winfunc
Autonomous AI security agents that audit codebases, prove exploitability, and ship patch PRs.
winfunc earns its keep if you need verified exploitability and automated patches, not just a list of CVEs. The PoC-for-every-finding approach cuts through the noise that plagues traditional SAST. But the pricing is gated behind a demo and per-scope quotes, so smaller teams may find it heavy for a quick check. For teams that want zero-false-positive results and autofix PRs, winfunc is a serious upgrade over typical SAST tools. If you just need a low-cost scan without exploit verification, consider lighter alternatives like Semgrep or Snyk.
Verified 6d ago · liveness 81/100 · cite: rightaichoice.com/tools/winfunc
- Security teams needing verified, exploitable vulnerabilities without false-positive noise
- DevSecOps teams that want automated patches delivered as ready-to-merge PRs
- Engineering teams at fintech, healthcare, and SaaS companies with high stakes
- Developers using AI editors like Cursor who want in-IDE security scanning
- Teams looking for a quick, low-cost scan without exploit verification
- Organizations that cannot share code with an external AI agent (air-gapped needs Enterprise)
- Developers who prefer lightweight tools and manual security processes
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- Honest verdict, not marketing
- Real pros & cons from real users
- Attributed quotes with receipts
3 free scans · no card needed
Skip winfunc if you only need a quick, low-cost vulnerability scan without exploit verification, or if you cannot share your code with an external AI agent and are not on the Enterprise plan that supports self-hosting.
Deep scan pricing is not transparent and requires a demo call to get a quote, so you can't estimate costs upfront.
winfunc's pricing is flexible but opaque: you can start with a one-time $500 surface scan, or buy credits as needed, but deeper scans and recurring plans require a demo. For smaller teams, a one-time scan is accessible; for continuous coverage, the recurring plan is comparable to other enterprise AppSec tools like Snyk or Veracode, but with a less transparent pricing model.
In short
winfunc — Autonomous AI security agents that audit codebases, prove exploitability, and ship patch PRs. Best for Security teams needing verified, exploitable vulnerabilities without false-positive noise, DevSecOps teams that want automated patches delivered as ready-to-merge PRs, Engineering teams at fintech, healthcare, and SaaS companies with high stakes. Free to start; paid plans from $500/mo.
What's new in winfunc
Checked 6 days agoAcross the latest 4 updates: 3 feature updates and 1 launch.
N-Day-Bench
Launched a public monthly benchmark measuring LLM vulnerability discovery across 1,000+ advisories, using a Curator, Finder, and Judge agent framework.
CI Integration & PR Security
Introduced native pipeline integration for GitHub Actions, GitLab CI, Jenkins, with diff-based PR scanning, blocking gates, SARIF output, and inline comments.
Enterprise Controls
Added SSO/SAML, role-based access management, self-hosted deployment option, and repository-level access controls.
Secrets Detection
Added high-precision detection of API keys, tokens, passwords, and certificates in code, config files, and env vars.
What people actually say about winfunc — is it worth it?
We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.
21 mentions across 2 sources (Hacker News, YouTube) · researched Aug 12, 2026.
- +Generates executable PoCs for every finding, verifying exploitability.
- +Delivers fixes as PRs, reducing context switching for dev teams.
- +Covers SAST, dependency scanning, secrets, and API security in one platform.
- +Integrates with CI/CD and major AI editors via MCP.
- +Publicized discoveries in Node.js, React, and Nginx add credibility.
- −Benchmark harness bug and 'gullible' LLM judge undermine data trust.
- −Zero false-positive claim lacks independent verification.
- −Limited community feedback; support and reliability are unproven.
- −Advanced skill level may alienate less-experienced security teams.
- −One-time scan at $500 may be steep for small teams.
- • One-time scans start at $500, which may add up for ongoing needs.
- • Enterprise features like self-hosting likely require custom quotes.
