AgentOps

Python SDK for AI agent monitoring, LLM cost tracking, benchmarking, and more. Integrates with most LLMs and agent frame

Observability & Evaluation Python Grade C Listed MIT
Compare → Suggest correction
Listing state
Listed
HVTrust
61.5/100 · Grade C
Evidence coverage
Grade A · 4/5 signals
Last push
2026-06-25 · 16d ago
Recent change
Provider Removed

Is AgentOps safe? AgentOps scores 61.5/100 (Grade C), ranked #152 of 328 tracked open-source AI agent projects, on evidence coverage A (4 of 5 independent signal types). The public evidence: no package-provenance attestation found; OSSF Scorecard rates its supply-chain practices 3.5/10; 100% of recent commits are signed; last pushed 2026-06-25. Every point is earned from checkable signals — never paid placement. How scoring works →

Quick Trust Read

Verdict
Promising trust profile, but some evidence still deserves review.
61.5/100 · Grade C
Strongest Signal
Adoption
15.5/20
Weakest Signal
Safety / Integrity
9.4/25
What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
2026-07-04
Provider Removed
Runtime surface shrank — no longer detected: E2B
2026-06-25
Activity Resumed
Activity resumed
2026-06-25
Rank Moved
Rank rose 41 spots (#221 → #180)
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 3.5/10. Tighten the weakest checks to improve public safety evidence.
Publish provenance Add package provenance or release attestations so users can verify where shipped artifacts came from.
62.1
Activity Score · out of 100
61.5
HVTrust Score · out of 100
#152
Global Rank · of 328
#12

How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption. Grade C reflects the trust score band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Evidence coverage A is separate — it grades how many independent signal types back the score (4 of 5), so a high score on thin evidence stays visible. Full methodology →

Signals refreshed 2026-07-11 04:00 UTC · Repo last pushed 16 days ago

Rank Trend

2026-07-05 2026-07-11

Activity & Reach

Stars
5.7k
Forks
604
Last Push
2026-06-25
16 days ago
Commits (4 wk)
1
Downloads (7d)
70,168
pypi
HN mentions (30d)
48
Open Issues
112
Rank Change
=
was #152

Analysis

HVTrust Dimensions

61.5 / 100 · 100.0% confidence
Safety / IntegrityOSSF, provenance, signatures
9.4 / 25
Identity / ProvenanceListing and build link
10.8 / 18
TransparencyLicense and public checks
11.5 / 17
MaintenanceFreshness and commits
12.1 / 20
AdoptionStars and downloads
15.5 / 20

Activity Inputs

62.1 / 100
StarsRepository reach
22.5 / 30
FreshnessLast push recency
22.8 / 25
ActivityRecent commits
3.8 / 25
CommunityFork signal
12.9 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
3.5 / 10
OpenSSF Scorecard · scanned Jun 22, 2026 (refresh pending)
Signed Commits
100%
of last 100 commits verified
Binary-Artifacts 10
Branch-Protection 5
CI-Tests 1
CII-Best-Practices 0
Code-Review 1
Contributors 10
Dangerous-Workflow -1
Dependency-Update-Tool 0
Fuzzing 0
License 10
Maintained 0
Packaging -1
Pinned-Dependencies -1
SAST 0
Security-Policy 0
Signed-Releases -1
Token-Permissions -1
Vulnerabilities 10

Is AgentOps safe?

AgentOps has a mixed signal profile. Some trust indicators are present, others are missing. Whether it is safe for your use case depends on which gaps matter to you — review the breakdown below before adopting in production.
Does AgentOps publish package provenance?
No published build provenance is currently detected for AgentOps. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does AgentOps have an OpenSSF Scorecard?
AgentOps has an OpenSSF Scorecard score of 3.5/10. The Scorecard checks for branch protection, signed releases, dependency updates, fuzzing, code review, and other supply-chain hygiene items. See the full check breakdown on this page.
Is AgentOps actively maintained?
Maintained. Last push was 16 days ago.
What license does AgentOps use?
AgentOps ships under MIT. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are AgentOps's commits signed?
100% of the last 100 commits to AgentOps are verified-signed (GPG, SSH, S/MIME, or GitHub's signing flow). Signed commits help confirm that code was authored by who the commit claims.

Not a safety endorsement. HVTracker describes what public signals show, not whether a project is safe for your use case. Run your own security review before adopting in production.

Ranked neighbours in Observability & Evaluation

AI agent surface

Scored in HVTrust

These runtime-trust fields — detected from public repo docs and manifests — contribute a bounded adjustment to this project's HVTrust score alongside supply-chain evidence. The exact values each field can add or subtract are documented in the methodology → Compare this surface across every listed agent in the capability matrix →

MCP Server Support
medium confidence
Declared
MCP support appears present, but direct server implementation is less certain.
Detailed evidence is not shown in the public view.
External Service Dependencies
high confidence
2 detected
Public provider/service dependencies detected.
Credential signal: API keys or service config markers documented.
Tool / Plugin Surface
medium confidence
Declared
Declared plugin/integration surface detected.
Detailed evidence is not shown in the public view.
Package Provenance Drift
high confidence
Match
Published package metadata matches the tracked repo
Detailed evidence is not shown in the public view.
  • MCP signal live
  • External deps live
  • Tool / plugin surface live
  • Package provenance drift live
How this surface has changed

Detected changes to AgentOps's runtime surface and supply-chain posture, from daily public-signal snapshots. A change here means our detectors see something different — a genuinely changed capability, or better evidence of an existing one.

2026-07-04
Provider Removed
Runtime surface shrank — no longer detected: E2B
2026-06-25
Activity Resumed
Activity resumed
2026-06-17
Activity Went Stale
No commits for 90 days
2026-06-05
Tool Surface Changed
Detected tool/plugin surface changed: none → declared
2026-06-05
Provider Added
Runtime surface grew — new detected provider dependencies: Anthropic, E2B, OpenAI
2026-06-05
Mcp Status Changed
Detected MCP server support changed: none → declared

Maintain AgentOps?

HVTrust scores AgentOps from public signals only — we never contact maintainers first. If a signal is wrong, stale, or missing (provenance you publish, a Scorecard you run, signed releases), tell us and we'll review it. Corrections are public and tracked on GitHub.

Reputation Timeline

Rank 8HVTrust 4MCP 1Surface 1Surface 1Stale 1Grade 1Scorecard 1Score 1Fresh 1Surface 1
2026-07-04
Provider Removed
Runtime surface shrank — no longer detected: E2B
2026-06-25
Activity Resumed
Activity resumed
2026-06-25
Rank Moved
Rank rose 41 spots (#221 → #180)
2026-06-25
HVTrust Changed
HVTrust up 7.1pts (52.7 → 59.8)
2026-06-25
Activity Score Changed
Activity score up 17pts (47 → 64)
2026-06-24
Rank Moved
Rank dropped 27 spots (#194 → #221)
2026-06-23
Rank Moved
Rank dropped 13 spots (#181 → #194)
2026-06-22
Scorecard Added
OSSF Scorecard: 3.5/10
2026-06-22
Grade Changed
Trust grade D → C
2026-06-22
Rank Moved
Rank rose 55 spots (#236 → #181)
2026-06-22
HVTrust Changed
HVTrust up 18.8pts (34.1 → 52.9)
2026-06-21
Rank Moved
Rank dropped 15 spots (#221 → #236)
2026-06-17
Activity Went Stale
No commits for 90 days
2026-06-05
Tool Surface Changed
Detected tool/plugin surface changed: none → declared
2026-06-05
Provider Added
Runtime surface grew — new detected provider dependencies: Anthropic, E2B, OpenAI
2026-06-05
Mcp Status Changed
Detected MCP server support changed: none → declared
2026-06-02
Rank Moved
Rank dropped 18 spots (#168 → #186)
2026-06-01
Rank Moved
Rank dropped 20 spots (#148 → #168)
2026-05-29
HVTrust Changed
HVTrust up 7.5pts (24.8 → 32.3)
2026-05-27
HVTrust Changed
HVTrust down 13.1pts (47.1 → 34.0)
2026-05-25
Rank Moved
Rank dropped 58 spots (#79 → #137)

Embed Badge Badge guide for maintainers →

HVTrust 61.5 Grade C
Markdown:
[![HVTrust](https://hvtracker.net/badge/agentops.svg)](https://hvtracker.net/agents/agentops)
HTML:
<a href="https://hvtracker.net/agents/agentops"><img src="https://hvtracker.net/badge/agentops.svg" alt="HVTrust"></a>

Other agents in Observability & Evaluation

Data sources
GitHub REST API (repo, commits, stars, forks, license) · PyPI / pypistats (downloads, provenance) · OpenSSF Scorecard CLI · Algolia HN Search API
Each agent's signals refresh once daily across 6 staggered batches. Methodology v4.2 · Raw JSON