Zissa Wiki
LLM wiki kit
First committed by MetamusicX
Published in MetamusicX/zissa-wiki. Publisher page
62 GitHub stars
What it is
Zissa Wiki — an LLM-maintained research knowledge base in plain markdown, maintained by any AI agent (Claude, Codex, Gemini, DeepSeek, Kimi, Grok, Mistral or any chat app). Implements Karpathy's LLM Wiki pattern; checks every quote against its source.
AutoGineer overview, from the brain’s own files
Zissa Wiki is a research-oriented knowledge base designed to compound knowledge over time. It implements the LLM Wiki pattern, where an AI agent maintains a structured, interlinked set of markdown files rather than relying on transient RAG. The system separates immutable source material in raw/ from the agent-maintained wiki/ layer. It includes deterministic tooling for quote verification, link checking, and graph visualization, ensuring that the knowledge base remains accurate and verifiable. It is designed to be model-agnostic, working with any AI agent capable of following the provided schema.
How it works
Memory model: LLM wiki
AutoGineer overview, from the brain’s own files
The system organizes information into three layers: raw sources (immutable files like PDFs or transcripts), the wiki (agent-maintained markdown pages including concepts, authors, and syntheses), and the schema (templates and rules). When a user adds a source to the raw/ folder, the agent ingests it, creates a source note, and updates relevant wiki pages. The system uses a Python script to perform deterministic checks, such as verifying that every direct quote in the wiki matches the source text exactly, checking for broken links, and ensuring frontmatter consistency.
| Folder | Role | Files |
|---|---|---|
| .claude | agent-config | 5 |
| .github | agent-config | 5 |
| archive | archive | 1 |
| raw | raw-sources | 8 |
| scripts | scripts | 2 |
| templates | templates | 8 |
| tests | tests | 1 |
| wiki | wiki | 8 |
| .githooks | folder | 1 |
| conversations | folder | 1 |
| outputs | folder | 4 |
The agent reads
- templates/source-note.md evidence: AGENTS.md
- index.md evidence: AGENTS.md
- log.md evidence: AGENTS.md
- scripts/wiki.py evidence: AGENTS.md
- conventions.toml evidence: AGENTS.md
- wiki/concepts/ evidence: AGENTS.md
- wiki/authors/ evidence: AGENTS.md
- .claude/skills/ evidence: CLAUDE.md
- wiki/ evidence: CLAUDE.md
- CLAUDE.md evidence: README.md
- AGENTS.md evidence: README.md
The agent writes
- wiki/source-notes/ evidence: AGENTS.md
- index.md evidence: AGENTS.md
- log.md evidence: AGENTS.md
- wiki/syntheses/ evidence: AGENTS.md
- AGENTS.md evidence: CLAUDE.md
Requirements
Works with: Claude Code, OpenAI Codex, GitHub Copilot, Cursor, Gemini CLI, Kiro, OpenCode, Amp, Cline, JetBrains Junie, Devin (ex-Windsurf)
Set it up
This brain runs code automatically: 1 hook (claude-code), 1 script. Review .claude/settings.json, .githooks/pre-commit before opening the folder in Claude Code. No step below turns a hook on for you.
.claude/settings.json:python3 "$CLAUDE_PROJECT_DIR/.claude/hooks/lint_gate.py".githooks/pre-commit:runs on git pre-commit
Clone the repository at the commit AutoGineer scanned:
git clone https://github.com/MetamusicX/zissa-wiki.git && cd zissa-wiki && git checkout 8119876380f3f6971b321ecf56a7ee347d3b3268Claude Code reads CLAUDE.md from this folder automatically.
cd zissa-wiki && claude
AutoGineer scanned these files at commit 8119876.
- Not scanned by AutoGineerThe author’s README also describes installing it from a clone of its repository. Read its install section: AutoGineer did not scan that path. https://github.com/MetamusicX/zissa-wiki/blob/8119876380f3f6971b321ecf56a7ee347d3b3268/README.md#quickstart
First committed by MetamusicX. Published in MetamusicX/zissa-wiki. Licence: MIT License.
