What are the main security issues people have reported with GitHub Copilot when used across a remote software engineering team?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the main security issues people have reported with GitHub Copilot when used across a remote software engineering team?
3 real searches · 1 real-search pass
GitHub Copilot security risks reported research insecure code suggestions prompt injection data leakage enterprise teams 2025 2026Google ↗
OBSERVEDConsequence
GitHub Copilot trust center data privacy code snippets retention enterprise security prompt injection documentationGoogle ↗
OBSERVEDInstruction
GitHub Copilot vulnerability study insecure code generated security research empirical studyGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
GitHub Copilot security risks reported research insecure code suggestions prompt injection data leakage enterprise teams 2025 2026 Google ↗
GitHub Copilot trust center data privacy code snippets retention enterprise security prompt injection documentation Google ↗
GitHub Copilot vulnerability study insecure code generated security research empirical study Google ↗
- Asleep at the Keyboard? Assessing the Security of GitHub Copilot’s Code Contributions · doi.org
- Security Weaknesses of Copilot-Generated Code in GitHub Projects: An Empirical Study | ACM Transactions on Software Engineering and Methodology · doi.org
- Application card: GitHub Copilot Agents · docs.github.com
- Application card: GitHub Copilot inline suggestions · docs.github.com
- Copilot Custom Agent Hook Remote Code Execution Vulnerability · Advisory · microsoft/vscode · github.com
- Risks and mitigations for GitHub Copilot cloud agent · docs.github.com
- GitHub’s Copilot Code Review: Can AI Spot Security Flaws Before You Commit? · proceedings.mlr.press
- Content exclusion for GitHub Copilot · docs.github.com
- Content exclusion for GitHub Copilot · docs.github.com
- Comment and Control: GitHub AI Agents as Credential Exfiltrators · labs.cloudsecurityalliance.org
- Comment and Control: GitHub AI Agents as Credential Exfiltrators · labs.cloudsecurityalliance.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
GitHub Copilot security risks reported research insecure code suggestions prompt injection data leakage enterprise teams 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
GitHub Copilot trust center data privacy code snippets retention enterprise security prompt injection documentation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
GitHub Copilot vulnerability study insecure code generated security research empirical study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |