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OpenLLMetry

OpenTelemetry-based observability SDK for LLM applications — traces, metrics, and logs for any AI framework.

@ai-supply
Installs69k
⟳ upstream 0.62.1 · updated 29d ago
↗ Source repository
← More DevOps & InfraDevOps & Infra leaderboard →How we grade security →Source ↗
! Grade B · 75/100 · ReviewSecurity assessment
✓No compromise signals27capabilities surfaced1known CVE5of 20 OWASP controls clear
Broad capability surfacePotentially unbounded loopPrompt-injection phrasingLow-confidence secret match
scanned 17d ago·osv · gitleaks · opengrep · picklescan + heuristics·full breakdown in the Security tab ↓

OpenLLMetry

OpenLLMetry is an open-source observability SDK for LLM applications built on OpenTelemetry standards. Add one line of code to get automatic traces for LangChain, LlamaIndex, OpenAI, Anthropic, Bedrock, VertexAI, and 20+ other frameworks — without vendor lock-in.

Key Features

  • One-line instrumentation: Auto-trace any supported LLM framework without modifying application code
  • OpenTelemetry native: Sends standard OTLP traces to any backend (Jaeger, Grafana, Datadog, New Relic, Traceloop)
  • Prompt & completion capture: Records full prompts, completions, token counts, and model parameters
  • Vector DB tracing: Instruments Chroma, Qdrant, Pinecone, Weaviate, and Milvus calls
  • 20+ integrations: LangChain, LlamaIndex, Haystack, CrewAI, AutoGen, Transformers, and more
  • Privacy controls: Configurable suppression of prompt/completion content for sensitive environments

Quick Start

pip install opentelemetry-sdk traceloop-sdk
from traceloop.sdk import Traceloop

Traceloop.init(app_name="my-llm-app")

# All subsequent OpenAI / LangChain / etc. calls are now traced automatically
from openai import OpenAI
client = OpenAI()
response = client.chat.completions.create(
    model="gpt-4o",
    messages=[{"role": "user", "content": "Hello!"}]
)

Add to ai-supply

npx ai-supply add openllmetry-llm-observability

Curated mirror of the open-source OpenLLMetry (Apache-2.0). Get it from the source.

Rating rank
#1
of 23 in DevOps & Infra
Install rank
#15
of 23 in DevOps & Infra
Security score
75/100 · B
review
Security rank
#15
of 23 in DevOps & Infra
Installs
69k
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! Security: Review · 7575/100 · grade Bscanned 17d ago
✓ no compromise signals28 risk-surface · 10/20 OWASP controls flagged

Compromise signals — malicious or tampered code (leaked secrets, backdoors, a dropped executable) — reduce the score, and known dependency CVEs carry a bounded penalty (they warrant review but never QUARANTINE — update the dependency to clear). Other dangerous-by-capability traits are risk surface, expected for some capabilities. Every finding is mapped to its OWASP control below.

What this capability can do · med confidence (static)
⚑ network⚑ secrets
egress → opentelemetry.io, www.contributor-covenant.org, traceloop.com, www.traceloop.com, img.shields.io, pepy.tech, static.pepy.tech, www.ycombinator.com +32
auth: beareropentelemetry.iowww.contributor-covenant.orggithub.comtraceloop.comwww.traceloop.comraw.githubusercontent.comimg.shields.iopepy.techscope: instrumentation.scope: sm.scope

Findings mapped to the OWASP Top 10 for LLM Applications (2025) and the OWASP Machine Learning Security Top 10. Expand any flagged control for the exact findings — compromise reduces the score; expected/risk-surface do not, except a known CVE, which carries a small bounded penalty (high/critical → Review).

