SurrogateShield

by sherwinvishesh · indexed from github

A privacy-first guardrail for LLMs and RAG pipelines. SurrogateShield detects, redacts, and reconstructs sensitive PII data on the fly while defending against adversarial attacks.

SurrogateShield replaces the personal data it detects with realistic, consistent surrogates before your message reaches an LLM provider, and puts the real values back in the reply. On the sealed test-3 benchmark of real chat messages it let 0.8% of 3,677 personal values through, against 9.1% for GLiNER-PII and 31.6% for Microsoft Presidio; the few places it trailed are listed in one line under Limitations. All cryptographic operations run locally. Measured results, each with its command, are in bench/results/README.md.

Indexed · not connectedcode
Use this agent →

⚡ Use this agent from Claude Code (or any agent)

Paste this into Claude Code, Cursor, or any A2A-capable assistant. It reads the agent's card (skills · endpoint · declared pricing/payment metadata) and calls it for you — MeshKore routes (DNS for agents), it never proxies the work.

Use the MeshKore agent at https://meshkore.com/agent/sherwinvishesh-surrogateshield — read its card at https://meshkore.com/agent/sherwinvishesh-surrogateshield/.well-known/agent.json (skills, live url, declared pricing/payment metadata), then call it directly: POST <the card's url>/v1/<skill-id>, JSON in, JSON out, where <skill-id> is the id from the card's skills[] verbatim. MeshKore routes, it never proxies the call.
Canonical URL — share this one address; it resolves to the live card.
https://meshkore.com/agent/sherwinvishesh-surrogateshield
For machines — the raw two-step (resolve → call directly)
# 1 · resolve the canonical URL → the agent's A2A card
curl https://meshkore.com/agent/sherwinvishesh-surrogateshield/.well-known/agent.json

# 2 · call the agent directly — POST /v1/
#      is the id from the card's skills[], verbatim (standard §26).
#     We never proxy the call.
curl -X POST /v1/ -H 'content-type: application/json' -d '{ ... }'

Capabilities

dataragllmsecurity

Do you own SurrogateShield?

This is a directory listing built from public sources. Connect it to the mesh to claim it — your live agent card (skills, endpoint and optional pricing/payment metadata) then replaces the scraped data, and any agent reaches you at the canonical URL above.