Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-08-27 14:52 UTC

traceloop / openllmetry

Open-source observability for your GenAI or LLM application, based on OpenTelemetry

PythonApache-2.0★ 7,402 stars⑂ 1,060 forkssince Sep 2023View on GitHub ↗
KindPluginhow this is determined
#llmops#observability#open-telemetry#metrics#monitoring#opentelemetry#datascience#ml#model-monitoring#opentelemetry-python#python#good-first-issue#help-wanted#artifical-intelligence#generative-ai#good-first-issues#llm#open-source

traceloop/openllmetry holds a health index of 94 out of 100, placing it in the Exceptional band. It scores highest on Community & Adoption (94/100) and lowest on Sustainability & Governance (72/100). It was last updated 17 days ago. 2 contributors account for most of its recent work.

94
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.

94
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 81 is calibrated to 94 on the published index scale (record calibration 2026-08-02).

Ownership

traceloop from ServiceNowOrganization · verified domain
221 followers24 public repossince Feb 2023

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIopentelemetry-instrumentation-mcp0.62.34,936,2817817 days ago
PyPIopentelemetry-instrumentation-agno0.62.31,853,1944017 days ago
PyPIopentelemetry-instrumentation-groq0.62.3-12917 days ago
PyPIopentelemetry-instrumentation-marqo0.62.3-14917 days ago
PyPIopentelemetry-instrumentation-cohere0.62.35,074,83726517 days ago
PyPIopentelemetry-instrumentation-crewai0.62.35,132,90610117 days ago
PyPIopentelemetry-instrumentation-milvus0.62.35,622,61915717 days ago
PyPIopentelemetry-instrumentation-ollama0.62.34,967,31215617 days ago

Metrics by category

Vitality

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

90Excellent · 21% of overall

Development activity

83Excellent
How it's scored
28.8/36Push recency — last push 17 days ago
26.3/36Commit cadence — 38/52 weeks with commits
18/18Commit volume — 233 commits in the last year
10/10OpenSSF Scorecard: Maintained — 19 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year233
human_commit_share0.64
days_since_last_push17
active_weeks_last_year38

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 17 days ago
27/27Release cadence — a release every ~13.3 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tag0.62.3
releases_from_tagsno
days_since_latest_release17
mean_days_between_releases13.3
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?

94Exceptional · 17% of overall

Popularity & adoption

92Excellent
How it's scored
60/60Stars — 7,402 stars
25/25Forks — 1,060 forks
7/15Watchers — 19 watchers
Inputs used
forks1,060
stars7,402
watchers19
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 (Apache-2.0)
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_servicesgithub.com, shields.io
has_pull_request_templateyes

Ecosystem adoption (downloads)

100Exceptional
How it's scored
80/80Monthly downloads — 27,587,149 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesopentelemetry-instrumentation-mcp, opentelemetry-instrumentation-agno, opentelemetry-instrumentation-groq, opentelemetry-instrumentation-marqo, opentelemetry-instrumentation-cohere, opentelemetry-instrumentation-crewai, opentelemetry-instrumentation-milvus, opentelemetry-instrumentation-ollama
dependents—
ecosystemspypi
total_downloads—
monthly_downloads27,587,149
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?

72Good · 23% of overall

Maintainer resilience (bus factor)

61Moderate
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
12/22.5Commit distribution — top contributor authored 47% of commits
13.5/13.5Contributor breadth — 98 contributors
10/10OpenSSF Scorecard: Contributors — project has 15 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled98
top_contributor_share0.468

Issue & PR responsiveness

50Moderate
How it's scored
29.4/42Issue resolution — 70% of issues closed
8.8/30PR acceptance — 1,017/3,472 decided PRs merged
0/13Newcomer PR acceptance — 0/4 first-time contributors' PRs merged in 30d
12/15OpenSSF Scorecard: Code-Review — Found 25/30 approved changesets -- score normalized to 8
Inputs used
merged_prs1,017
open_issues118
closed_issues276
prs_merged_7d0
prs_decided_7d0
prs_merged_30d2
prs_decided_30d6
issue_closed_ratio0.701
closed_unmerged_prs2,455
first_time_authors_30d4
first_time_prs_merged_30d0
first_time_prs_decided_30d4