Viability Score
How well maintained and how widely used is winfunc? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this
Last calculated: August 2026
How we score →Key Features
- Executable proof-of-concept for every finding
- Formal verification engine for zero false positives
- SAST with source-to-sink taint tracking
- Dependency scanning (SCA) for npm, pip, Maven, Go
- Secrets detection for API keys, tokens, passwords, certificates
- API security analysis for REST, GraphQL, gRPC
- Infrastructure & cloud scanning (Terraform, CloudFormation, Kubernetes)
- AI Triager with contextual Q&A
- Autofix generates patch pull requests
- CI/CD integration for GitHub Actions, GitLab CI, Jenkins
- Incremental diff-based PR scanning with blocking gates
- Security analytics with score tracking and trend metrics
- Custom scan rules per repository
- Winfunc MCP for Cursor, Claude Desktop, Windsurf, Cline
- Threat hunter agent for advanced research
About winfunc
winfunc is an AI-native security platform that uses autonomous agents to audit your codebase for exploitable vulnerabilities. It doesn't just flag potential issues — it proves each one by generating an executable proof-of-concept (PoC). If the exploit can't be reproduced, it's not reported. That's how it delivers on its zero-false-positives guarantee. Every confirmed finding comes with a generated fix, delivered as a pull request directly to your repositories, so your team can review and merge without switching context. winfunc combines multiple security disciplines into one workflow: SAST with source-to-sink tracking, dependency scanning (SCA) across npm, pip, Maven, Go, and more, secrets detection, and API security analysis for REST, GraphQL, and gRPC endpoints. It also scans infrastructure-as-code for Terraform, CloudFormation, and Kubernetes misconfigurations. The AI Triager lets you ask questions and prioritize remediation in natural language, while custom scan rules tailor the agent's focus to your compliance needs. The platform ingests codebases with a mix of tree-sitter queries, language servers, and LLM analysis, supporting all major programming languages — even niche ones like Haskell or Elixir. Winfunc MCP brings the same scanning into your IDE: scan snippets, audit whole codebases, and verify changes directly in Cursor, Claude Desktop, Windsurf, or Cline. It's built for security and engineering teams at high-stakes companies—fintech, healthcare, SaaS—that need verified, actionable fixes, and it's SOC 2 certified. In April 2026, winfunc launched N-Day-Bench, a public monthly benchmark measuring LLM vulnerability discovery across 1,000+ advisories, using a Curator, Finder, and Judge agent framework. It also added CI integration, secrets detection, enterprise controls, and an AI Triager with per-repository rules. Unlike traditional SAST tools that rely on pattern matching, winfunc maps business logic and can spot flaws like race conditions and IDOR that scanners usually miss. Its continuous scanning on every commit and PR, combined with PoC-backed findings, makes it a strong fit for teams that treat security as a shipping requirement, not a checkbox. Pricing is freemium with a 14-day free trial, one-time scans, pay-as-you-go credits, recurring plans, and enterprise options — so you can start free and scale.
Behind the Verdict
winfunc is a standout in the crowded AppSec space because it refuses to report anything it can't exploit. Instead of drowning you in triaged-as-maybe findings, it generates an executable PoC for every confirmed vulnerability. That's a genuinely different approach to solving the false-positive problem — it trades raw coverage for verified findings. If you're on a security team that has wasted hours chasing phantom alerts, winfunc's philosophy will resonate. The day-one experience is straightforward: connect a GitHub repo, let winfunc map your architecture, and within hours you get a prioritized list of exploitable bugs with suggested patches ready as PRs. That accelerates the 'find to fix' loop dramatically. Where it shines: production-grade codebases, continuous scanning on every commit and PR, and compliance-heavy environments that need audit-ready evidence. The AI Triager is a nice touch — you can ask questions like 'What auth bypasses are possible in this endpoint?' and get context-aware answers without digging through logs. The Winfunc MCP integration is smart for modern dev teams: you scan code snippets directly inside Cursor or Claude Desktop, so security checking becomes part of the coding flow, not a separate step. The 2026 additions — CI integration with blocking gates, secrets detection, enterprise controls like SSO and self-hosting, and the N-Day-Bench benchmark — show the vendor is actively hardening the tool for real-world use. The N-Day-Bench launch is more than a feature: it positions winfunc as a barometer for how well LLMs perform at vulnerability discovery, which gives them credibility in a market where claims are often inflated. But there are trade-offs. The pricing is not transparent: deep scan quotes, pay-as-you-go credits, and recurring plans all require a demo call. If you hate sales stages and just want a self-serve subscription, this will annoy you. The free trial only reveals up to three critical findings, which limits evaluating the full capability. And for teams working with highly sensitive code that cannot leave their infrastructure, the self-hosted option is locked to Enterprise — so the upper tiers are a big commitment. It's also arguably overkill for small projects with a light security budget: if you just need a quick CVE sweep, winfunc's deep analysis is more than you need. Bottom line: winfunc is built for teams that treat security as a shipping requirement, not a checkbox. It's a serious investment in time and money, but if verified exploitability and automated patching are your priorities, it delivers on its core promise better than most.
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Real-world workflow fit
Concrete scenarios for the personas winfunc actually fits — and what changes day-one when you adopt it.
Connect a GitHub repo, run a one-time surface scan for $500, get a findings dashboard with PoCs and patch PRs.
Outcome: Prioritized list of verified vulnerabilities with executable PoCs, ready to assign to devs or merge as PRs.
Set up recurring monthly coverage, integrate with GitHub Actions for PR scanning, and use AI Triager to triage findings.
Outcome: Every PR is scanned, critical vulnerabilities block merges, and the AI Triager prioritizes remediation without manual analysis.
Install Winfunc MCP in Cursor, scan code snippets and verify changes before committing.
Outcome: Catch vulnerabilities in-IDE, get severity explanations and suggested fixes, and reduce security debt early.
Use Cases
- Audit a GitHub repository for exploitable vulnerabilities with automated PoC generation and patch PRs.
- Integrate winfunc into CI/CD pipelines to block pull requests containing critical vulnerabilities.
- Use winfunc's AI triager to answer security questions and triage findings without manual analysis.
- Scan sensitive code for hardcoded secrets like API keys, tokens, and passwords before deployment.
- Enforce custom security rules based on compliance standards (e.g., PCI DSS, SOC 2) across all repositories.
