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.
Process large document corpora (1000+ docs, millions of tokens) through knowledge graph construction and stateful multi-hop reasoning.
Install Recursive Knowledge
$ npx skills add aiskillstore/marketplace --skill recursive-knowledge -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aiskillstore/marketplace recursive-knowledge --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/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/cornjebus/recursive-knowledge .claude/skills/recursive-knowledge && 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 "recursive-knowledge" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/cornjebus/recursive-knowledge into .claude/skills/recursive-knowledge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "recursive-knowledge", 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/aiskillstore/marketplace/tree/main/skills/cornjebus/recursive-knowledgeType 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 aiskillstore/marketplace --skill recursive-knowledge -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aiskillstore/marketplace recursive-knowledge --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/cornjebus/recursive-knowledge .agents/skills/recursive-knowledge && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "recursive-knowledge" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/cornjebus/recursive-knowledge into .agents/skills/recursive-knowledge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "recursive-knowledge", 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 aiskillstore/marketplace --skill recursive-knowledge -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aiskillstore/marketplace recursive-knowledge --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/cornjebus/recursive-knowledge .cursor/skills/recursive-knowledge && 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 "recursive-knowledge" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/cornjebus/recursive-knowledge into .cursor/skills/recursive-knowledge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "recursive-knowledge", 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/aiskillstore/marketplace.git --path skills/cornjebus/recursive-knowledge--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 aiskillstore/marketplace --skill recursive-knowledge -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aiskillstore/marketplace recursive-knowledge --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/cornjebus/recursive-knowledge .gemini/skills/recursive-knowledge && 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 "recursive-knowledge" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/cornjebus/recursive-knowledge into .gemini/skills/recursive-knowledge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "recursive-knowledge", 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 aiskillstore/marketplace recursive-knowledgeInstalls 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 aiskillstore/marketplace --skill recursive-knowledge -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/cornjebus/recursive-knowledge .github/skills/recursive-knowledge && 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 "recursive-knowledge" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/cornjebus/recursive-knowledge into .github/skills/recursive-knowledge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "recursive-knowledge", 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 aiskillstore/marketplace --skill recursive-knowledge -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aiskillstore/marketplace recursive-knowledge --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/cornjebus/recursive-knowledge .opencode/skills/recursive-knowledge && 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 "recursive-knowledge" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/cornjebus/recursive-knowledge into .opencode/skills/recursive-knowledge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "recursive-knowledge", 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
recursive-knowledge- GitHub stars
- 430
- Token cost
- ~1k tokens
- SKILL.md length
- 359 words
- Files
- 8 (incl. scripts, references)
- Skills in repo
- 1,085
- Repo updated
- First seen
- Licence
- None found
At a glance
Process large document corpora (1000+ docs, millions of tokens) through knowledge graph construction and stateful multi-hop reasoning.
- Works in 3 steps: Indexing → Querying → Incremental Updates
- User provides a large corpus exceeding context limits
- SKILL.md covers Core Concept, Workflow, State Management (Critical) and Multi-Hop Reasoning, plus 2 more sections
- Runs Python scripts from its folder
What it does
Recursive Knowledge is an agent skill from aiskillstore/marketplace. Process large document corpora (1000+ docs, millions of tokens) through knowledge graph construction and stateful multi-hop reasoning. Use when (1) User provides a large corpus exceeding context limits, (2) Questions require connections across multiple documents, (3) Multi-hop reasoning needed for complex queries, (4) User wants persistent queryable knowledge from documents. Replaces brute-force document stuffing with intelligent graph traversal.
Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 9 other files, including scripts and reference files (for example `references/graph-schema.md`, `references/state-management.md` and `references/traversal-patterns.md`).
It sits in Knowledge Management, covering Knowledge graphs. The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified.
When your agent uses it
- User provides a large corpus exceeding context limits
- Questions require connections across multiple documents
- Multi-hop reasoning needed for complex queries
- User wants persistent queryable knowledge from documents
Example prompts
- “/recursive-knowledge”
Requirements
- Python 3
Workflow steps
3 steps, taken from the step headings in SKILL.md.