Ownership & stewardship

84Excellent
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
16.9/25Owner reach — 221 followers of traceloop
17.2/25Track record — 24 public repos, account ~3 yr old
Inputs used
followers221
owner_typeOrganization
is_verifiedyes
owner_logintraceloop
public_repos24
account_age_days1,289

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 8 package(s) on pypi
35/35Publish recency — latest publish 17 days ago
20/20Version history — 265 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesopentelemetry-instrumentation-mcp, opentelemetry-instrumentation-agno, opentelemetry-instrumentation-groq, opentelemetry-instrumentation-marqo, opentelemetry-instrumentation-cohere, opentelemetry-instrumentation-crewai, opentelemetry-instrumentation-milvus, opentelemetry-instrumentation-ollama
ecosystemspypi
any_deprecatedno
min_days_since_publish17

Engineering Quality

Are baseline engineering and documentation practices in place?

76Good · 19% of overall

Engineering practices

84Excellent
How it's scored
24/24CI workflows — 2 workflow(s)
24/24Tests present
16/16Linter config — packages/opentelemetry-instrumentation-agno/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-alephalpha/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-anthropic/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-bedrock/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-chromadb/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-cohere/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-crewai/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-google-generativeai/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-groq/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-haystack/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-lancedb/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-langchain/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-litellm/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-llamaindex/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-marqo/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-mcp/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-milvus/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-mistralai/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-ollama/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-openai-agents/pyproject.toml ([tool.ruff])
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 25 out of 25 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

65Good
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://www.traceloop.com/openllmetry
10/10Repository description
10/10Topics — 18 topics
0/10Wiki
Inputs used
topicsllmops, observability, open-telemetry, metrics, monitoring, opentelemetry, datascience, ml, model-monitoring, opentelemetry-python, python, good-first-issue, help-wanted, artifical-intelligence, generative-ai, good-first-issues, llm, open-source
has_wikino
homepagehttps://www.traceloop.com/openllmetry
docs_sitehttps://www.traceloop.com/openllmetry
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

74Good · 16% of overall

Security posture

67Good
How it's scored
6.8/7.5Binary-Artifacts — binaries present in source code
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 25 out of 25 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
6/7.5Code-Review — Found 25/30 approved changesets -- score normalized to 8
2.5/2.5Contributors — project has 15 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 19 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
1/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 265 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6.7
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages8
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:opentelemetry-instrumentation-mcp@0.62.3 runtime dependency closure — what installing the published package pulls in — 8 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.

77Good · 4% of overall

Agent context & guidance

100Exceptional
How it's scored
45/45Agent instructions — CLAUDE.md
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://docs.crewai.com/llms.txt)
40/40Legible commit history — 59 of 64 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://docs.crewai.com/llms.txt
legible_history_share0.922
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes2,838

Verify loop (build / test / typecheck)

74Good
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — packages/opentelemetry-instrumentation-agno/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-alephalpha/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-anthropic/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-bedrock/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-chromadb/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-cohere/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-crewai/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-google-generativeai/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-groq/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-haystack/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-lancedb/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-langchain/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-litellm/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-llamaindex/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-marqo/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-mcp/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-milvus/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-mistralai/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-ollama/pyproject.toml ([tool.ruff]), packages/opentelemetry-instrumentation-openai-agents/pyproject.toml ([tool.ruff])
11/11Static type checking — packages/traceloop-sdk/traceloop/sdk/py.typed
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 8 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 15 of the last 100 commits are automated dependency updates
2/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, uv.lock
has_dockerfileno
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configspackages/traceloop-sdk/traceloop/sdk/py.typed
agent_commit_share0.08
toolchain_manifests—
dependency_bot_commit_share0.15

Code legibility for models

81Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (packages/traceloop-sdk/traceloop/sdk/py.typed)
54.4/55Manageable file sizes — 7/691 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes185,817
source_files_sampled691
oversized_source_files7

Machine-readable interfaces

33At Risk
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20MCP server
0/40Runnable examples
Inputs used
example_dirs—
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

7,402GitHub stars
98contributors
233commits, last 12 months
17days since last push
100releases
2bus factor
118open issues
npmpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • pypi download statistics for 'opentelemetry-instrumentation-groq' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • pypi download statistics for 'opentelemetry-instrumentation-marqo' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced

More detail

Star and fork history 0 ★ / 1,060 ⇿
0Stars
1,060Forks
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.

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

02004006008001,0001,2001,0601482024-022025-052026-08
Major 0Minor 25Patch 75

Each point covers 3 days.

OpenSSF Scorecard 6.7 / 10
6.7aggregate

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 · 2026-08-27 14:51 UTC

9Binary-Artifactsbinaries present in source code
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests25 out of 25 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
8Code-ReviewFound 25/30 approved changesets -- score normalized to 8
10Contributorsproject has 15 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained19 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
2Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 2
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities265 existing vulnerabilities detected
Direct dependencies 81
RegistryPackageVersion constraintManifest
PyPIopentelemetry-api>=1.28.0,<2packages/opentelemetry-instrumentation-agno/pyproject.toml
PyPIopentelemetry-instrumentation>=0.59b0packages/opentelemetry-instrumentation-agno/pyproject.toml
PyPIopentelemetry-semantic-conventions-ai>=0.5.1,<0.6.0packages/opentelemetry-instrumentation-agno/pyproject.toml
PyPIopentelemetry-semantic-conventions>=0.63b1packages/opentelemetry-instrumentation-agno/pyproject.toml
PyPIopentelemetry-api>=1.38.0,<2packages/opentelemetry-instrumentation-alephalpha/pyproject.toml
PyPIopentelemetry-instrumentation>=0.59b0packages/opentelemetry-instrumentation-alephalpha/pyproject.toml
PyPIopentelemetry-semantic-conventions-ai>=0.5.1,<0.6.0packages/opentelemetry-instrumentation-alephalpha/pyproject.toml
PyPIopentelemetry-semantic-conventions>=0.63b1packages/opentelemetry-instrumentation-alephalpha/pyproject.toml
PyPIopentelemetry-api>=1.38.0,<2packages/opentelemetry-instrumentation-anthropic/pyproject.toml
PyPIopentelemetry-instrumentation>=0.59b0packages/opentelemetry-instrumentation-anthropic/pyproject.toml
PyPIopentelemetry-semantic-conventions-ai>=0.5.1,<0.6.0packages/opentelemetry-instrumentation-anthropic/pyproject.toml
PyPIopentelemetry-semantic-conventions>=0.63b1packages/opentelemetry-instrumentation-anthropic/pyproject.toml
PyPIopentelemetry-api>=1.38.0,<2packages/opentelemetry-instrumentation-bedrock/pyproject.toml
PyPIopentelemetry-instrumentation>=0.59b0packages/opentelemetry-instrumentation-bedrock/pyproject.toml
PyPIopentelemetry-semantic-conventions-ai>=0.5.1,<0.6.0packages/opentelemetry-instrumentation-bedrock/pyproject.toml
PyPIopentelemetry-semantic-conventions>=0.63b1packages/opentelemetry-instrumentation-bedrock/pyproject.toml
PyPIopentelemetry-api>=1.38.0,<2packages/opentelemetry-instrumentation-chromadb/pyproject.toml
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PyPIopentelemetry-semantic-conventions>=0.63b1packages/opentelemetry-instrumentation-chromadb/pyproject.toml
PyPIopentelemetry-api>=1.38.0,<2packages/opentelemetry-instrumentation-cohere/pyproject.toml
PyPIopentelemetry-instrumentation>=0.59b0packages/opentelemetry-instrumentation-cohere/pyproject.toml
PyPIopentelemetry-semantic-conventions-ai>=0.5.1,<0.6.0packages/opentelemetry-instrumentation-cohere/pyproject.toml
PyPIopentelemetry-semantic-conventions>=0.63b1packages/opentelemetry-instrumentation-cohere/pyproject.toml
