CLI tool to maintain hybrid LLM Wikis for multi-language projects.
Project description
LLM Wiki CLI
LLM Wiki CLI builds and maintains a repo-local architectural wiki for coding agents. It scans source code into a compact structural inventory, generates Markdown pages under a wiki directory, validates those pages against the live codebase, and prepares or triggers wiki-sync prompts after commits.
The PyPI distribution is agent-wiki-cli. The installed console command remains
llm-wiki, and the Python import package remains llm_wiki_cli.
What It Creates
The default wiki lives at docs/llm_wiki/ and contains:
index.md: table of contents for generated pages.log.md: append-only architectural change log.entities/: class, struct, interface, and type pages.modules/: source-file pages.workflows/: detected or manually maintained cross-module flow pages.infrastructure/: Dockerfile and Compose pages..llm-wiki-manifest.json: source hash manifest used by incremental sync and strict linting.
The package has no required Python runtime dependencies. Optional features use
external tools when they are available on PATH.
Supported Inputs
| Area | Implementation | Runtime requirement |
|---|---|---|
| Python | stdlib ast |
Python 3.9+ |
| TypeScript / TSX | bundled Node script using ts-morph |
Node.js and npm |
| Go | bundled Go extractor using go/ast |
Go toolchain |
| Rust | bundled Rust extractor using syn |
Cargo / Rust toolchain |
| Docker / Compose | built-in parsers | none |
| MCP server | official Python MCP SDK | agent-wiki-cli[mcp], Python 3.10+ |
TypeScript, Go, and Rust extras are metadata-only; the actual toolchains must be
installed separately. The TypeScript extractor runs npm install in its bundled
extractor directory on first use if node_modules is missing.
Agent Support
| Agent | Schema file | Sync mode |
|---|---|---|
claude |
CLAUDE.md |
headless CLI |
aider |
.aider.conf.yml |
headless CLI |
opencode |
.opencode/instructions.md |
headless CLI |
copilot |
.github/copilot-instructions.md |
IDE prompt |
cursor |
.cursorrules |
IDE prompt |
generic |
AGENTS.md |
IDE prompt |
Headless sync delegates to the selected CLI agent. For Claude, this currently
uses claude -p --dangerously-skip-permissions, so enable automation only in an
environment where that is acceptable.
Installation
From PyPI:
pip install agent-wiki-cli
With MCP server support:
pip install "agent-wiki-cli[mcp]"
From source:
git clone https://github.com/Denissvgn/python-wiki-llm.git
cd python-wiki-llm
pip install -e ".[dev]"
The following extras are accepted for compatibility with documented workflows, but they do not install the external TypeScript, Go, or Rust toolchains:
pip install "agent-wiki-cli[typescript,go,rust]"
Uninstall the Python package with:
pip uninstall agent-wiki-cli
Quick Start
Initialize the wiki structure and the agent instruction file:
llm-wiki init --agent claude
Generate the initial wiki from an existing codebase:
llm-wiki bootstrap --src-dir . --wiki-dir docs/llm_wiki
Validate the wiki:
llm-wiki lint --wiki-dir docs/llm_wiki --src-dir .
Install a post-commit hook:
llm-wiki install-hook
init writes the selected agent and quality-hint setting to
.git/.llm-wiki-agent when the project is a Git repo. Outside Git, it falls
back to <wiki-dir>/.llm-wiki-agent.
Automation
llm-wiki install-hook installs a post-commit hook. The hook mode depends on
the configured agent.
For CLI agents (claude, aider, opencode), the hook starts:
llm-wiki trigger-agent --agent <agent>
The trigger command:
- takes
git diff HEAD~1..HEAD; - skips empty diffs and oversized diffs unless
--forceis used; - uses a lock file to prevent concurrent syncs;
- opens a circuit breaker after repeated failures;
- builds deep source inventory and call-graph context;
- writes
.git/llm-wiki-prompt.txtwith owner-only permissions where supported; - invokes the selected agent with a prompt that asks it to update, lint, and commit wiki changes.
