LLM Wiki Knowledge Graph
Egonex-AI/Understand-Anything
Detects a Karpathy-pattern LLM wiki and builds an interactive knowledge graph with entities, implicit relationships and topic clusters.
Navigate the pre-built Knowledge Base graph to discover repo conventions, architecture, testing patterns, and verification strategies before coding.
Install Knowledge Reader
$ npx skills add doordash-oss/agentic-orchestrator --skill knowledge-reader -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install doordash-oss/agentic-orchestrator knowledge-reader --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/doordash-oss/agentic-orchestrator.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/knowledge-reader .claude/skills/knowledge-reader && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "knowledge-reader" agent skill from https://github.com/doordash-oss/agentic-orchestrator/tree/main/skills/knowledge-reader into .claude/skills/knowledge-reader/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-reader", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/doordash-oss/agentic-orchestrator/tree/main/skills/knowledge-readerType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add doordash-oss/agentic-orchestrator --skill knowledge-reader -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install doordash-oss/agentic-orchestrator knowledge-reader --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/doordash-oss/agentic-orchestrator.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/knowledge-reader .agents/skills/knowledge-reader && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "knowledge-reader" agent skill from https://github.com/doordash-oss/agentic-orchestrator/tree/main/skills/knowledge-reader into .agents/skills/knowledge-reader/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-reader", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add doordash-oss/agentic-orchestrator --skill knowledge-reader -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install doordash-oss/agentic-orchestrator knowledge-reader --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/doordash-oss/agentic-orchestrator.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/knowledge-reader .cursor/skills/knowledge-reader && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "knowledge-reader" agent skill from https://github.com/doordash-oss/agentic-orchestrator/tree/main/skills/knowledge-reader into .cursor/skills/knowledge-reader/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-reader", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/doordash-oss/agentic-orchestrator.git --path skills/knowledge-reader--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add doordash-oss/agentic-orchestrator --skill knowledge-reader -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install doordash-oss/agentic-orchestrator knowledge-reader --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/doordash-oss/agentic-orchestrator.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/knowledge-reader .gemini/skills/knowledge-reader && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "knowledge-reader" agent skill from https://github.com/doordash-oss/agentic-orchestrator/tree/main/skills/knowledge-reader into .gemini/skills/knowledge-reader/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-reader", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install doordash-oss/agentic-orchestrator knowledge-readerInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add doordash-oss/agentic-orchestrator --skill knowledge-reader -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/doordash-oss/agentic-orchestrator.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/knowledge-reader .github/skills/knowledge-reader && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "knowledge-reader" agent skill from https://github.com/doordash-oss/agentic-orchestrator/tree/main/skills/knowledge-reader into .github/skills/knowledge-reader/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-reader", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add doordash-oss/agentic-orchestrator --skill knowledge-reader -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install doordash-oss/agentic-orchestrator knowledge-reader --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/doordash-oss/agentic-orchestrator.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/knowledge-reader .opencode/skills/knowledge-reader && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "knowledge-reader" agent skill from https://github.com/doordash-oss/agentic-orchestrator/tree/main/skills/knowledge-reader into .opencode/skills/knowledge-reader/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-reader", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
knowledge-reader- GitHub stars
- 111
- Token cost
- ~787 tokens
- SKILL.md length
- 366 words
- Files
- 1
- Skills in repo
- 2
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Navigate the pre-built Knowledge Base graph to discover repo conventions, architecture, testing patterns, and verification strategies before coding.
- Works in 5 steps: Read the KB index from the path listed… → Identify which categories are relevant… → Read the category's index.md first… → …
- Tasks that involve Knowledge bases
- SKILL.md covers When to Read KB Leaf Files, How to Navigate, Category Overview and Important Notes
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Knowledge Reader is an agent skill from doordash-oss/agentic-orchestrator. Navigate the pre-built Knowledge Base graph to discover repo conventions, architecture, testing patterns, and verification strategies before coding.
Its SKILL.md is about 790 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Knowledge Management, covering Knowledge bases and Test strategy. The repository describes itself as: Turn a goal into a supervised run. The licence is Apache-2.0.