PyPIopentelemetry-api>=1.38.0,<2packages/opentelemetry-instrumentation-crewai/pyproject.toml
PyPIopentelemetry-instrumentation>=0.59b0packages/opentelemetry-instrumentation-crewai/pyproject.toml
PyPIopentelemetry-semantic-conventions-ai>=0.5.1,<0.6.0packages/opentelemetry-instrumentation-crewai/pyproject.toml
PyPIopentelemetry-semantic-conventions>=0.63b1packages/opentelemetry-instrumentation-crewai/pyproject.toml
PyPIopentelemetry-api>=1.38.0,<2packages/opentelemetry-instrumentation-google-generativeai/pyproject.toml
PyPIopentelemetry-instrumentation>=0.59b0packages/opentelemetry-instrumentation-google-generativeai/pyproject.toml
PyPIopentelemetry-semantic-conventions-ai>=0.5.1,<0.6.0packages/opentelemetry-instrumentation-google-generativeai/pyproject.toml
PyPIopentelemetry-semantic-conventions>=0.63b1packages/opentelemetry-instrumentation-google-generativeai/pyproject.toml
PyPIopentelemetry-api>=1.38.0,<2packages/opentelemetry-instrumentation-groq/pyproject.toml
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PyPIopentelemetry-api>=1.38.0,<2packages/opentelemetry-instrumentation-haystack/pyproject.toml
PyPIopentelemetry-instrumentation>=0.59b0packages/opentelemetry-instrumentation-haystack/pyproject.toml
PyPIopentelemetry-semantic-conventions-ai>=0.5.1,<0.6.0packages/opentelemetry-instrumentation-haystack/pyproject.toml
PyPIopentelemetry-semantic-conventions>=0.63b1packages/opentelemetry-instrumentation-haystack/pyproject.toml
PyPIopentelemetry-api>=1.38.0,<2packages/opentelemetry-instrumentation-lancedb/pyproject.toml
PyPIopentelemetry-instrumentation>=0.59b0packages/opentelemetry-instrumentation-lancedb/pyproject.toml
PyPIopentelemetry-semantic-conventions-ai>=0.5.1,<0.6.0packages/opentelemetry-instrumentation-lancedb/pyproject.toml
PyPIopentelemetry-semantic-conventions>=0.63b1packages/opentelemetry-instrumentation-lancedb/pyproject.toml
PyPIopentelemetry-api>=1.38.0,<2packages/opentelemetry-instrumentation-langchain/pyproject.toml
PyPIopentelemetry-instrumentation>=0.59b0packages/opentelemetry-instrumentation-langchain/pyproject.toml
PyPIopentelemetry-semantic-conventions-ai>=0.5.1,<0.6.0packages/opentelemetry-instrumentation-langchain/pyproject.toml
PyPIopentelemetry-semantic-conventions>=0.63b1packages/opentelemetry-instrumentation-langchain/pyproject.toml
PyPIopentelemetry-api>=1.38.0,<2packages/opentelemetry-instrumentation-litellm/pyproject.toml
PyPIopentelemetry-instrumentation>=0.59b0packages/opentelemetry-instrumentation-litellm/pyproject.toml
PyPIopentelemetry-semantic-conventions-ai>=0.5.1,<0.6.0packages/opentelemetry-instrumentation-litellm/pyproject.toml
PyPIopentelemetry-semantic-conventions>=0.63b1packages/opentelemetry-instrumentation-litellm/pyproject.toml
PyPIinflection>=0.5.1,<0.6.0packages/opentelemetry-instrumentation-llamaindex/pyproject.toml
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PyPIopentelemetry-semantic-conventions>=0.63b1packages/opentelemetry-instrumentation-ollama/pyproject.toml
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PyPIopentelemetry-semantic-conventions>=0.63b1packages/opentelemetry-instrumentation-openai-agents/pyproject.toml
All dependencies 1,284

