ap-read-output SKILL.md skillB

ap-read-output from agentproto/ts is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add agentproto/ts/ap-read-output@git:20260901.0259d5f

Pins git:20260901.0259d5f in mdr.lock. Pin the fingerprint instead.

Audit grade
B, 16 of 17 checks passed
Kind
SKILL.md skill
Repository
agentproto/ts
Path
packages/skill-pack-agentproto/src/skills/ap-read-output/SKILL.md
Versions recorded
1
Latest version
git:20260901.0259d5f, committed Sep 1, 2026
Size
2,707 bytes
Repository stars
10
License
Apache-2.0

Read what an agentproto session did — tail its recent output, export the full transcript, get a one-sentence summary, check cost/tokens, or locate a specific message. Use when the user says "what did the agent do", "show me the last output", "export that session", "how much did that session cost", "summarize what happened", or "did it finish or is it stuck".

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

# 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

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

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

```json
{ "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.

```json
{ "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.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add agentproto/ts/ap-read-output@sha256:394904c6c3acc697

The line at the top of this page pins the label git:20260901.0259d5f, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_yvxgpf54z2rlbgn5.svg)](https://markdownregistry.com/a/art_yvxgpf54z2rlbgn5)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Sep 1, 2026.

versioncommittedcommitsizeaudit
git:20260901.0259d5f latest2026-09-01 0259d5f 2,707 BB view

Audit of the latest version

B  16 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • fail: No link to a raw IP address (matched: http://127.0.0.1:18790)
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (2707 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 script tag

Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.

Source

GitHub

agentproto/ts · 10 stars · license Apache-2.0 · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_yvxgpf54z2rlbgn5
GET https://markdownregistry.com/api/v1/resolve?ref=agentproto/ts/ap-read-output
GET https://markdownregistry.com/api/v1/blob/394904c6c3acc697e191f91f917ebeeda560b85eb192da8991776b3ef29dbaeb

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.

More from agentproto/ts

DESIGN.md@.plans/supervision-events DESIGN.md file
agentproto/ts · .plans/supervision-events/DESIGN.md
git:20261005.5a33dd6 · audit A · 10 stars
AGENTS.md AGENTS.md file
agentproto/ts · AGENTS.md
git:20261022.d1e8263 · audit A · 10 stars
CLAUDE.md CLAUDE.md file
agentproto/ts · CLAUDE.md
git:20260715.260841f · audit B · 10 stars
session-steward SKILL.md skill
agentproto/ts · packages/apps/session-steward/skill/SKILL.md · Wrap up idle agentproto agent sessions — classify them, close the safe ones, judge the ambiguous ones. Use when the…
git:20261010.f3665ea · audit A · 10 stars
install-agentproto-app SKILL.md skill
agentproto/ts · packages/create-agentproto-app/templates/book/_claude/skills/install-agentproto-app/SKILL.md · Register this directory's agentproto app bundle with the local agentproto CLI so the daemon can find and run it…
git:20260902.4d01e5c · audit A · 10 stars
agentproto-apps SKILL.md skill
agentproto/ts · packages/skill-pack-agentproto/src/skills/agentproto-apps/SKILL.md · Author, develop, and package an agentproto APP (AIP-53) — the real CLI path: `agentproto app init` → edit…
git:20261019.d7f5063 · audit A · 10 stars
agentproto-llm-endpoint SKILL.md skill
agentproto/ts · packages/skill-pack-agentproto/src/skills/agentproto-llm-endpoint/SKILL.md
git:20261024.97a0074 · audit B · 10 stars
agentproto SKILL.md skill
agentproto/ts · packages/skill-pack-agentproto/src/skills/agentproto/SKILL.md · Drive and supervise agentproto, the AIP-45 host daemon that runs agent CLIs. Use when spawning sessions (claude-code…
git:20261027.6a4d5c2 · audit B · 10 stars
ap-adapters SKILL.md skill
agentproto/ts · packages/skill-pack-agentproto/src/skills/ap-adapters/SKILL.md · Install and inspect agent CLI adapters (harnesses) on the agentproto daemon — adapter_list, adapter_install…
git:20260901.0259d5f · audit B · 10 stars
ap-apps SKILL.md skill
agentproto/ts · packages/skill-pack-agentproto/src/skills/ap-apps/SKILL.md · Install and run agentproto APPs (AIP-53 bundles of agents and workflows) — app_install, app_apply/unapply to scopes…
git:20261024.97a0074 · audit A · 10 stars
ap-cron SKILL.md skill
agentproto/ts · packages/skill-pack-agentproto/src/skills/ap-cron/SKILL.md · Schedule recurring or one-shot jobs on the agentproto daemon — cron_create with command, agent, or prompt-session…
git:20261027.d9a8be3 · audit A · 10 stars
ap-import-mcp SKILL.md skill
agentproto/ts · packages/skill-pack-agentproto/src/skills/ap-import-mcp/SKILL.md · Discover, import, and call external MCP servers from the agentproto daemon — mcp_discovered_list to find servers in…
git:20260901.0259d5f · audit A · 10 stars

Every file in agentproto/ts

Browse by kind, by grade B, or by owner.