- Monitor a codebase continuously for zero-day vulnerabilities with real-time event streaming.
- Automate security audits for API endpoints (REST, GraphQL, gRPC) to detect IDOR, broken auth, and injection.
- Use N-Day-Bench to evaluate LLM vulnerability discovery performance across 1,000+ advisories.
Models Under the Hood
as of 2026-08-20
Limitations
- Winfunc is an autonomous AI security platform that audits codebases, proves exploitability with executable proof-of-concepts, and delivers patch pull requests.
- Pricing is not fully transparent for all tiers; the one-time surface scan starts at $500, deep scans are priced by scope, and other options require contacting sales or booking a demo.
- The platform is designed for production-grade codebases, and enterprise controls such as self-hosting and custom model credentials are only available on the Enterprise plan.
as of 2026-08-17
Verification history
We have re-verified winfunc 4 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-checked, vendor evidence unchanged
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
Free to cite with attribution — this page re-verifies continuously.
12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Plans compared
For each published winfunc tier: who it actually fits, and what it adds vs. the previous tier. Cross-reference the cost calculator above for projected annual outlay.
Free Trial
$0/mo
Ideal for
Security-conscious teams wanting to evaluate winfunc on a real codebase before committing, with full feature access for 14 days.
What this tier adds
Starting point: 14-day free trial with full feature access, but only reveals up to three critical findings and requires booking a demo.
One-time
From $500
Ideal for
Teams needing a one-off security assessment of a codebase, release, or audit, without ongoing subscription commitment.
What this tier adds
Pay once from $500 for a surface scan or get a deep scan priced by scope; includes findings dashboard, report, and remediation guidance but no continuous scanning.
Pay as you go
Custom
Ideal for
Teams with variable scan needs that want to use winfunc's full workflow including PR scanning and autofix, without a recurring commitment.
What this tier adds
Buy credits as needed; includes surface and deep scans, incremental/scheduled scans, PR security, exploit validation, autofix, AI triager, and MCP, but credits don't roll over like in Recurring.
Recurring
Custom
Ideal for
Teams that scan, validate, and remediate continuously and want a predictable monthly or annual credit allowance for ongoing security coverage.
What this tier adds
Monthly or annual billing with a small discount for annual commitment; includes all Pay-as-you-go features plus Slack alerts, team access, and more, but requires a quote.
Enterprise
Custom
Ideal for
Large organizations needing advanced identity, deployment, policy, and support controls, including self-hosting and custom model credentials.
What this tier adds
Adds federated login, self-hosted deployment, isolated tenant architecture, customer-managed model credentials, committed-usage pricing, and enterprise support.
Where the pricing makes sense
The company stage and team size where winfunc's pricing actually pencils out — and where peers do it cheaper.
winfunc's pricing is flexible but opaque: you can start with a one-time $500 surface scan, or buy credits as needed, but deeper scans and recurring plans require a demo. For smaller teams, a one-time scan is accessible; for continuous coverage, the recurring plan is comparable to other enterprise AppSec tools like Snyk or Veracode, but with a less transparent pricing model.
Setup time & first value
How long it actually takes to get something useful out of winfunc — broken out by persona, not the marketing-page minute.
For a one-time scan, you can connect a repo and see results within hours—the scan runs autonomously after linking GitHub. For recurring coverage with CI integration, expect a few hours to configure the pipeline and grant permissions. For MCP in your IDE, it's five minutes to install and connect.
Switching to or from winfunc
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From Semgrep: replicate custom rules and CI gates in winfunc's custom rules and PR scanning
- →From Snyk: use winfunc's SCA for dependency scanning and autofix PRs for a more autonomous workflow
- ↗To Semgrep: if you prefer an open-source, rule-based scanner without exploit verification
- ↗To Snyk: if you need a wider range of dependency language coverage and a more transparent self-serve pricing model
Integrations
Resources & Guides
Tutorials & Learning
Official links
Tools that pair well with winfunc
Common stack mates teams adopt alongside winfunc, with the specific reason each pairing earns its keep.
Featured Head-to-Head Comparisons
Winfunc vs Sublime Security
Winfunc and Sublime Security serve entirely different domains: code security vs. email security. Choose Winfunc if your priority is automated, verified patching of code vulnerabilities with proof-of-exploit (PoCs). Choose Sublime if your main concern is advanced email threats like BEC/VEC with low false positives. They are complementary, not competitors — most organizations could benefit from both.
Winfunc vs Audioeye
Winfunc and AudioEye serve entirely different needs: Winfunc is an AI security agent for developers who need verified, patchable vulnerability detection, while AudioEye is an accessibility compliance platform for enterprises facing legal risk. Choose Winfunc if you're a security team needing zero-false-positive exploit proofs; choose AudioEye if your priority is ADA/WCAG compliance and reducing lawsuit exposure.
Winfunc vs Push Security
Winfunc and Push Security solve different problems. Choose Winfunc if your priority is finding and patching code vulnerabilities with verified PoCs in high-stakes environments. Choose Push Security if you need to detect and block browser-based attacks (like AiTM phishing) and control employee AI tool usage. They are complementary, not competitive.
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Frequently Asked Questions
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