OWASP Top 10 for LLM Applications
⚠LLM03Supply Chaincritical
Vulnerable/compromised dependencies, models or archives in the artifact.
•Dependency manifest — 2 npm dependencies declared · traceloop-openllmetry-93429cf/package.jsonrisk surface
•Vulnerable dependencies — 972 known vulnerabilities in: axios@1.13.2, brace-expansion@2.0.2, follow-redirects@1.15.9, form-data@4.0.4, js-yaml@3.14.2, lodash@4.17.23, minimatch@10.1.1, minimatch@10.1.2 (CWE-1395)known CVE · -25 pts
⚠LLM01Prompt Injectionhigh
Adversarial instructions embedded in an artifact that hijack a downstream LLM.
•Prompt-injection phrasing — instruction-subversion language detected · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-openai/tests/traces/cassettes/test_azure/test_chat.yaml (CWE-77)risk surface
⚠LLM02Sensitive Information Disclosurehigh
Secrets, credentials or PII shipped inside the artifact.
•Embedded credentials — found: AWS access key id · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-anthropic/tests/cassettes/test_bedrock_with_raw_response/test_async_anthropic_bedrock_beta_with_raw_response.yaml (CWE-798)expected
•Low-confidence secret match — possible: JWT · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-watsonx/tests/metrics/cassettes/test_watsonx_metrics/test_generate_metrics.yaml (CWE-798)risk surface
⚠LLM05Improper Output Handlinghigh
Code that pipes model/user output into shell, eval, SQL or paths unsafely.
•Suspicious code patterns — destructive rm -rf / · traceloop-openllmetry-93429cf/.github/workflows/ci.yml (CWE-78)expected
•Suspicious code patterns — dynamic code execution · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-langchain/tests/test_batch_metadata.py (CWE-95)expected
•Suspicious code patterns — OS command execution · traceloop-openllmetry-93429cf/packages/sample-app/sample_app/mcp_dev_assistant_server.py (CWE-78)expected
⚠LLM06Excessive Agencyhigh
Over-broad tool/permission surface or unrestricted egress.
•Broad capability surface — 3 high-impact capability categories referenced — verify least-privilege · traceloop-openllmetry-93429cf/.github/workflows/ci.yml (CWE-272)risk surface
•External endpoints declared — 1 distinct host(s) · traceloop-openllmetry-93429cf/.gitignoreexpected
•External endpoints declared — 2 distinct host(s) · traceloop-openllmetry-93429cf/CODE_OF_CONDUCT.mdexpected
•External endpoints declared — 44 distinct host(s) · traceloop-openllmetry-93429cf/README.mdexpected
•External endpoints declared — 5 distinct host(s) · traceloop-openllmetry-93429cf/package-lock.jsonexpected
•External endpoints declared — 3 distinct host(s) · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-alephalpha/README.mdexpected
•External endpoints declared — 6 distinct host(s) · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_agents/test_agents.yamlexpected
•External endpoints declared — 8 distinct host(s) · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_agents/test_agents_with_events_with_content.yamlexpected
•Egress to a private/loopback host — 10.41.11.21 · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_llms/test_custom_llm.yaml (CWE-918)expected
•Egress to a private/loopback host — 127.0.0.1 · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-ollama/tests/cassettes/test_chat/test_ollama_async_chat_legacy.yaml (CWE-918)expected
•External endpoints declared — 4 distinct host(s) · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-pinecone/tests/cassettes/test_query/test_pinecone_retrieval.yamlexpected
•External endpoints declared — 11 distinct host(s) · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-replicate/tests/cassettes/test_image_generation/test_replicate_image_generation_legacy.yamlexpected
•Egress to a private/loopback host — [::] · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-weaviate/tests/cassettes/test_weaviate_instrumentation/test_weaviate_create_batch.yaml (CWE-918)expected
•External endpoints declared — 33 distinct host(s) · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-weaviate/tests/cassettes/test_weaviate_instrumentation_v3/test_weaviate_create_batch.yamlexpected
⚠LLM07System Prompt Leakagehigh
Secrets, internal hosts or proprietary logic exposed in shipped prompts.
•Embedded credentials — found: AWS access key id · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-anthropic/tests/cassettes/test_bedrock_with_raw_response/test_async_anthropic_bedrock_beta_with_raw_response.yaml (CWE-798)expected
•Internal host / private infrastructure reference — shipped content references a private IP range or internal-only host · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_llms/test_custom_llm.yaml (CWE-200)expected
•Low-confidence secret match — possible: JWT · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-watsonx/tests/metrics/cassettes/test_watsonx_metrics/test_generate_metrics.yaml (CWE-798)risk surface
⚠LLM10Unbounded Consumptionmedium
Unbounded loops/recursion causing DoS or runaway cost.
Enforced at runtime by the gateway (rate limits + spend caps + size caps); static check flags unbounded loops.
•Potentially unbounded loop — an infinite loop (while True / while(1) / for(;;)) may cause runaway consumption · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-bedrock/tests/test_semconv_compliance.py (CWE-835)risk surface
§LLM09MisinformationGovernance
Artifacts designed to produce false/deceptive output.
Detectable only by runtime behavioral evaluation; addressed via responsible-use attestation.
✓LLM04Data and Model PoisoningPassed
Backdoors/poisoning in training data or serialized models.
Behavioral poisoning needs model execution; static check covers unsafe serialization + dataset skew only.
✓LLM08Vector and Embedding WeaknessesPassed