Usage
AutoGineer overview, from the brain’s own files
- Ingesting new research papers or notes to update the knowledge base.
- Querying the wiki to synthesize information across multiple sources.
- Linting the wiki to ensure structural integrity and link validity.
- Visualizing the research graph to identify connections between concepts and authors.
- Generating research deliverables like essays or slides from wiki content.
- “ingest raw/articles/smith-2020.pdf”
- The agent reads the source, discusses key claims, creates a source note, updates related concept pages, and runs a verification check.
- “python3 scripts/wiki.py graph --around individuation”
- Generates a Mermaid diagram showing the connections between the concept 'Individuation' and related authors, sources, and syntheses.
Documentation by MetamusicX
Zissa Wiki
A research wiki that writes itself as you read, and checks its own quotes.
Image: wiki checks Image: release Image: license: MIT Image: python 3.9+ Image: works with any LLM agent
Zissa Wiki is a personal knowledge base for academic research, kept in plain markdown and maintained by the AI agent of your choice: Claude Code, Codex, Gemini CLI, Cursor, an open-source agent running DeepSeek, Kimi, Qwen or Mistral, or a plain chat window in ChatGPT, Grok, Le Chat or DeepSeek. You drop a source into raw/ and say ingest. The agent reads it, writes a source note, and updates every concept, author, debate and project page the source touches. Every direct quote is then checked, word for word, against the file it came from.
It implements Andrej Karpathy's LLM Wiki pattern: rather than re-deriving knowledge from raw documents on every question (RAG), the model builds a persistent, interlinked wiki that compounds with each source. No database, no embeddings, no plugins.
Part of the Zissa family of open, agent-driven tooling, a sibling to Zissa Agent Orchestra. (Formerly
llm-research-wiki; old links still redirect.)
Quickstart
git clone https://github.com/MetamusicX/zissa-wiki.git my-wiki
cd my-wiki
git config core.hooksPath .githooks # optional: refuse commits that break links or misquoteThen open the folder in your agent (claude, codex, gemini, Cursor…), or use a chat app as described below.
Fill in the Domain Context at the end of
AGENTS.md: your research areas and key thinkers.Write a 2–3 page research map in your own words, save it as
raw/notes/research-map.md, and say "ingest raw/notes/research-map.md". This seeds the wiki with your conceptual framework.Add real sources one at a time ("ingest raw/articles/<file>.pdf"), and supervise the first 5–10 closely.
Ask research questions in plain language, and say "lint" every 10–15 ingests.
Works with any model
The schema lives in AGENTS.md, the cross-tool convention for agent instructions. Nothing in it depends on one vendor, and scripts/wiki.py never calls a model: it only reads and checks files. So the wiki is portable. Switch models whenever you like, and the pages, rules and checks stay the same.
| You use | Start with | It reads the schema from |
|---|---|---|
| Claude Code | claude, then /ingest, /query, /lint | CLAUDE.md, which imports AGENTS.md |
| Codex CLI (OpenAI) | codex, then "ingest raw/…" | AGENTS.md |
| Gemini CLI | gemini, then "ingest raw/…" | GEMINI.md, which imports AGENTS.md |
| Cursor, GitHub Copilot agent and other IDE agents | the agent chat, "ingest raw/…" | AGENTS.md |
| Any model through an open-source agent, e.g. OpenCode with DeepSeek, Kimi, Qwen, Grok, Mistral or a local model | the agent, "ingest raw/…" | AGENTS.md |
| A chat app: ChatGPT, Grok, Le Chat, DeepSeek, Kimi, Claude.ai… | wiki.py prompt, paste, then wiki.py apply | the prompt itself |
Tested end to end with Claude Code, Codex CLI and, through the chat-app route, a Mistral model: each ingest produced well-formed pages that passed wiki.py check.