When your agent uses it
- Tasks that involve Knowledge bases
- Tasks that involve Test strategy
Example prompts
- “/knowledge-reader”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Read the KB index from the path listed in Pre-flight — it shows the category map, build commands, key architecture decisions, and…
- Identify which categories are relevant to your current task using the table above
- Read the category's index.md first (e.g., /conventions/index.md) to discover the actual leaf filenames — these vary per repo
- Read the relevant leaf files based on what the category index lists
- Only read what you need — typically 2-4 leaf files per task
What it can do on your machine
Read from SKILL.md and the folder at commit fa7b2d6. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Knowledge Reader loads about 787 tokens when it runs. Until then it costs about 41 tokens; SKILL.md has 366 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from doordash-oss/agentic-orchestrator at commit fa7b2d6, republished under its Apache-2.0 licence (© doordash-oss). 366 words, ~787 tokens.
Download SKILL.mdSave it as
.claude/skills/knowledge-reader/SKILL.md (or your agent's skills folder).- name
- knowledge-reader
- description
- Navigate the pre-built Knowledge Base graph to discover repo conventions, architecture, testing patterns, and verification strategies before coding.
- topics
- knowledge base, KB, conventions, testing, architecture, patterns, verification, dependencies, code style, error handling
- license
- Apache-2.0
- provenance
- agentic-orchestrator-original
Knowledge Base Reader
You have access to a pre-built Knowledge Base (KB) for the target repository. The KB index path and KB directory are listed in the Pre-flight section of your prompt — read the KB index first to see what categories are available.
The KB is a structured graph of markdown documents organized into categories. Each category has an index file and detailed leaf files. Start by reading the KB index, then use the KB directory path to read specific leaf files relevant to your task.
When to Read KB Leaf Files
Consult the KB before you:
| Situation | Read from these KB categories |
|---|---|
| Write or modify code | conventions/ — read the index, then leaf files for error handling, naming, code style |
| Write or modify tests | verification/ + conventions/ — test patterns, test infrastructure, testing conventions |
| Make architectural decisions | architecture/ — components, data flow, key abstractions |
| Use or extend APIs | api-surface/ — services, client libraries, config schemas |
| Add dependencies | dependencies/ — approved libraries, version constraints |
| Set up verification steps | verification/ — test suites, CI pipeline, verification order |
How to Navigate
- Read the KB index from the path listed in Pre-flight — it shows the category map, build commands, key architecture decisions, and important file paths
- Identify which categories are relevant to your current task using the table above
- Read the category's
index.mdfirst (e.g.,<KB Directory>/conventions/index.md) to discover the actual leaf filenames — these vary per repo - Read the relevant leaf files based on what the category index lists
- Only read what you need — typically 2-4 leaf files per task
Show full SKILL.md (111 more words)Show less
Category Overview
| Category | What it covers |
|---|---|
architecture/ | Component maps, data flow patterns, dependency injection modules, key abstractions, concurrency and persistence models |
conventions/ | Error handling patterns (including error grading), naming conventions, testing patterns, code style, logging and context propagation |
api-surface/ | gRPC services, CLI tools, client library API, configuration schemas, environment variables, Kafka event contracts |
dependencies/ | Go library inventory, build tools (Task, Bazel, etc.), runtime services (Cassandra, CRDB, Kafka), version constraints |
verification/ | Unit test patterns, integration test infrastructure, CI pipeline, linting rules, recommended verification order |
Important Notes
- The KB may be slightly behind the current codebase. If KB content conflicts with what you see in the actual source code, trust the source code.
© doordash-oss, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/knowledge-reader of doordash-oss/agentic-orchestrator.