Full resolved dependency set from the GitHub dependency graph: 22 direct and 1,262 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIattrs25.4.0indirect
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PyPIpropcache0.4.1indirect
PyPIpropcache0.5.2indirect
PyPIproto-plus1.24.0indirect
PyPIproto-plus1.27.0indirect
PyPIprotobuf4.25.3indirect
PyPIprotobuf5.27.2indirect
PyPIprotobuf5.29.3indirect
PyPIprotobuf5.29.5indirect
PyPIprotobuf5.29.6indirect
PyPIprotobuf6.33.5indirect
PyPIprotobuf6.33.6indirect
PyPIpsutil7.2.2indirect
PyPIpy-key-value-aio0.3.0indirect
PyPIpy-key-value-shared0.3.0indirect
PyPIpyarrow18.1.0indirect
PyPIpyarrow22.0.0indirect
PyPIpyarrow23.0.0indirect
PyPIpyasn10.6.0indirect
PyPIpyasn10.6.1indirect
PyPIpyasn10.6.2indirect
PyPIpyasn10.6.3indirect
PyPIpyasn1-modules0.4.0indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpybase641.4.3indirect
PyPIpycares5.0.1indirect
PyPIpycodestyle2.11.1indirect
PyPIpycodestyle2.12.1indirect
PyPIpycodestyle2.14.0indirect
PyPIpycparser2.23indirect
PyPIpycparser3.0indirect
PyPIpydantic2.10.5indirect
PyPIpydantic2.11.10indirect
PyPIpydantic2.11.7indirect
PyPIpydantic2.12.5indirect
PyPIpydantic2.13.4indirect
PyPIpydantic2.8.2indirect
PyPIpydantic-core2.20.1indirect
PyPIpydantic-core2.27.2indirect
PyPIpydantic-core2.33.2indirect
PyPIpydantic-core2.41.5indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-settings2.12.0indirect
PyPIpydantic-settings2.13.1indirect
PyPIpydantic-settings2.6.0indirect
PyPIpydantic-settings2.9.1indirect
PyPIpydocket0.16.6indirect
PyPIpyflakes3.2.0indirect
PyPIpygments2.18.0indirect
PyPIpygments2.19.2indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.10.1indirect
PyPIpyjwt2.11.0indirect
PyPIpyjwt2.12.1indirect
PyPIpymilvus2.6.6indirect
PyPIpyparsing3.3.2indirect
PyPIpypdf6.10.2indirect
PyPIpypdf6.7.4indirect
PyPIpypdfium25.6.0indirect
PyPIpyperclip1.11.0indirect
PyPIpypika0.48.9indirect
PyPIpypika0.50.0indirect
PyPIpypika0.51.1indirect
PyPIpyproject-hooks1.1.0indirect
PyPIpyproject-hooks1.2.0indirect
PyPIpyreadline33.4.1indirect
PyPIpyreadline33.5.4indirect
PyPIpyrfc33392.1.0indirect
PyPIpytest8.2.2indirect
PyPIpytest8.3.2indirect
PyPIpytest8.3.3indirect
PyPIpytest8.3.4indirect
PyPIpytest8.3.5indirect
PyPIpytest8.4.1indirect
PyPIpytest8.4.2indirect
PyPIpytest9.0.2indirect
PyPIpytest9.0.3indirect
PyPIpytest9.1.1indirect
PyPIpytest-asyncio0.23.8indirect
PyPIpytest-asyncio0.24.0indirect
PyPIpytest-asyncio0.26.0indirect
PyPIpytest-asyncio1.2.0indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpytest-cov4.1.0indirect
PyPIpytest-html4.1.1indirect
PyPIpytest-metadata3.1.1indirect
PyPIpytest-recording0.13.2indirect
PyPIpytest-recording0.13.4indirect
PyPIpytest-sugar1.0.0indirect
PyPIpytest-sugar1.1.1indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-dotenv1.0.1indirect
PyPIpython-dotenv1.1.0indirect
PyPIpython-dotenv1.1.1indirect
PyPIpython-dotenv1.2.1indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-json-logger4.0.0indirect
PyPIpython-liquid2.1.0indirect
PyPIpython-multipart0.0.20indirect
PyPIpython-multipart0.0.22indirect
PyPIpytokens0.3.0indirect
PyPIpytokens0.4.1indirect
PyPIpytz2024.1indirect
PyPIpytz2024.2indirect
PyPIpytz2025.2indirect
PyPIpywin32306indirect