In any chat app
A chat app can't open your files, so wiki.py carries them across. prompt bundles the schema, the page templates, index.md, the relevant wiki pages and the full source text into one message. apply writes the model's reply back into the wiki and checks it:
python3 scripts/wiki.py prompt ingest raw/articles/smith-2020.pdf | pbcopy # 1. copy the prompt
# 2. paste it into the chat, discuss the takeaways, say "go",
# then copy the one code block the model replies with
pbpaste | python3 scripts/wiki.py apply # 3. write the pages, then checkIf apply finds a broken link or a misquote, paste its report back into the chat, ask for corrected files, and apply again. prompt query "…" and prompt lint work the same way. When the wiki outgrows the model's context window, prompt includes the pages most relevant to the source or question: set the size with --budget, and force a page in with --include. On Linux use xclip -selection clipboard (and xclip -o); on Windows, clip and Get-Clipboard.
How it works
%%{init: {"flowchart": {"wrappingWidth": 400}}}%%
flowchart LR
you(["You"])
agent["<b>Your agent</b><br/>Claude · Codex · Gemini · any chat app<br/>follows AGENTS.md"]
tool["<b>scripts/wiki.py</b><br/>check · lint · quotes · graph · move"]
subgraph RAW["raw/ · you add"]
src[("Sources<br/>PDF · EPUB · notes<br/>transcripts · images")]
end
subgraph WIKI["wiki/ · the agent writes"]
sn["Source notes"]
pages["Concepts · Authors · Debates<br/>Methods · Themes · Projects"]
syn["Syntheses"]
end
subgraph NAV["navigation"]
idx["index.md<br/>concept clusters"]
log["log.md<br/>every change"]
end
you -- "add a source" --> src
you -- "ask" --> agent
src -. "read, never modified" .-> agent
agent --> sn & pages & syn
agent --> idx & log
agent -- "check before finishing" --> tool
tool -. "errors to fix" .-> agent
classDef ai fill:#fbe7df,stroke:#d97757,color:#1f2328
classDef det fill:#e2e8f0,stroke:#475569,color:#1f2328
class agent ai
class tool det| Layer | Contents | Who writes it |
|---|---|---|
raw/ | Immutable sources: articles, books, chapters, notes, transcripts, annotations, images | You |
wiki/ | Interlinked markdown pages: source notes, concepts, authors, debates, syntheses, projects | The agent |
| schema | AGENTS.md (the rules), templates/ (one per page type), index.md (clusters), log.md (history) | You and the agent |
Raw sources are read once and never modified. The wiki is the layer that answers questions.
The three workflows
The rules live in AGENTS.md, which your agent loads at the start of every session. You start each workflow in plain language ("ingest …", a question, "lint"). In Claude Code they are also slash commands.
Ingest: one source in, 10–15 pages updated
sequenceDiagram
actor You
participant C as Your agent
participant W as wiki/ · index · log
participant T as wiki.py
You->>C: ingest raw/articles/smith-2020.pdf
C->>C: read the source in full
C-->>You: central argument, key claims, pages it will touch
You->>C: go ahead
C->>W: write the source note
C->>T: quotes smith-2020-….md
T-->>C: p. 45 — the source reads "tensions", not "energies"
C->>W: fix the quote against the source
par one subagent per page
C->>W: concept, author, debate and project pages
end
C->>W: index.md and log.md
C->>T: check (lint + quotes)
T-->>C: 0 errors
C-->>You: 12 pages created or updatedThe agent discusses the source with you before writing anything. It reads each page template only when it is about to write that kind of page. If your tool supports subagents, a large ingest can hand independent page updates to them in parallel.
Query: answers from the wiki, at constant cost
%%{init: {"flowchart": {"wrappingWidth": 400}}}%%
flowchart LR
q(["Your question"]) --> idx["index.md<br/>find the cluster"]
idx --> has{"Synthesis for<br/>this cluster?"}
has -- yes --> syn["Read the synthesis"]
has -- no --> core["Read the core pages"]
syn --> rel["Follow <code>related:</code><br/>to neighbours"]
core --> rel
rel --> ans(["Answer, citing<br/>wiki pages"])
ans -. "worth keeping?" .-> save["Save as a<br/>new synthesis"]A flat index gets slow past ~50 pages. So queries run a three-step cascade:
Concept clusters.
index.mdgroups concepts into 4–6 thematic clusters per domain, and a query picks its cluster first.Synthesis pages. A cluster's pre-digested overview in
wiki/syntheses/. One page read instead of six.related:fields. Every concept and author page lists its 3–5 closest neighbours, so the agent can move between pages without re-scanning the index.