- Indexing
- Querying
- Incremental Updates
What it can do on your machine
Read from SKILL.md and the folder at commit 4ac52da. 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
Ships 3 files in scripts/ (Python), which the agent can run.
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
Recursive Knowledge loads about 1k tokens when it runs, and up to ~3.9k if it reads all its reference files. Until then it costs about 118 tokens; SKILL.md has 359 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); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 359 words (~1,031 tokens).
“Process arbitrarily large document sets through knowledge graph construction and stateful multi-hop queries. Based on RLM research but with proper state management and termination logic.”
- name
- recursive-knowledge
Files
SKILL.md and 7 other files (scripts, references) in skills/cornjebus/recursive-knowledge of aiskillstore/marketplace.
- SKILL.md
- references/graph-schema.md
- references/state-management.md
- references/traversal-patterns.md
- scripts/graph_ops.py
- scripts/index_corpus.py
- scripts/query.py
- skill-report.json
Open the folder on GitHubat commit 4ac52da
Compare with similar skills
Recursive Knowledge 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 |
|---|---|---|---|---|---|---|
| Recursive Knowledge this skillaiskillstore/marketplace | 430 | — | ~1k | Automated safety check: Pass | None | |
| LLM Wiki Knowledge GraphEgonex-AI/Understand-Anything | 85k | 1 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Obsidian Canvas BoardsAgriciDaniel/claude-obsidian | 15k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Ontology1mancompany/OneManCompany | 438 | 2 repos | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Graphagenticnotetaking/arscontexta | 3.5k | 1 repos | ~4.9k | Automated safety check: Notes | MIT | |
| Knowledge Graphgnomeria/usbtree | 688 | — | ~1.5k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Recursive Knowledge
What does Recursive Knowledge do?
Process large document corpora (1000+ docs, millions of tokens) through knowledge graph construction and stateful multi-hop reasoning. Recursive Knowledge is an agent skill from aiskillstore/marketplace. Process large document corpora (1000+ docs, millions of tokens) through knowledge graph construction and stateful multi-hop reasoning.
When should I use Recursive Knowledge?
Recursive Knowledge fits situations like: user provides a large corpus exceeding context limits; questions require connections across multiple documents; multi-hop reasoning needed for complex queries; user wants persistent queryable knowledge from documents.
How do I install Recursive Knowledge in Claude Code?
Run `npx skills add aiskillstore/marketplace --skill recursive-knowledge -a claude-code`. Or copy the skill folder (skills/cornjebus/recursive-knowledge in aiskillstore/marketplace) into .claude/skills/recursive-knowledge in your project. Claude Code loads it when a task matches its description.
How do I install Recursive Knowledge in Codex?
Run `npx skills add aiskillstore/marketplace --skill recursive-knowledge -a codex`. Or copy the skill folder (skills/cornjebus/recursive-knowledge in aiskillstore/marketplace) into .agents/skills/recursive-knowledge in your project. Codex loads it when a task matches its description.
Can I use Recursive Knowledge 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 aiskillstore/marketplace --skill recursive-knowledge -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/recursive-knowledge, .gemini/skills/recursive-knowledge, .github/skills/recursive-knowledge and .opencode/skills/recursive-knowledge in your project.
What does Recursive Knowledge need to run?
Going by SKILL.md and its folder, Recursive Knowledge needs Python for the scripts in its folder. Our summary lists: Python 3.
Does Recursive Knowledge 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 Recursive Knowledge 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Recursive Knowledge use?
No licence was found for Recursive Knowledge or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Recursive Knowledge use?
About 1k tokens (SKILL.md is roughly 4.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.8k tokens, read only when the agent opens those files.
What are the alternatives to Recursive Knowledge?
Skills that share tags, products or a category with Recursive Knowledge: LLM Wiki Knowledge Graph (Egonex-AI/Understand-Anything, 85k stars), Obsidian Canvas Boards (AgriciDaniel/claude-obsidian, 15k stars), Ontology (1mancompany/OneManCompany, 438 stars) and Graph (agenticnotetaking/arscontexta, 3.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Recursive Knowledge?
aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 430 GitHub stars. The repository holds 1,085 skills in this directory. The repository was last updated on October 7, 2026.
Source: aiskillstore/marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.