Useful trigger options:
llm-wiki trigger-agent --agent claude --timeout 600 --max-diff-lines 2000
llm-wiki trigger-agent --agent claude --max-prompt-bytes 2000000
llm-wiki trigger-agent --agent claude --force
llm-wiki trigger-agent --reset-breaker
For IDE agents (copilot, cursor, generic), the hook generates
.git/llm-wiki-prompt.txt with llm-wiki generate-prompt and prints a reminder
to paste that prompt into the IDE chat.
Optional strict pre-commit validation:
llm-wiki install-hook --enable-validation
Use --force when you intentionally want to replace an existing unrelated hook:
llm-wiki install-hook --force
Command Reference
init
Scaffold the wiki structure and agent constraint file.
llm-wiki init --agent claude
llm-wiki init --agent copilot --wiki-dir .wiki
llm-wiki init --agent cursor --no-quality-hints
Supported agents are claude, aider, opencode, copilot, cursor, and
generic.
bootstrap
Generate a full wiki for an existing project.
llm-wiki bootstrap --src-dir . --wiki-dir docs/llm_wiki
llm-wiki bootstrap --overwrite
llm-wiki bootstrap --depth shallow
llm-wiki bootstrap --skip-workflows
bootstrap writes entity, module, workflow, infrastructure, index, log, and
manifest files. --depth full is the default and includes docstrings, imports,
attributes, method signatures, and relationship data where extractors provide
it.
sync
Incrementally regenerate only pages whose source files changed since the last manifest.
llm-wiki sync --src-dir . --wiki-dir docs/llm_wiki
If an older wiki has index.md but no manifest, sync seeds
.llm-wiki-manifest.json without modifying pages. If neither a manifest nor an
existing wiki is present, run bootstrap first.
extract
Print source inventory as JSON. All registered extractors run; missing optional toolchains are skipped when there are no matching source files.
llm-wiki extract --src-dir .
llm-wiki extract --src-dir . --changed
llm-wiki extract --src-dir . --summary
llm-wiki extract --src-dir . --deep
llm-wiki extract --src-dir . --paths src/foo.py src/bar.ts
llm-wiki extract --src-dir . --package llm_wiki_cli
llm-wiki extract --src-dir . --include-empty
lint and ci-check
Validate wiki links, orphan pages, entities, modules, workflows, infrastructure, plugin lint rules, and team policy.
llm-wiki lint --wiki-dir docs/llm_wiki --src-dir .
llm-wiki lint --strict --wiki-dir docs/llm_wiki --src-dir .
Strict mode also requires the core wiki structure and a fresh sync manifest.
For CI:
llm-wiki ci-check --src-dir . --wiki-dir docs/llm_wiki
llm-wiki ci-check --format json --report .git/llm-wiki-ci-report.md
llm-wiki ci-check --format markdown
ci-check always runs strict validation, writes a Markdown report, records a
local metrics event, and exits nonzero on validation failure.
context
Build a token-budgeted source snapshot for agents.
llm-wiki context --budget 8000 --src-dir . --format json
llm-wiki context --budget 8000 --src-dir . --format markdown
llm-wiki context --budget 8000 --focus changed
llm-wiki context --budget 8000 --focus all
--focus changed is the default. Changed files get full detail, one-hop import
neighbors get slim detail, and remaining files get names only.
External tools can use the llm-wiki-context/v1 JSON request protocol:
llm-wiki context --request request.json --src-dir .
cat request.json | llm-wiki context --request - --src-dir .