Each step narrows the reading set, which keeps query cost roughly constant at 100+ pages.
Lint: the tool is the hands, the agent is the head
Mechanical checks run as deterministic Python; judgement checks are left to the agent. The result is one prioritised list, and nothing is fixed without your say.
wiki.py checks, exactly and for free | The agent judges, by reading |
|---|---|
| broken links, orphan pages, index drift | duplicate pages |
| missing or invalid frontmatter | contradictions between pages |
| oversize pages, thin source support | stale pages that new sources should have touched |
| misquotes against the raw file, and wrong page numbers | weak or generic pages |
Quotes you can trust
AGENTS.md tells the agent never to invent a citation. wiki.py quotes enforces it. For each source note it finds the linked raw file (PDF, EPUB, DOCX, HTML, markdown, text) and checks that every quote appears in it. Only the letters are compared, so PDF extraction noise, ligatures and line-end hyphens don't count as differences. When a quote has drifted, it tells you exactly where:
✗ ERROR (1)
wiki/source-notes/x-2020.md:14 [quote-differs] departs from the source at
“…ndividual is a reservoir of energies”; the source reads “…dividual is a reservoir of tensions.”It also catches omissions made without an ellipsis, dropped in-text citations, and page numbers that don't hold the passage. It reads the page numbers printed in the PDF, so book pages and PDF pages don't get confused.
See your wiki
wiki.py graph draws the wiki, or the neighbourhood of one page, as a Mermaid diagram. That renders on GitHub, in Obsidian, and inside any wiki page:
python3 scripts/wiki.py graph --around individuationflowchart LR
n0(["Gilbert Simondon"])
n1(["Gilles Deleuze"])
n2("Difference in itself")
n3("Individuation")
n4("Metastability")
n5("Preindividual")
n6("Transduction")
n7[["Deleuze 1968 — Difference and Repetition"]]
n8[["Simondon — L'individuation"]]
n9[/"Individuation from Simondon to Deleuze"/]
n0 --> n3
n2 --> n3
n3 --> n5
n3 <--> n6
n3 <--> n7
n3 <--> n8
n9 --> n3
n1 -.- n3
n4 -.- n3
classDef author fill:#fce7f3,stroke:#db2777,color:#1f2328
class n0,n1 author
classDef concept fill:#dbeafe,stroke:#3b82f6,color:#1f2328
class n2,n3,n4,n5,n6 concept
classDef source_note fill:#f1f5f9,stroke:#64748b,color:#1f2328
class n7,n8 source_note
classDef synthesis fill:#dcfce7,stroke:#16a34a,color:#1f2328
class n9 synthesis
style n3 stroke-width:3px<sub>Shapes and colours by page type: concepts rounded blue, authors pill-shaped pink, source notes grey, syntheses green. Solid arrows are links; dotted lines are related: entries. --depth 2 goes a hop further; --all-edges adds the links between neighbours. Illustrative demo pages.</sub>
The wiki is plain markdown with relative links, so the folder also opens as an Obsidian vault as it is, graph view included.
