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SKILL verified Apache-2.0 Self-run

Context Hunter

skill-foryourhealth111-pixel-vibe-skills-context-hunter · by foryourhealth111-pixel

Discover codebase patterns, conventions, and unwritten rules before making changes. Use when implementing features, fixing bugs, or refactoring code.

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Install

$ agentstack add skill-foryourhealth111-pixel-vibe-skills-context-hunter

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

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Reliability & compatibility

Security review passed
0 installs to date
no reviews yet
2mo ago

Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

Preview Execution monitoring

We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.

How agent discovery & health will work →
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About

Context Hunter

Before writing code, investigate how similar problems are already solved in this codebase.

Before Implementation

Discover Existing Patterns

  1. Find analogous features: Search for code that solves similar problems. Study it before proposing your approach.
  2. Trace data flow: How does similar data move through the system? Note caching, validation, and error handling patterns.
  3. Identify utilities: Search for existing helpers before creating new ones.

Detect Unwritten Conventions

Look for implicit rules encoded in the codebase:

  • Schema patterns: deleted_at columns indicate soft-deletion. Audit columns indicate tracking requirements.
  • Naming patterns: Note consistency in user_id vs userId vs userID.
  • Test patterns: What's tested thoroughly reveals team priorities.

Verify Assumptions

  • Run the test suite to understand current state
  • Check linter and formatter configs
  • Read recent commits in affected areas
  • Examine database schemas for constraints

During Implementation

Match Existing Code

Your changes should be indistinguishable from existing code:

  • Use the same patterns, abstractions, and utilities
  • Follow the same error handling approach
  • Respect module boundaries
  • Match naming conventions exactly

Surface Concerns

When you discover conflicts between requirements and existing patterns:

  • Ask clarifying questions before proceeding
  • Flag risks you've identified
  • Offer alternatives that align with codebase conventions

Checklist

Before proposing changes, confirm:

  • [ ] Studied analogous features in the codebase
  • [ ] Checked for reusable utilities
  • [ ] Reviewed test patterns for similar functionality
  • [ ] Noted naming and schema conventions
  • [ ] Verified approach matches existing patterns

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

Reviews

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Versions

  • v0.1.0 Imported from the upstream source.