Open the folder on GitHubat commit fa7b2d6
Compare with similar skills
Knowledge Reader next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Knowledge Reader this skilldoordash-oss/agentic-orchestrator | 111 | — | ~787 | Automated safety check: Pass | Apache-2.0 | |
| LLM Wiki Knowledge GraphEgonex-AI/Understand-Anything | 85k | 1 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Xhs Virtual Productchenjin-cmd/xhs-virtual-product | 726 | — | ~862 | Automated safety check: Pass | MIT | |
| OpenkbVectifyAI/OpenKB | 4.7k | 1 repos | ~2k | Automated safety check: Warn | Apache-2.0 | |
| Learn From Materialsdmoshehun-prog/learn-from-materials | 902 | — | ~7.9k | Automated safety check: Pass | MIT | |
| Onyx CLIonyx-dot-app/onyx | 32k | 1 repos | ~2.6k | Automated safety check: Pass | Custom licence |
Similar skills
Xhs Virtual Product
chenjin-cmd/xhs-virtual-product
This skill helps plan, select, produce, and market Xiaohongshu (RED) virtual/digital products — templates, knowledge bases, test tools, study materials.
Openkb
VectifyAI/OpenKB
A skill your agent uses when the user asks about content in their OpenKB knowledge base — research topics, concepts compiled from their documents, cross-document synthesis — or mentions openkb, an…
Learn From Materials
dmoshehun-prog/learn-from-materials
Turns books, PDFs, slides and web pages into a source-grounded knowledge base and an interactive learning page in English or Chinese, with quizzes, relationship maps and reusable methodology notes.
Onyx CLI
onyx-dot-app/onyx
Query the Onyx knowledge base using the onyx-cli command. An agent skill from onyx-dot-app/onyx.
LLM Wiki
lewislulu/llm-wiki-skill
Build and maintain a Karpathy-style LLM knowledge base — a self-compiling Obsidian markdown wiki where an Agent ingests raw sources, compiles cross-linked concept/entity/summary pages, answers…
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Categories
Questions about Knowledge Reader
What does Knowledge Reader do?
Navigate the pre-built Knowledge Base graph to discover repo conventions, architecture, testing patterns, and verification strategies before coding. Knowledge Reader is an agent skill from doordash-oss/agentic-orchestrator. Navigate the pre-built Knowledge Base graph to discover repo conventions, architecture, testing patterns, and verification strategies before coding.
When should I use Knowledge Reader?
Knowledge Reader fits situations like: tasks that involve Knowledge bases; tasks that involve Test strategy.
How do I install Knowledge Reader in Claude Code?
Run `npx skills add doordash-oss/agentic-orchestrator --skill knowledge-reader -a claude-code`. Or copy the skill folder (skills/knowledge-reader in doordash-oss/agentic-orchestrator) into .claude/skills/knowledge-reader in your project. Claude Code loads it when a task matches its description.
How do I install Knowledge Reader in Codex?
Run `npx skills add doordash-oss/agentic-orchestrator --skill knowledge-reader -a codex`. Or copy the skill folder (skills/knowledge-reader in doordash-oss/agentic-orchestrator) into .agents/skills/knowledge-reader in your project. Codex loads it when a task matches its description.
Can I use Knowledge Reader in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add doordash-oss/agentic-orchestrator --skill knowledge-reader -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/knowledge-reader, .gemini/skills/knowledge-reader, .github/skills/knowledge-reader and .opencode/skills/knowledge-reader in your project.
What does Knowledge Reader need to run?
SKILL.md names no scripts, command-line tools or credentials: Knowledge Reader is instructions for the agent only.
Does Knowledge Reader access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Knowledge Reader safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Knowledge Reader use?
Knowledge Reader is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Knowledge Reader use?
About 787 tokens (SKILL.md is roughly 3.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Knowledge Reader?
Skills that share tags, products or a category with Knowledge Reader: LLM Wiki Knowledge Graph (Egonex-AI/Understand-Anything, 85k stars), Xhs Virtual Product (chenjin-cmd/xhs-virtual-product, 726 stars), Openkb (VectifyAI/OpenKB, 4.7k stars) and Learn From Materials (dmoshehun-prog/learn-from-materials, 902 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Knowledge Reader?
doordash-oss (a GitHub organization) maintains it in doordash-oss/agentic-orchestrator, which has 111 GitHub stars. The repository holds 2 skills in this directory. The repository was last updated on October 4, 2026.
Source: doordash-oss/agentic-orchestrator on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.