Tools
scripts/wiki.py is a single-file, zero-dependency Python tool (3.9+). Full reference: scripts/README.md.
| Command | What it does |
|---|---|
python3 scripts/wiki.py check | The finishing check: lint errors, plus quotes in every changed source note. |
python3 scripts/wiki.py lint | Links, orphans, index drift, frontmatter, size, thin support. Exits nonzero on any error. |
python3 scripts/wiki.py quotes [NOTE] | Every direct quote against its raw file, plus page numbers. |
python3 scripts/wiki.py graph [--around PAGE] | The wiki's link graph as a Mermaid diagram. |
python3 scripts/wiki.py move OLD NEW | Renames a page and rewrites every link and related: entry pointing to it. |
python3 scripts/wiki.py prompt ingest|query|lint | Bundles a workflow into one message for any chat app. |
python3 scripts/wiki.py apply | Writes a chat model's reply into the wiki, then runs check. |
The finishing check runs whichever agent you use:
Every agent runs
wiki.py checkas the last step of each ingest;AGENTS.mdrequires it.A git pre-commit hook (
.githooks/pre-commit) refuses any commit whose wiki changes break a link or misquote a source, no matter which agent (or person) made them. Turn it on once per clone withgit config core.hooksPath .githooks.GitHub Actions (
.github/workflows/wiki.yml) checks every push to your fork.wiki.py applychecks everything a chat model sends back.In Claude Code, a Stop hook (
.claude/hooks/lint_gate.py) runs the check before Claude finishes a task and sends it back to fix what fails.
Folder structure
raw/ your sources — immutable
articles/ books/ chapters/ notes/ annotations/ transcripts/ images/ _staging/
wiki/ written by the agent
concepts/ authors/ debates/ themes/ methods/ syntheses/ source-notes/ projects/
templates/ one template per page type, read on demand
outputs/ finished deliverables: essays/ slides/ handouts/ tables/
archive/ superseded pages
conversations/ saved sessions
.githooks/ pre-commit: the finishing check on every commit
.claude/ Claude Code extras: /ingest /query /lint, the Stop hook
scripts/wiki.py check · lint · quotes · graph · move · prompt · apply
conventions.toml the machine-checkable rules the tool reads
AGENTS.md the schema — "the law of the wiki", for every agent
CLAUDE.md, GEMINI.md one-line imports of AGENTS.md for Claude Code and Gemini CLI
index.md · log.md navigation and historyPage types
| Type | Location | Purpose |
|---|---|---|
| Source note | wiki/source-notes/ | One per ingested source: summary, key claims, verified quotes, connections |
| Concept | wiki/concepts/ | Definition, key thinkers, related concepts, source support |
| Author | wiki/authors/ | Bio, key works, concepts, relevance to your research |
| Debate | wiki/debates/ | Framed positions, key texts, current state |
| Synthesis | wiki/syntheses/ | Evolving argumentative overview of a cluster |
| Project | wiki/projects/<name>/ | Your active research or writing projects |
| Method · Theme | wiki/methods/ · wiki/themes/ | Research methods; clusters that exceed one concept |
Optionally, every claim can carry an epistemic marker: [W] for the wiki's own synthesis across sources, [P] for your research position, [?] for the uncertain, and none for a claim a named source makes. The markers keep "what the source says" apart from "what I argue". They are off by default; see Epistemic Markers in AGENTS.md to switch them on.
Each type has a template in templates/ with YAML frontmatter (title, type, tags, related, created, updated). The agent reads a template only when it is about to write that kind of page, so the always-loaded AGENTS.md stays lean.
Scaling advice
Start with your own research map as the first ingest. It seeds the wiki with your framework.
Ingest one source at a time for the first 10–15, and supervise the quality.
Don't ingest your whole library, only what matters to your active projects.
raw/_staging/is a holding pen: review it weekly.Lint every 10–15 ingests.
Create the first synthesis when a cluster has 4+ sources and keeps coming up in queries.
At ~50 sources the wiki becomes a genuine research tool; at ~100 it's indispensable.
Template vs. live wiki
This repository is the template, the unspecialised seed: placeholder Domain Context, empty raw/ and wiki/. Fork it and make it yours. Please keep your own research content in your fork rather than opening PRs with it here; see CONTRIBUTING.
My own working wiki is a separate version specialised to my research (Continental philosophy of science, new music studies, posthuman music). It uses the same schema, workflows and templates, plus a populated Domain Context and project folders.
Two adjacent systems in my setup share this DNA but serve other ends. The MetamusicX wiki builds atomic entities from research-meeting transcripts, and Alluvium turns daily journals into PARA-organised atomic notes. This template is the academic-research variant.
