ap-read-output

ap-read-output is a skill for Claude Code, Codex from agentproto/ts. It costs 89 tokens per session (768 once invoked), scanned A, original, Apache-2.0.

A session-inspection tool for reading an agent's recent output, full transcript, summary, messages, and usage details.

In plain words
What is it for?
Use it to check recent work, export a conversation, find a specific message, summarize a session, or review its token and cost usage.
Why use it?
It helps you see what an agent actually did without reopening or manually piecing together the session.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to check recent work, export a conversation, find a specific message, summarize a session, or review its token and cost usage.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/agentproto/ts/ap-read-output
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add agentproto/ts --skill ap-read-output
Clone the repo
git clone --depth 1 https://github.com/agentproto/ts

Made for: Claude Code, Codex.

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 ap-read-output

README.md
[![agentmods](https://agentmods.dev/badge/skills/agentproto/ts/ap-read-output/github.svg)](https://agentmods.dev/skills/agentproto/ts/ap-read-output)
Your own site
<a href="https://agentmods.dev/skills/agentproto/ts/ap-read-output"><img src="https://agentmods.dev/badge/skills/agentproto/ts/ap-read-output/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 ap-read-output

Your own site · 80×15
<a href="https://agentmods.dev/skills/agentproto/ts/ap-read-output"><img src="https://agentmods.dev/badge/skills/agentproto/ts/ap-read-output.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 89 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 768 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. 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 $0.00089 $0.00768
Opus 5.5 $0.00036 $0.00307
Sonnet 5.5 $0.00018 $0.00154
Haiku 4.5 $0.00009 $0.00077

Measured 1mo ago against content hash 394904c6c3ac, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ap-read-output scanned grade A with 1 finding 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 1mo 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl http://127.0.0.1:18790/sessions/sess_5f9a3c38/events
packages/skill-pack-agentproto/src/skills/ap-read-output/SKILL.md · 73 lines

How it starts

The opening of the file, as written. The whole thing — 73 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Read Agent Output

When to use

You need to inspect what a session (spawned via ap-spawn-agent) actually produced — a quick tail check, the full transcript, a cost readout, or a human-readable summary/timeline.

MCP tools

{ "tool": "agent_output", "args": { "sessionId": "sess_5f9a3c38", "lastN": 50, "clean": true } }

lastN caps at 500. clean:true strips ANSI escape codes for readable text.

{ "tool": "agent_export", "args": { "sessionId": "sess_5f9a3c38", "format": "markdown" } }

agent_export works on stopped sessions too — use it when you need the whole conversation, not just the tail.

{ "tool": "conversation_read", "args": { "sessionId": "sess_5f9a3c38" } }
{ "tool": "conversation_locate", "args": { "sessionId": "sess_5f9a3c38", "query": "signup validation fix" } }
{ "tool": "session_usage", "args": { "sessionId": "sess_5f9a3c38" } }
{ "tool": "agentproto_session_story", "args": { "sessionId": "sess_5f9a3c38" } }
{ "tool": "summarize_session", "args": { "sessionId": "sess_5f9a3c38" } }
  • session_usage — cost and token counts for the session.
  • agentproto_session_story — a human-readable timeline of what happened.
  • summarize_session — a one-sentence summary plus a coarse state (e.g. running / idle / done).

CLI

agentproto sessions export sess_5f9a3c38
agentproto sessions story sess_5f9a3c38
agentproto sessions mirror sess_5f9a3c38   # read-only live tail

HTTP

curl http://127.0.0.1:18790/sessions/sess_5f9a3c38/events

Gotchas

  • agent_output reads from a tail ring buffer, not the full transcript — long sessions will have earlier output evicted. Use agent_export when you need everything, including the beginning.
  • The awaitingInput flag over-signals: it fires both when a turn simply finished and when the agent is genuinely blocked waiting on a question. Don't trust the flag alone — read the last content line of the output to tell "done" from "stuck waiting on you."

Read the full file on GitHub · 73 lines

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. 1mo ago First seen · 73 lines · 89 tokens per session scan A 394904c6c3ac

Subscribe to this mod's changes

ap-read-output is a skill published in the GitHub repository agentproto/ts (10 stars, last pushed yesterday), licensed Apache-2.0. It adds 89 tokens to every session and 768 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-04.

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