sensitive-data-leakage-tester SKILL.md skillA
sensitive-data-leakage-tester from pramoddutta/aitesterblueprint4x is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add pramoddutta/aitesterblueprint4x/sensitive-data-leakage-tester@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- pramoddutta/aitesterblueprint4x
- Path
chapter_02_Prompt_Eng/prompt_templates/safety_guardrails/sensitive-data-leakage-tester/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Aug 11, 2026
- Size
- 3,210 bytes
- Repository stars
- 14
- License
- none declared
Design and assess authorized sensitive-data leakage tests for AI, LLM, RAG, memory, and agent systems. Use when a privacy or security tester needs to check synthetic PII and secret canaries, tenant isolation, prompts, context, retrieval, caches, logs, telemetry, errors, model providers, or retention paths for exposure.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Sensitive Data Leakage Tester Trace synthetic canaries through every approved data surface and distinguish an observed leak from an untested or merely suspected path. Never introduce real credentials or customer data. ## Workflow 1. Confirm written authorization, privacy owner, staging boundaries, permitted surfaces, retention and deletion rules, redaction requirements, and stop conditions. 2. Record the build, model/provider and version, prompt/configuration revision, retrieval and memory settings, tenant setup, logging/telemetry configuration, and run ID. 3. Create unique synthetic canaries for each data class and tenant. Document where each canary is seeded, where it may legitimately appear, and where disclosure is prohibited. 4. Test approved flows across user input, generated output, retrieval, memory, session changes, cross-tenant access, errors, caches, traces, logs, telemetry, exports, and provider calls. 5. Capture exact canary matches, destination, identity/tenant, timestamps, trace IDs, redacted artifacts, repetitions, and cleanup evidence. Absence in sampled artifacts is not proof of absence elsewhere. …
Read the whole file at its exact version.
How to install
mdr add pramoddutta/aitesterblueprint4x/sensitive-data-leakage-tester@sha256:29d186860d4ac1c4The line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_wvluemglenwsjbwr)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 11, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (3210 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
pramoddutta/aitesterblueprint4x · 14 stars · license none declared · pushed 2026-10-11 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_wvluemglenwsjbwr GET https://markdownregistry.com/api/v1/resolve?ref=pramoddutta/aitesterblueprint4x/sensitive-data-leakage-tester GET https://markdownregistry.com/api/v1/blob/29d186860d4ac1c449d8f5812797976b4dd9af198d1d5356740eaca6ccd33a37
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.