alice-explain-provenance

alice-explain-provenance is a skill for Claude Code, Codex from samrusani/AliceMemory. It costs 26 tokens per session (464 once invoked), scanned A, original, MIT.

A method for explaining why an answer based on Alice is trustworthy by showing the stored context, sources, and correction state behind it.

In plain words
What is it for?
It is for retrieving relevant Alice context, citing continuity record identifiers, summarising their provenance, and reporting confidence when explaining an answer.
Why use it?
It makes the evidence and uncertainty visible instead of asking readers to accept an answer without knowing where it came from.

Skill for Claude CodeCodex

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

Good fit It is for retrieving relevant Alice context, citing continuity record identifiers, summarising their provenance, and reporting confidence when explaining an answer.

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Install with agentmods
npx agentmods add skills/samrusani/alicememory/alice-explain-provenance
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 samrusani/AliceMemory --skill alice-explain-provenance
Clone the repo
git clone --depth 1 https://github.com/samrusani/AliceMemory

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 alice-explain-provenance

README.md
[![agentmods](https://agentmods.dev/badge/skills/samrusani/alicememory/alice-explain-provenance/github.svg)](https://agentmods.dev/skills/samrusani/alicememory/alice-explain-provenance)
Your own site
<a href="https://agentmods.dev/skills/samrusani/alicememory/alice-explain-provenance"><img src="https://agentmods.dev/badge/skills/samrusani/alicememory/alice-explain-provenance/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 alice-explain-provenance

Your own site · 80×15
<a href="https://agentmods.dev/skills/samrusani/alicememory/alice-explain-provenance"><img src="https://agentmods.dev/badge/skills/samrusani/alicememory/alice-explain-provenance.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 26 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 464 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 $0.00026 $0.00464
Opus 5.5 $0.00010 $0.00186
Sonnet 5.5 $0.00005 $0.00093
Haiku 4.5 $0.00003 $0.00046

Measured 1mo ago against content hash 4ff9594f52df, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

alice-explain-provenance 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 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.

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.

docs/integrations/hermes-skill-pack/skills/alice-workflows/alice-explain-provenance/SKILL.md · 64 lines

What it actually says

Alice Explain Provenance

Legacy pack. The supported Hermes pack is agent-skills/hermes/alice-memory. This skill needs the full tool surface: set ALICE_MCP_FULL_TOOLS=1 in the Alice MCP server env. On the default three tools, only the alice_recall step works.

Goal

Provide evidence-backed explanations for Alice-based answers.

Trigger Cues

Use this skill when the user asks:

  • why are you saying this
  • what source supports this
  • can you show evidence or provenance

Required MCP Tools

  • mcp_<alice_server>_alice_context_pack
  • Optional: mcp_<alice_server>_alice_recall

<alice_server> is the key under mcp_servers. It is alice when alice-memory install --host hermes wrote it and alice_core in the example configs.

Workflow

  1. Start from alice_context_pack with the claim as query. It takes no thread_id.
  2. If needed, run a focused alice_recall query for missing evidence.
  3. Explain answer claims by citing returned continuity object IDs and provenance fields.
  4. If provenance is thin, state uncertainty and propose the next validating step.

Tool Call Templates

mcp_<alice_server>_alice_context_pack({"query":"<claim>","include_sources":true,"max_items":10})
mcp_<alice_server>_alice_recall({"thread_id":"<uuid>","query":"<claim>","limit":5})

Output Contract

Always include:

  • claim
  • supporting object IDs
  • provenance summary from returned records
  • confidence posture (high, medium, low) based on evidence quality
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 Changed · +7 lines 4ff9594f52df
  2. 1mo ago First seen · 57 lines · 26 tokens per session scan A b4bcb6fa1860

Subscribe to this mod's changes

alice-explain-provenance is a skill published in the GitHub repository samrusani/AliceMemory (4 stars, last pushed today), licensed MIT. It adds 26 tokens to every session and 464 once invoked, about $0.0001 per session on Opus 5.5. 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.

Related

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