PII or plaintext source leakage in embedding/vector exports.
Embedding inversion/poisoning is largely runtime; static check covers PII in vector exports.
OWASP Machine Learning Security Top 10
⚠ML06AI Supply Chaincritical
Compromised PyPI/npm packages, typosquats, unsafe serialized models.
•Dependency manifest — 2 npm dependencies declared · traceloop-openllmetry-93429cf/package.jsonrisk surface
•Vulnerable dependencies — 972 known vulnerabilities in: axios@1.13.2, brace-expansion@2.0.2, follow-redirects@1.15.9, form-data@4.0.4, js-yaml@3.14.2, lodash@4.17.23, minimatch@10.1.1, minimatch@10.1.2 (CWE-1395)known CVE · -25 pts
⚠ML02Data Poisoninghigh
Poisoned training datasets with triggers or anomalous distributions.
Static check covers trigger phrasing, PII and label skew; full poisoning detection is runtime.
•Prompt-injection phrasing — instruction-subversion language detected · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-openai/tests/traces/cassettes/test_azure/test_chat.yaml (CWE-77)risk surface
⚠ML09Output Integrityhigh
Middleware tampering with model outputs in transit.
Gateway enforces TLS + response integrity; static check flags output-rewriting code.
•Suspicious code patterns — destructive rm -rf / · traceloop-openllmetry-93429cf/.github/workflows/ci.yml (CWE-78)expected
•Suspicious code patterns — dynamic code execution · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-langchain/tests/test_batch_metadata.py (CWE-95)expected
•Suspicious code patterns — OS command execution · traceloop-openllmetry-93429cf/packages/sample-app/sample_app/mcp_dev_assistant_server.py (CWE-78)expected
§ML01Input Manipulation (Adversarial)Governance
Models vulnerable to adversarial perturbations.
Requires runtime robustness evaluation; addressed via publisher robustness attestation.
§ML03Model InversionGovernance
Training data reconstructable from a model's outputs.
Runtime/evaluation property; addressed via model-card data-provenance + DP attestation.
§ML04Membership InferenceGovernance
Determining whether a record was in the training set.
Runtime/evaluation property; addressed via overfitting disclosure + DP attestation.
§ML08Model SkewingGovernance
Models trained on skewed data producing biased output.
Requires fairness evaluation; addressed via model-card bias/limitations disclosure.
✓ML05Model TheftPassed
Unlicensed re-distribution / license-incompatible derivatives.
Static check verifies license declaration; extraction throttling is runtime.
✓ML07Transfer Learning AttackPassed
Backdoored base models / LoRA adapters propagating to derivatives.
Backdoor detection needs behavioral probing; static check covers unsafe serialization + provenance.
✓ML10Model Poisoning (Weights)Passed
Tampered model weight files; integrity must be verifiable.
Static check enforces safe formats + records a content hash for downstream verification.
Other findings (10) · hygiene / uncategorized
•Unrecognized file type — '.gitignore' is not on the allowlist · traceloop-openllmetry-93429cf/.gitignorerisk surface
•Unrecognized file type — '.?' is not on the allowlist · traceloop-openllmetry-93429cf/LICENSErisk surface
•Suspicious network references — suspicious TLD (101 URLs) · traceloop-openllmetry-93429cf/README.mdexpected
•Unrecognized file type — '.python-version' is not on the allowlist · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-alephalpha/.python-versionrisk surface
•Unrecognized file type — '.ini' is not on the allowlist · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-alephalpha/pytest.inirisk surface
•Suspicious network references — raw IP URL (2 URLs) · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-langchain/tests/cassettes/test_llms/test_custom_llm.yamlexpected
•Suspicious network references — raw IP URL (1 URLs) · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-ollama/tests/cassettes/test_chat/test_ollama_async_chat_legacy.yamlexpected
•Suspicious network references — suspicious TLD (1 URLs) · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-together/tests/cassettes/test_chat/test_together_chat_legacy.yamlexpected
•Suspicious network references — suspicious TLD (2 URLs) · traceloop-openllmetry-93429cf/packages/opentelemetry-instrumentation-together/tests/cassettes/test_completion/test_together_completion_legacy.yamlexpected
•Unrecognized file type — '.jsonl' is not on the allowlist · traceloop-openllmetry-93429cf/packages/sample-app/data/scifact/scifact_claims.jsonlrisk surface
✔ verified source · pinned traceloop-openllmetry-93429cf
Check against a policy

The same gate an agent runs before installing (POST /api/v1/trust/openllmetry-llm-observability/check). Click a policy:

Consume OpenLLMetry programmatically. Authenticate with an API key or session — see Authorize an agent.

# Agents: CHECK BEFORE YOU INSTALL (no auth) — score, grade, level, capability manifest
curl https://ai-supply.store/api/v1/trust/openllmetry-llm-observability

# Gate against your org policy (returns { pass, violations })
curl -X POST https://ai-supply.store/api/v1/trust/openllmetry-llm-observability/check \
  -H "Content-Type: application/json" \
  -d '{"minGrade":"B","denyPermissions":["shell"],"denyUnknownEgress":true}'

# CLI
npx ai-supply add openllmetry-llm-observability

# REST (install → download)
curl -X POST https://ai-supply.store/api/v1/listings/openllmetry-llm-observability/install \
  -H "Authorization: Bearer $AIM_KEY"

# MCP tool
install_listing({ "slug": "openllmetry-llm-observability" })
OpenAPI spec →
vlatest
! Security: Review · 751mo ago

Curated mirror — latest upstream source. See the repository for tagged releases.

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