embrace-readonly-full-data

embrace-readonly-full-data is a skill for Claude Code, Codex from nano-step/embrace-readonly-mcp. It costs 36 tokens per session (1,065 once invoked), scanned A, original, MIT.

A read-only Embrace monitoring connection that exposes the service's complete documented tool map and preserves full tool responses.

In plain words
What is it for?
Discovering apps, inspecting app details, and investigating logs, crashes, network activity, spans, errors, latency, and stack samples through the listed Embrace tools.
Why use it?
It supports detailed app investigations while keeping the data unchanged and retaining timestamps, versions, counts, identifiers, and crash-session IDs.

Skill for Claude CodeCodex

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

Not installable: its command points at a path on the author’s own machine, so it runs nowhere else. The line is /Users/tamlh/workspaces/self/AI/Tools/embrace-readonly-mcp.

Good fit Discovering apps, inspecting app details, and investigating logs, crashes, network activity, spans, errors, latency, and stack samples through the listed Embrace tools.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

There is no command for this one: it runs only inside a plugin, and the catalogue could not identify which plugin ships it. The source is linked below.

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 embrace-readonly-full-data

README.md
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Your own site
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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 embrace-readonly-full-data

Your own site · 80×15
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Per session 36 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,065 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 $0.00036 $0.01065
Opus 5 $0.00018 $0.00532
Sonnet 5 $0.00007 $0.00213
Haiku 4.5 $0.00004 $0.00106

Measured 11d ago against content hash 7f96e914909d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

embrace-readonly-full-data 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 11d 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.

skills/embrace-readonly-full-data/SKILL.md · 98 lines

How it starts

The opening of the file, as written. The whole thing — 98 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Embrace read-only full data

Use embrace_list_readonly_tools to inspect the published tool schemas, then use embrace_call_readonly with the exact remote tool name and JSON arguments.

The proxy preserves the complete official response, including structuredContent, metadata, group IDs, and crash sample session IDs. Prefer a narrow time window, app version, message filter, and limit when possible; expand only when needed.

Complete official tool map

Use embrace_call_readonly with these remote tool names. For repeatable local smoke tests or when a host has not inherited the environment, use the prebuilt scripts/embrace_mcp_call.py; do not generate a new client script. The CLI accepts a tool name and a JSON object via --arguments and preserves the proxy's full JSON output.

zsh -lic 'uv run --project /Users/tamlh/workspaces/self/AI/Tools/embrace-readonly-mcp python /Users/tamlh/workspaces/self/AI/Tools/embrace-readonly-mcp/scripts/embrace_mcp_call.py embrace_list_readonly_tools'

App and sessions

  • list_apps: discover app IDs, platforms, regions, and latest versions.
  • get_app_details: sessions, unique users, crash-free rate, and version totals.
  • get_top_versions: version adoption.
  • get_session_distribution: session breakdown by app version, OS, country, device, or manufacturer.

Logs and exceptions

  • list_logs: find log groups and obtain group_id values.
  • get_log_details: counts, trends, templates, and token analysis for one log group.
  • get_log_distribution: break a log group down by version, OS, country, device, or environment.
  • list_exceptions: find web/Unity/Flutter exception groups.
  • get_exception_details: inspect one exception group.

Crashes and debug traces

  • list_crashes: find crash groups and obtain group_id values.
  • get_crash_details: crash impact, versions, foreground rate, and top frame.
  • get_crash_stack_samples: full representative stack frames, timestamps, devices, and session_id values.
  • get_crash_distribution: crash breakdown by version, OS, country, or device.
  • list_root_spans: find slow or failing root operations.
  • get_root_span_stats: timing and outcome statistics for one root span.
  • get_root_span_distribution: root-span breakdown by version, OS, country, or device.

Read the full file on GitHub · 98 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. 11d ago First seen · 98 lines · 36 tokens per session scan A 7f96e914909d

Subscribe to this mod's changes

embrace-readonly-full-data is a skill published in the GitHub repository nano-step/embrace-readonly-mcp (0 stars, last pushed 16d ago), licensed MIT. It adds 36 tokens to every session and 1,065 once invoked, about $0.0002 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 2026-08-31.

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