyPItokencost—indirect
PyPIuvicorn—indirect
PyPIuvloop—indirect
PyPIwerkzeug—indirect
PyPIwikipedia-api—indirect
Dependency advisories 0

Installing pypi:agentops@0.4.21 pulls in 33 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

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