PR Analysis

Catch risks before they merge

Every pull request, reviewed against your architectural threat model. Findings, fixes, and the context to ship them.

Reviews every PR Actionable fixes No false-positive noise
oplane-botBotcommented 10 hours ago

Oplane Security Review

Oplane identified security requirements relevant to this PR and checked the implementation against them, finding that 3 requirements need attention. Push changes to rerun the review, update a status with a justification if needed, or review the generated threat model.

RequirementSeverityAction
Prompt Injection Mitigation for Scope Discovery PromptsOPLANE_REQ-00074550HighPrompt·Claude·Cursor
Protection of AWS Account IDs and Model ARNs in Local ConfigurationOPLANE_REQ-00074219LowPrompt·Claude·Cursor
Concurrency Control for Bedrock API Judge Calls in compare.pyOPLANE_REQ-00074220MediumPrompt·Claude·Cursor
Environment Variable Allowlist Enforcement for Child Subprocesses in Eval HarnessOPLANE_REQ-00074218High
Model Selection Integrity for Phase Routing in run_ctm_agentOPLANE_REQ-00074551High
Not implementedPartially implementedAccepted riskImplementedOut of scope
Change comments settings · Need implementation advice? Use Oplane MCP with your agent
The problem

Security reviews can't keep up with shipping speed

Code merges daily. Manual security reviews happen quarterly at best. The gap between what ships and what gets reviewed keeps growing.

Review coverage gapLast 90 days
Merges
Reviews
PRs mergedSecurity reviews
How it works

Security review on every PR, automatically

Three steps. Every pull request gets the same rigorous security review: no bottlenecks, no waiting.

1
Step 1

Reads the diff

Oplane analyses every changed file against the existing threat model. Trust boundaries, data flows, new endpoints. All mapped.

diffthreat modelboundaries
2
Step 2

Surfaces findings

Only flags what matters. Each finding ties back to a specific architectural risk with severity and context.

HighReflected XSS in error response
MedMissing rate limit on validation
3
Step 3

Proposes the fix

Every finding includes a specific, code-level fix. Apply it in one click or adapt it to your codebase.

- error: `Invalid: ${code}`
+ error: `Invalid: ${sanitize(code)}`
Benefits

Pre-merge, not post-incident

Every PR gets the same structured security review. No more ad hoc processes or hoping someone remembers to check.

  1. 01

    Catch issues before they reach main

    Every PR is reviewed against the threat model before merge — not after deploy, not in the next quarterly audit.

  2. 02

    Fewer false positives, less noise

    Findings are scoped to the change in front of you, with the architectural context to know what actually matters.

  3. 03

    Structured review per PR, not ad hoc

    The same checks run on every change. No more relying on the one engineer who remembers to look at auth code.

  4. 04

    Maps findings back to the threat model

    Each finding is linked to the architectural threat it affects, so reviewers see the system-level impact, not just the line.

  5. 05

    Track security posture over time

    Trend lines per repo and per team turn PR-level findings into a posture you can present to a board or auditor.

  6. 06

    AI-assisted remediation with clear guidance

    When a fix is mechanical, Oplane proposes the patch. When it isn’t, it explains the trade-offs in plain language.

Shift left

Secure by design, not patched after the fact

Most security tools find problems after they ship. PR Analysis catches them as they're being introduced, when the developer still has full context and the cost to fix is at its lowest.

Cost to fixrelative
PRPre-merge
MergedIn main
StagedPre-release
In prodPost-incident
Integrations

In the workflow you already use

GitHub
GitLab
More to come

Catch the next risk before it merges

Connect a repo. Open a PR. See Oplane reviewing alongside your team in minutes.

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