vllora
Debug your AI agents
No outside reports on file
Use vllora only for debugging non-production agents with non-sensitive data, and review what information gets logged or displayed during debugging sessions.
Based on public adoption and transparency signals as of Oct 27, 2026. Our opinion, not a code audit or security guarantee.
What it can access
- Local filesNo local folder access notedLOW
- Command executionNo shell command runner notedLOW
- Network reachConnects to outside service APINOTED
- CredentialsRequires API key or tokenREVIEW
- Package sourceGitHub (vllora/vllora)PUBLIC
Inferred from this listing’s public package details and description. Check the project’s source before installing.
Install
No npm or PyPI package is listed. Install from source: github.com/vllora/vllora ↗
Everything known
We found nothing about this project in the sources we read (last checked 2026-10-30). That does not mean it has no problems.
0 incidents · 0 advisories · 0 news articles · 0 community threads · checked 2026-10-30
Popularity grade: C (from public signals such as stars and downloads, not a code review). Graded 2026-10-27.
Sources we read: OSV, GitHub Advisory Database, CISA Known Exploited Vulnerabilities, 44 security news feeds and our incident library. Last checked 2026-10-30.
About Vllora
Vllora appears to be a tool for debugging AI agents, though specific technical details are limited from available information. It is hosted as an open-source project on GitHub and has accumulated 810 stars from developers interested in AI agent troubleshooting.
Who it’s for
Developers building or testing AI agents who need debugging capabilities. Teams working with language models who want to inspect how their agents behave and make decisions.
Alternatives
- Langchain Debug Tools: Built-in debugging for Langchain-based agents
- LLM logging frameworks: Standard tools like Python logging with agent wrappers
- Cloud provider agent debugging: AWS Bedrock, Google Vertex AI, or Azure OpenAI debugging features
Setup
Check these steps against the project’s own instructions before running anything.
Follow the project's README for installation and configuration instructions, as the specific setup method depends on how vllora is packaged and distributed.
Why this grade
Signal-based grade (3/7 points): well starred on GitHub, public source code. This reflects adoption and transparency, not a code review.
Popularity and upkeep
- GitHub stars
- 810
- Listing last refreshed
- 2026-10-29
These are public popularity signals, not a maintenance check. Look at the repository’s commit history and open issues.
Risks to watch for
- GitHub access: The tool connects to GitHub repositories, giving it potential access to your code and commit history if misconfigured
- Agent data exposure: Debugging AI agents may expose prompts, responses, or sensitive information the agents handle
- Third-party dependencies: Unknown dependencies could carry security vulnerabilities or unexpected behaviors
- Malicious debug outputs: Compromised or crafted agent responses could contain hidden instructions that trick the debugger into unsafe actions
- Credential leakage: Debug tools sometimes accidentally log or display API keys, tokens, or other credentials in output
How to lower the risk
Least-privilege permissions
- Run the debugger with minimal file system and network access
- Isolate it from production credentials and secrets
Network isolation
- Use only on internal networks if possible
- Do not expose debugging endpoints to the public internet
Monitoring
- Log all debug sessions and review them regularly
- Watch for unusual agent outputs or unexpected data leaks
Red flags to watch for
- Debug output containing API keys or authentication tokens
- Unexpected file access or network requests during debugging
- Agents behaving differently when being debugged (possible tampering)
Questions
How do I install Vllora?
Vllora does not publish a standalone npm or PyPI package. Clone or follow the setup instructions in its source repository at github.com/vllora/vllora.
Are there security reports about Vllora?
No reports found for this package in our research (last checked 2026-10-30). Vllora currently holds Grade C (Moderate risk signals) based on public adoption and transparency signals. Key risk areas to watch include github access, agent data exposure, third-party dependencies.
Is Vllora actively maintained?
Vllora has 810 GitHub stars. Our directory data was last refreshed on 2026-10-29. Check recent commit activity, release tags, and open issues at github.com/vllora/vllora before pinning it in production.
What are alternatives to Vllora?
Notable alternatives to Vllora include Langchain Debug Tools (Built-in debugging for Langchain-based agents), LLM logging frameworks (Standard tools like Python logging with agent wrappers), Cloud provider agent debugging (AWS Bedrock, Google Vertex AI, or Azure OpenAI debugging features). You can also compare Vllora side by side with other MCP servers in the Related tools section on this page.
README badge and team notes
Maintain or use Vllora? Show its live grade in your GitHub README, docs site, or run a check from the terminal before you install.
GitHub README Markdown:
[](https://agentarmorhq.com/skills/vllora-vllora)HTML embed:
<a href="https://agentarmorhq.com/skills/vllora-vllora"><img src="https://agentarmorhq.com/api/badge/vllora-vllora" alt="AgentArmorHQ Risk Grade for Vllora" height="20" /></a>Terminal check:
curl -fsSL https://agentarmorhq.com/api/cli | node --input-type=module - check "vllora-vllora"Share with your security lead
Need sign-off to use vllora? Copy this note for Slack, a ticket or a pull request.
### AgentArmorHQ Security Review Memo: vllora
- **Listing URL:** https://agentarmorhq.com/skills/vllora-vllora
- **Type:** App connector
- **Risk Grade:** Grade C (Moderate risk signals)
- **Outside Security Advisories on File:** 0
- **Public Adoption:** 810 GitHub stars
#### Permission & Blast-Radius Signals
- **Local files:** No local folder access noted
- **Command execution:** No shell command runner noted
- **Network reach:** Connects to outside service API
- **Credentials:** Requires API key or token
- **Package source:** GitHub (vllora/vllora)
#### Recommended Hardened Setup
- **Source Repo:** https://github.com/vllora/vllora
- **Controls:** Pin an exact version in `.mcp.json`, scope access to a single workspace folder, and use a least-privilege read-only token where supported.
_Based on public adoption and transparency signals as of Oct 27, 2026. Our opinion, not a code audit or security guarantee._Key facts
- Type
- App connector
- Publisher
- vllora
- Source code
- github.com/vllora/vllora
- Est. context load
- ~500 tokens / turn (~3 tool schemas, 0.25% of 200k context)
- Popularity
- 810 GitHub stars
- Last updated
- 2026-10-29
- Last graded
- 2026-10-27
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