Example request:
{
"protocol": "llm-wiki-context/v1",
"budget_tokens": 8000,
"focus": ["changed", "neighbors"],
"format": "json",
"filters": {
"language": "python"
}
}
generate-prompt
Build a sync prompt for IDE agents or for manual review.
llm-wiki generate-prompt
llm-wiki generate-prompt --print
llm-wiki generate-prompt --change-type feature
llm-wiki generate-prompt --template compact
The generated prompt includes change-type guidance. Installed prompt templates can override the default prompt body.
mcp
Run a local MCP server exposing read-only wiki tools and resources.
llm-wiki mcp --wiki-dir docs/llm_wiki --src-dir .
llm-wiki mcp --transport http --host 127.0.0.1 --port 8765
The MCP server exposes wiki search, entity/module fetches, context payloads, lint summaries, and status information. HTTP mode is intended for local use and defaults to loopback.
install and plugins
Install and manage local plugins.
llm-wiki install ./vendor/my-plugin --yes
llm-wiki install my-catalog-plugin --dry-run
llm-wiki plugins list
llm-wiki plugins validate ./vendor/my-plugin
llm-wiki plugins remove my-plugin
Plugin manifests can register extractors, prompt templates, lint rules, and
agent skill blocks. Plugin references are resolved from project-local paths or
.llm-wiki/catalog.json.
team
Manage shared team policy for prompt defaults, required plugin components, and generated-wiki conflict handling.
llm-wiki team init --wiki-dir docs/llm_wiki
llm-wiki team check --src-dir . --wiki-dir docs/llm_wiki
llm-wiki team resolve-conflicts --wiki-dir docs/llm_wiki
llm-wiki team resolve-conflicts --write --wiki-dir docs/llm_wiki
resolve-conflicts only applies conservative resolutions for generated pages.
Manual workflow conflicts are left for humans to resolve.
obsidian
Export and validate an Obsidian-friendly mirror of the canonical wiki.
llm-wiki obsidian export --wiki-dir docs/llm_wiki --vault-dir ~/Vaults/project
llm-wiki obsidian check --wiki-dir docs/llm_wiki --vault-dir ~/Vaults/project
llm-wiki obsidian install-plugin --vault-dir ~/Vaults/project
The mirror adds frontmatter, wikilinks, related links, and sidecar human notes.
The canonical source of truth remains docs/llm_wiki/.
metrics
Show local quality and automation metrics.
llm-wiki metrics --last 30d
llm-wiki metrics --format json
Metrics are stored locally under .git/llm-wiki-metrics.jsonl when available.
review
Run a static wiki-aware review of proposed code changes.
llm-wiki review --base main --head HEAD
llm-wiki review --patch change.patch --format json
The review command compares code changes with wiki coverage and reports stale or missing documentation risks.
upgrade
Refresh framework-managed artifacts in place.
llm-wiki upgrade
llm-wiki upgrade --agent copilot
llm-wiki upgrade --force
llm-wiki upgrade --no-quality-hints
upgrade refreshes agent instruction blocks, wiki directories, hooks, plugin
skill blocks, and persisted local config.
migrate
Reconcile older wiki layouts with current canonical names.
llm-wiki migrate --dry-run
llm-wiki migrate --chunk-size 50 --plan-chunks
llm-wiki migrate --chunk-size 50 --chunk 1
status, release, bump, and uninstall
llm-wiki status
llm-wiki release --stage
llm-wiki bump --patch --stage
llm-wiki uninstall --dry-run
llm-wiki uninstall --remove-wiki
uninstall removes project integration artifacts. It does not uninstall the
CLI itself. To remove the Python package, run pip uninstall agent-wiki-cli.
Security Model
LLM Wiki is a local automation tool. It can generate prompt files containing
diffs, source structure, and architectural context. Prompt files are written
inside .git/ by default and use owner-only permissions where the platform
supports that mode.
Headless CLI agents can edit files and run commands according to their own permission model. Review generated wiki diffs before trusting unattended automation in a shared repository.
The repository includes community health files:
CODE_OF_CONDUCT.mdSECURITY.md- GitHub issue templates
Development
Run tests from the repository root:
pip install -e ".[dev]"
python -m pytest
Run the MCP tests with the optional dependency installed:
pip install -e ".[dev,mcp]"
python -m pytest tests/test_mcp.py
Before release, check metadata and docs:
python -m pytest tests/test_package_metadata.py
python -m build
Contribution Policy
This project does not maintain a formal contribution process. You are welcome to freely fork it, adapt it to your workflow, and publish your own changes under the license terms.
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