seam-probe

seam-probe is a skill for Claude Code from johnkozaris/jko-claude-plugins. It costs 82 tokens per session (1,152 once invoked), scanned A, original, MIT.

A command-line tool for testing boundaries between programs, such as a dynamically loaded C library or a Unix socket. C-ABI means the standard interface that lets programs written in different languages call one another.

In plain words
What is it for?
Use it to inspect library exports, exercise callbacks, send framed messages to Unix sockets, and fuzz or investigate boundary behavior.
Why use it?
It helps reproduce crashes, hangs, and communication errors at these boundaries instead of testing them only indirectly.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Runs only inside its plugin — its command needs a path that Claude Code sets for a plugin’s own hooks and for nothing else. Install the plugin, not this.

Part of the seam-probe plugin — 1 skill shipped together

Good fit Use it to inspect library exports, exercise callbacks, send framed messages to Unix sockets, and fuzz or investigate boundary behavior.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.

Claude Code
/plugin marketplace add johnkozaris/jko-claude-plugins
Claude Code
/plugin install seam-probe

Made for: Claude Code.

Or install seam-probe, the plugin that ships this one along with the rest of its 1 skill.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for seam-probe

README.md
[![agentmods](https://agentmods.dev/badge/skills/johnkozaris/jko-claude-plugins/seam-probe/github.svg)](https://agentmods.dev/skills/johnkozaris/jko-claude-plugins/seam-probe)
Your own site
<a href="https://agentmods.dev/skills/johnkozaris/jko-claude-plugins/seam-probe"><img src="https://agentmods.dev/badge/skills/johnkozaris/jko-claude-plugins/seam-probe/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for seam-probe

Your own site · 80×15
<a href="https://agentmods.dev/skills/johnkozaris/jko-claude-plugins/seam-probe"><img src="https://agentmods.dev/badge/skills/johnkozaris/jko-claude-plugins/seam-probe.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 82 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,152 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00082 $0.01152
Opus 5 $0.00041 $0.00576
Sonnet 5 $0.00016 $0.00230
Haiku 4.5 $0.00008 $0.00115

Measured 9d ago against content hash f66181019fec, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

seam-probe scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/seam-probe/skills/seam-probe/SKILL.md · 115 lines

How it starts

The opening of the file, as written. The whole thing — 115 lines — stays where its author put it; the contents beside it link to each section on GitHub.

seam-probe

Use the bundled executable as the interface:

SEAM_PROBE="${CLAUDE_PLUGIN_ROOT}/bin/seam-probe"

The short name seam-probe below means "$SEAM_PROBE". A direct skill install does not include the plugin-level launcher, crate, or hook; install the binary independently on PATH or use the full plugin.

Pick the surface

  • seam-probe inspect parses a library to discover exports without loading or executing it.
  • seam-probe ffi loads a C-ABI dylib and drives lifecycle, callbacks, and input lanes described by a manifest.
  • seam-probe socket sends NDJSON operations to a Unix-domain stream socket using the selected framing.
  • seam-probe vocab prints the current stdin/stdout contract.

Run seam-probe vocab as preflight. If the launcher reports that the binary is not built, verify cargo is available and build the pinned crate:

cargo build --release --locked \
  --manifest-path "${CLAUDE_PLUGIN_ROOT}/crate/Cargo.toml" \
  --target-dir "${CLAUDE_PLUGIN_DATA:-${XDG_CACHE_HOME:-$HOME/.cache}/seam-probe}/target"

Then rerun seam-probe vocab. If installed behavior disagrees with this skill, inspect live help and request a plugin update rather than inventing flags.

Investigate progressively

Start with the least assumed knowledge:

  1. Inspect an unfamiliar library before writing symbol names into a manifest.
  2. Read headers, binding metadata, or the host's loading code to recover the actual ABI and callback-field order.
  3. For sockets, inspect the server and client framing code before guessing. Use a small probe only to distinguish remaining plausible framings.
  4. Create the smallest manifest that exposes the behavior under test.
  5. Reproduce one meaningful operation before expanding into a sequence or fuzzing campaign.

Use references/discover-ffi-symbols.md and references/discover-socket-protocol.md only when discovery is needed.

Read both sides of the seam

The probe emits machine-readable NDJSON on stdout and diagnostics on stderr. The system under test may emit its own stderr, structured logs, panic report, or crash artifact. Capture these streams separately and correlate them by operation, sequence, session, and time.

Read the full file on GitHub · 115 lines

Files

What ships with it

6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 115 lines · 82 tokens per session scan A f66181019fec

Subscribe to this mod's changes

seam-probe is a skill published in the GitHub repository johnkozaris/jko-claude-plugins (11 stars, last pushed 13d ago), licensed MIT. It adds 82 tokens to every session and 1,152 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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