PyPIpywin32311indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIpyyaml6.0.1indirect
PyPIpyyaml6.0.2indirect
PyPIpyyaml6.0.3indirect
PyPIqdrant-client1.10.1indirect
PyPIqdrant-client1.11.3indirect
PyPIredis7.1.0indirect
PyPIreferencing0.36.2indirect
PyPIreferencing0.37.0indirect
PyPIregex2024.11.6indirect
PyPIregex2024.9.11indirect
PyPIregex2026.1.15indirect
PyPIregex2026.3.32indirect
PyPIregex2026.5.9indirect
PyPIreplicate0.22.0indirect
PyPIreplicate0.26.1indirect
PyPIrequests2.32.3indirect
PyPIrequests2.32.4indirect
PyPIrequests2.32.5indirect
PyPIrequests2.33.0indirect
PyPIrequests2.34.2indirect
PyPIrequests-oauthlib2.0.0indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrfc3339-validator0.1.4indirect
PyPIrich13.7.1indirect
PyPIrich14.1.0indirect
PyPIrich14.2.0indirect
PyPIrich14.3.1indirect
PyPIrich14.3.3indirect
PyPIrich15.0.0indirect
PyPIrich-rst1.3.2indirect
PyPIrpds-py0.27.1indirect
PyPIrpds-py0.30.0indirect
PyPIrpds-py2026.5.1indirect
PyPIrsa4.9indirect
PyPIrsa4.9.1indirect
PyPIruff0.14.11indirect
PyPIruff0.14.14indirect
PyPIruff0.15.11indirect
PyPIruff0.15.19indirect
PyPIruff0.15.3indirect
PyPIruff0.15.4indirect
PyPIruff0.15.8indirect
PyPIs3transfer0.10.2indirect
PyPIs3transfer0.11.1indirect
PyPIs3transfer0.11.3indirect
PyPIs3transfer0.16.0indirect
PyPIsafetensors0.5.2indirect
PyPIsafetensors0.5.3indirect
PyPIsafetensors0.7.0indirect
PyPIsample-app0.0.1indirect
PyPIscikit-learn1.6.1indirect
PyPIscikit-learn1.7.2indirect
PyPIscikit-learn1.8.0indirect
PyPIscipy1.13.1indirect
PyPIscipy1.15.3indirect
PyPIscipy1.17.0indirect
PyPIsecretstorage3.5.0indirect
PyPIsemver3.0.4indirect
PyPIsentence-transformers3.3.1indirect
PyPIsentence-transformers5.2.2indirect
PyPIsetuptools71.0.3indirect
PyPIsetuptools75.8.0indirect
PyPIsetuptools80.10.2indirect
PyPIsetuptools80.9.0indirect
PyPIshapely2.0.5indirect
PyPIshellingham1.5.4indirect
PyPIsix1.16.0indirect
PyPIsix1.17.0indirect
PyPIsmmap5.0.2indirect
PyPIsniffio1.3.1indirect
PyPIsocksio1.0.0indirect
PyPIsortedcontainers2.4.0indirect
PyPIsoupsieve2.8.1indirect
PyPIsoupsieve2.8.3indirect
PyPIsqlalchemy2.0.36indirect
PyPIsqlalchemy2.0.37indirect
PyPIsqlalchemy2.0.45indirect
PyPIsqlalchemy2.0.46indirect
PyPIsse-starlette2.2.1indirect
PyPIsse-starlette3.1.2indirect
PyPIsse-starlette3.2.0indirect
PyPIsse-starlette3.3.4indirect
PyPIstarlette0.40.0indirect
PyPIstarlette0.46.2indirect
PyPIstarlette0.50.0indirect
PyPIstarlette0.51.0indirect
PyPIstarlette1.0.0indirect
PyPIstriprtf0.0.26indirect
PyPIsympy1.13.0indirect
PyPIsympy1.14.0indirect
PyPItabulate0.9.0indirect
PyPItenacity8.5.0indirect
PyPItenacity9.0.0indirect
PyPItenacity9.1.2indirect
PyPItenacity9.1.4indirect
PyPItermcolor2.4.0indirect
PyPItermcolor2.5.0indirect
PyPItermcolor3.0.1indirect
PyPItermcolor3.1.0indirect
PyPItermcolor3.3.0indirect
PyPItext-generation0.7.0indirect
PyPIthreadpoolctl3.5.0indirect
PyPIthreadpoolctl3.6.0indirect
PyPItiktoken0.12.0indirect
PyPItiktoken0.13.0indirect
PyPItiktoken0.8.0indirect
PyPItogether1.5.29indirect
PyPItokenizers0.19.1indirect
PyPItokenizers0.20.3indirect
PyPItokenizers0.21.0indirect
PyPItokenizers0.21.1indirect
PyPItokenizers0.21.2indirect
PyPItokenizers0.22.2indirect
PyPItokenizers0.23.1indirect
PyPItoml0.10.2indirect
PyPItomli2.0.1indirect
PyPItomli2.0.2indirect
PyPItomli2.2.1indirect
