agent-wiki-ingest

agent-wiki-ingest is a skill for Claude Code, Codex from AgentToolkit/altk-evolve. It costs 72 tokens per session (4,064 once invoked), scanned A, original, Apache-2.0.

An end-to-end process for turning agent work traces into an agent wiki: a searchable collection of summaries, guidelines, skills, and comparisons.

In plain words
What is it for?
Use it to convert raw or normalized traces, summarize sessions, extract guidance, create skills, group related findings, and build a catalogue.
Why use it?
It removes the need to run many separate analysis steps and remember how to combine their outputs.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: reads .claude/ paths; mentions subagents; mentions AGENTS.md.

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is uv run python explorations/agent-wiki/experiments/harness/normalize_stream_json_transcripts.py \.

Good fit Use it to convert raw or normalized traces, summarize sessions, extract guidance, create skills, group related findings, and build a catalogue.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.

Clone the repo
git clone --depth 1 https://github.com/AgentToolkit/altk-evolve
agentmods
npx agentmods add skills/agenttoolkit/altk-evolve/agent-wiki-ingest

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 agent-wiki-ingest

README.md
[![agentmods](https://agentmods.dev/badge/skills/agenttoolkit/altk-evolve/agent-wiki-ingest/github.svg)](https://agentmods.dev/skills/agenttoolkit/altk-evolve/agent-wiki-ingest)
Your own site
<a href="https://agentmods.dev/skills/agenttoolkit/altk-evolve/agent-wiki-ingest"><img src="https://agentmods.dev/badge/skills/agenttoolkit/altk-evolve/agent-wiki-ingest/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 agent-wiki-ingest

Your own site · 80×15
<a href="https://agentmods.dev/skills/agenttoolkit/altk-evolve/agent-wiki-ingest"><img src="https://agentmods.dev/badge/skills/agenttoolkit/altk-evolve/agent-wiki-ingest.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 72 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,064 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. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Rogue Agent · line 78
    Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.
    Fix: Remove any persistence mechanisms (cron jobs, startup scripts, state files). Skills should not maintain state across sessions without explicit user consent.
How audits are shown
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 $0.00072 $0.04064
Opus 5.5 $0.00029 $0.01626
Sonnet 5.5 $0.00014 $0.00813
Haiku 4.5 $0.00007 $0.00406

Measured 1mo ago against content hash 24949458c3fc, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

agent-wiki-ingest 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.

explorations/agent-wiki/skills/agent-wiki-ingest/SKILL.md · 342 lines

How it starts

The opening of the file, as written. The whole thing — 342 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Agent Wiki — Ingest (end-to-end orchestrator)

Overview

This is the one-pass entry point for turning a batch of raw trajectories into a fully-built wiki. It orchestrates the rest of the agent-wiki family in the right order so no pass is skipped — in particular the cross-trajectory consolidation pass, which is easy to forget when each skill is invoked by hand.

You — the driving agent — run this by spawning one subagent per (trace × pass), not by doing the work inline. That keeps your own context small (you never load every trace's full JSON) and lets independent passes run in parallel. Each subagent acts as the corresponding single-purpose skill (agent-wiki-summarize, -extract-guidelines, -synthesize-skill, -compare-outcomes, -consolidate-guidelines); this skill only sequences them and passes the per-trace adapter notes.

The pipeline:

0.  Convert    raw bob / claude traces → normalized analysis JSON   (skip if already normalized)
1.  Bootstrap  create wiki scaffold + seed catalog                  (skip if wiki exists)
1.5 Skip       drop traces whose summaries/<sid>.md already exists   [pre-flight — idempotency]
2.  Summarize  1 subagent / new-trace → summaries/<sid>.md          [PARALLEL]
3.  Extract    1 subagent / new-trace → guidelines/*.md (+tags)     [SEQUENTIAL]
4.  Synthesize 1 subagent / new-trace → skills/<slug>/ --archive-covered  [SEQUENTIAL]
4.5 Compare    success/failure contrasts → contrastive guidelines   [CONDITIONAL]
5.  Consolidate 1 subagent over the whole corpus → cluster pages    [SINGLE — MANDATORY]
6.  Catalog    final bookkeeping → indexes, used-by, priority       [you run this directly]

Idempotent by default. Re-running on the same source dir reprocesses nothing: Step 1.5 filters out every trace that already has a summary page, so Steps 2–4 only touch genuinely new traces. The consolidate + catalog tail always runs (it's cheap and self-idempotent). To force a redo of an already- ingested trace, keep it in the list and pass --rewrite to its render-* calls.

Read the full file on GitHub · 342 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 Changed · +43 lines · +4 tokens per session 24949458c3fc
  2. 2mo ago First seen · 299 lines · 68 tokens per session scan A 5eff2f932eb6

Subscribe to this mod's changes

agent-wiki-ingest is a skill published in the GitHub repository AgentToolkit/altk-evolve (136 stars, last pushed 2d ago), licensed Apache-2.0. It adds 72 tokens to every session and 4,064 once invoked, about $0.0003 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 2026-08-30.

Related

agent-wiki-ingest compared with skills from other repositories

agent-wiki-ingest next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
agent-wiki-ingestAgentToolkit/altk-evolveSkill1362d agoApache-2.0A72Claude Code, Codex
memory-to-skillzilliztech/memsearchSkill2.8k3d agoMITA82Claude Code, Codex
media-genManceRayder42/jarvis-osSkill5yesterdayMITA216Claude Code
research-notebookManceRayder42/jarvis-osSkill5yesterdayMITA130Claude Code
learnManceRayder42/jarvis-osSkill5yesterdayMITA121Claude Code
knowledge-packManceRayder42/jarvis-osSkill5yesterdayMITA72Claude Code
preflightManceRayder42/jarvis-osSkill5yesterdayMITA90Claude Code