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apisec-inc / AI-Surface

Find and govern AI attack surfaces in application code, at PR time and inside your AI coding tool (MCP server, Claude Code hook). Free, OSS, runs offline.

Why this job: says: mcp server; topics: mcp-server, model-context-protocol, mcp

ai-surface attack surface map

What it does

  • Runtime telemetry or behavior monitoring. Use tools like Helicone, LangSmith, Arize, or Phoenix.
  • Runtime exploit validation. ai-surface maps and audits statically; it does not prove exploitability against a running app (see Runtime validation).
  • Prompt injection, jailbreak, bias, or accuracy testing. Out of scope by design. ai-surface is a structural analyzer, not a model evaluator.
  • Full cross-file dataflow for tool resolution. Regex/AST-light today; agent tools built through factory functions may not be fully resolved. Treat the map as a strong floor, not proof of complete coverage. AST/dataflow is the top roadmap ite
  • Secret-value reads or PII classification. Secrets are reported by name and type only, with values redacted. Use a dedicated secret scanner for value-level coverage.

Get started

No single install command. Read the steps in the README (opens in new tab)

Maintenance
Active
Last commit 32 days ago
Stars
144
+3 this week
Licence
MIT
Allows business use
Downloads for
None listed
No release files
Latest version
v1.1.1
Released 32 days ago
Built with
Python
84% of the code

Is it looked after?

Contributors
1
Last 90 days
Issues
0% closed
1 still open
Pull requests
10 merged
2 waiting
Releases
9
9 in the last year

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More: languages, topics and project record

Languages

  • Python 84%
  • JavaScript 9%
  • CSS 6%
  • HTML <1%

Topics

  • ai-agents
  • ai-bom
  • ai-coding
  • ai-governance
  • ai-security
  • appsec
  • attack-surface
  • claude-code
  • cursor
  • devops
  • devsecops
  • github-action

Project record

  • JobMCP servers
  • StatusListed
  • Commits103
  • Forks24
  • Watching2
  • Stars in 28 days+8
  • CreatedMay 12, 2026
  • First seen by usNov 7, 2026
  • CheckedNov 7, 2026

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