PyPItomli2.4.0indirect
PyPItomli2.4.1indirect
PyPItomli-w1.2.0indirect
PyPItorch2.10.0indirect
PyPItorch2.7.0indirect
PyPItqdm4.66.4indirect
PyPItqdm4.66.6indirect
PyPItqdm4.67.1indirect
PyPItqdm4.67.2indirect
PyPItqdm4.67.3indirect
PyPItqdm4.68.3indirect
PyPItraceloop-sdk0.62.1indirect
PyPItransformers4.51.3indirect
PyPItransformers4.53.0indirect
PyPItransformers4.57.6indirect
PyPItriton3.3.0indirect
PyPItriton3.6.0indirect
PyPItyper0.12.3indirect
PyPItyper0.19.2indirect
PyPItyper0.21.1indirect
PyPItyper0.24.1indirect
PyPItyper0.25.1indirect
PyPItyper-slim0.21.1indirect
PyPItypes-colorama0.4.15.20250801indirect
PyPItypes-pytz2024.1.0.20240417indirect
PyPItypes-pytz2025.2.0.20251108indirect
PyPItypes-pyyaml6.0.12.20250915indirect
PyPItypes-requests2.31.0.6indirect
PyPItypes-requests2.32.0.20241016indirect
PyPItypes-requests2.32.4.20250913indirect
PyPItypes-requests2.32.4.20260107indirect
PyPItypes-urllib31.26.25.14indirect
PyPItyping-extensions4.12.2indirect
PyPItyping-extensions4.13.2indirect
PyPItyping-extensions4.14.0indirect
PyPItyping-extensions4.14.1indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspect0.9.0indirect
PyPItyping-inspection0.4.0indirect
PyPItyping-inspection0.4.1indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2024.1indirect
PyPItzdata2024.2indirect
PyPItzdata2025.2indirect
PyPItzdata2025.3indirect
PyPIuritemplate4.2.0indirect
PyPIurllib31.26.19indirect
PyPIurllib31.26.20indirect
PyPIurllib32.2.2indirect
PyPIurllib32.2.3indirect
PyPIurllib32.3.0indirect
PyPIurllib32.4.0indirect
PyPIurllib32.5.0indirect
PyPIurllib32.6.3indirect
PyPIurllib32.7.0indirect
PyPIuuid-utils0.13.0indirect
PyPIuuid-utils0.14.0indirect
PyPIuv0.11.2indirect
PyPIuvicorn0.30.1indirect
PyPIuvicorn0.34.2indirect
PyPIuvicorn0.40.0indirect
PyPIuvicorn0.42.0indirect
PyPIuvloop0.19.0indirect
PyPIuvloop0.22.1indirect
PyPIvalidators0.35.0indirect
PyPIvcrpy6.0.1indirect
PyPIvcrpy6.0.2indirect
PyPIvcrpy7.0.0indirect
PyPIvcrpy8.1.1indirect
PyPIvcrpy8.2.1indirect
PyPIvirtualenv20.36.1indirect
PyPIvoyageai0.3.7indirect
PyPIwatchdog3.0.0indirect
PyPIwatchfiles0.22.0indirect
PyPIwatchfiles1.1.1indirect
PyPIweaviate-client3.26.7indirect
PyPIwebsocket-client1.8.0indirect
PyPIwebsocket-client1.9.0indirect
PyPIwebsockets12.0indirect
PyPIwebsockets15.0.1indirect
PyPIwebsockets16.0indirect
PyPIwerkzeug3.1.1indirect
PyPIwrapt1.16.0indirect
PyPIwrapt1.17.2indirect
PyPIwrapt1.17.3indirect
PyPIwrapt2.2.2indirect
PyPIwriter1.28.0indirect
PyPIwriter-sdk2.2.1indirect
PyPIwriter-sdk2.4.0indirect
PyPIxxhash3.5.0indirect
PyPIxxhash3.6.0indirect
PyPIyarl1.16.0indirect
PyPIyarl1.18.3indirect
PyPIyarl1.20.0indirect
PyPIyarl1.20.1indirect
PyPIyarl1.22.0indirect
PyPIyarl1.23.0indirect
PyPIyarl1.24.2indirect
PyPIyarl1.9.4indirect
PyPIzipp3.19.2indirect
PyPIzipp3.20.2indirect
PyPIzipp3.21.0indirect
PyPIzipp3.23.0indirect
PyPIzipp4.1.0indirect
PyPIzstandard0.25.0indirect
Dependency advisories 0

Installing pypi:opentelemetry-instrumentation-mcp@0.62.3 pulls in 8 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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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 v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

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