Requirements
An AI agent: any from the table above, or just a chat app
Python 3.9+ for
scripts/wiki.py: recommended for the checks, and required for the chat-app route (the wiki itself is pure markdown)poppler's
pdftotextsowiki quotescan read PDFs (optional;brew install poppler/apt install poppler-utils)
Credits
Pattern: Andrej Karpathy, "LLM Wiki" (April 2026)
Tooling ideas: engram (the tool is the hands, the agent is the head) and tome (
conventions.toml)Adaptation and implementation: Paulo de Assis, built with Claude Code (Anthropic)
See CHANGELOG for what's new. MIT licensed.
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- AGENTS.md
- ATTRIBUTION.md
- AUTOGINEER-RUNS.md
- CHANGELOG.md
- CLAUDE.md
- CODE_OF_CONDUCT.md
- CONTRIBUTING.md
- GEMINI.md
- LICENSE
- README.md
- SECURITY.md
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Advantages
- Ensures high accuracy through automated quote verification against original source files. evidence: README.md
- Maintains a persistent, interlinked knowledge base that compounds value with every new source. evidence: README.md
- Model-agnostic design allows users to switch between different AI agents without losing data or structure. evidence: README.md
Limitations
- Requires manual supervision of the first 5-10 ingests to ensure agent alignment with the research framework. evidence: README.md
- The wiki can outgrow the model's context window, requiring the use of budget-limited prompts. evidence: README.md
Security
Risk level: Low risk
This brain runs
Hooks (1)
.claude/settings.json(Stop):python3 "$CLAUDE_PROJECT_DIR/.claude/hooks/lint_gate.py"
Agent instructions that run or fetch something (10)
.claude/skills/ingest/SKILL.md:Finish with `python3 scripts/wiki.py check`..claude/skills/lint/SKILL.md:Run **Workflow 3: LINT** from `AGENTS.md`..claude/skills/query/SKILL.md:To show how the pages you used connect, `python3 scripts/wiki.py graph --around <page>` prints a Mermaid diagram you can include.AGENTS.md:`python3 scripts/wiki.py quotes` checks all of this.AGENTS.md:Then run `python3 scripts/wiki.py quotes wiki/source-notes/<file>.md` and resolve every error before going on.AGENTS.md:If your tool can run subagents and many pages need updating, you may hand independent page updates to them in parallel — one page per subagent, never two on the same file.AGENTS.md:Run `python3 scripts/wiki.py check` and fix every error it reports.AGENTS.md:| Command | Use it to | |---|---| | `python3 scripts/wiki.py check` | **the finishing check**: lint errors, plus quotes in every source note changed since the last commit.AGENTS.md:Run it before you end any task that changed `wiki/` or `index.md` | | `python3 scripts/wiki.py lint` | check links, orphans, index drift, frontmatter (nonzero exit on any error) | | `python3 scripts/wiki.py quotes [NOTE]` | check direct quotes against their raw files | | `python3 scrip …[+210 chars]CLAUDE.md:A Stop hook (`.claude/settings.json`) runs `python3 scripts/wiki.py check` before you finish any task that changed `wiki/` or `index.md`.
Git hooks (1)
.githooks/pre-commit(pre-commit):runs on git pre-commit
- Low risk: scripts-present (.claude/hooks/lint_gate.py)
- Low risk: scripts-present (.githooks/pre-commit)
- Low risk: scripts-present (scripts/wiki.py)
Attribution and licence
- First committed by
MetamusicX
- Publisher
- Paulo de Assis (Community)
- Source
- MetamusicX/zissa-wiki · commit 8119876
- Licence
- MIT License (files served here)
- ATTRIBUTION.md (written by AutoGineer)
- Synced
- Contributors
- MetamusicX
AutoGineer is not affiliated with or endorsed by MetamusicX.
Install from source
45 of its files are not served here, so there is no ZIP. MetamusicX/zissa-wiki at 8119876