Knowledge Graph
gnomeria/usbtree
Set up and maintain a lightweight, file-based knowledge graph of the repo — entities, typed relations, decisions, gotchas — so agents load context fast instead of re-exploring the codebase every…
Builds or updates the code knowledge graph via tree-sitter AST and SQLite.
$ npx skills add athola/claude-night-market --skill graph-build -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install athola/claude-night-market graph-build --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/athola/claude-night-market.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/gauntlet/skills/graph-build .claude/skills/graph-build && 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 "graph-build" agent skill from https://github.com/athola/claude-night-market/tree/master/plugins/gauntlet/skills/graph-build into .claude/skills/graph-build/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "graph-build", 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/athola/claude-night-market/tree/master/plugins/gauntlet/skills/graph-buildType 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 athola/claude-night-market --skill graph-build -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install athola/claude-night-market graph-build --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/athola/claude-night-market.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/gauntlet/skills/graph-build .agents/skills/graph-build && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "graph-build" agent skill from https://github.com/athola/claude-night-market/tree/master/plugins/gauntlet/skills/graph-build into .agents/skills/graph-build/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "graph-build", 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 athola/claude-night-market --skill graph-build -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install athola/claude-night-market graph-build --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/athola/claude-night-market.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/gauntlet/skills/graph-build .cursor/skills/graph-build && 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 "graph-build" agent skill from https://github.com/athola/claude-night-market/tree/master/plugins/gauntlet/skills/graph-build into .cursor/skills/graph-build/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "graph-build", 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/athola/claude-night-market.git --path plugins/gauntlet/skills/graph-build--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 athola/claude-night-market --skill graph-build -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install athola/claude-night-market graph-build --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/athola/claude-night-market.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/gauntlet/skills/graph-build .gemini/skills/graph-build && 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 "graph-build" agent skill from https://github.com/athola/claude-night-market/tree/master/plugins/gauntlet/skills/graph-build into .gemini/skills/graph-build/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "graph-build", 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 athola/claude-night-market graph-buildInstalls 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 athola/claude-night-market --skill graph-build -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/athola/claude-night-market.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/gauntlet/skills/graph-build .github/skills/graph-build && 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 "graph-build" agent skill from https://github.com/athola/claude-night-market/tree/master/plugins/gauntlet/skills/graph-build into .github/skills/graph-build/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "graph-build", 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 athola/claude-night-market --skill graph-build -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install athola/claude-night-market graph-build --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/athola/claude-night-market.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/gauntlet/skills/graph-build .opencode/skills/graph-build && 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 "graph-build" agent skill from https://github.com/athola/claude-night-market/tree/master/plugins/gauntlet/skills/graph-build into .opencode/skills/graph-build/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "graph-build", 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.
graph-buildBuilds or updates the code knowledge graph via tree-sitter AST and SQLite.
Graph Build is an agent skill from athola/claude-night-market. Builds or updates the code knowledge graph via tree-sitter AST and SQLite. Use when setting up the graph before search or blast-radius analysis.
Its SKILL.md is about 610 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 graphs. It works with SQLite. The repository describes itself as: 23 Claude Code plugins: TDD enforcement hooks, git/PR workflows, spec-driven development, code review, project lifecycle, fix-from-error, maintenance automation, context… The licence is MIT.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 9f3eb00. It shows what the files ask for, not the result of running them.
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.
Shell commands in SKILL.md call:
python3From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Graph Build loads about 609 tokens when it runs. Until then it costs about 39 tokens; SKILL.md has 266 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.
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.
The full file from athola/claude-night-market at commit 9f3eb00, republished under its MIT licence (© athola). 266 words, ~609 tokens.
.claude/skills/graph-build/SKILL.md (or your agent's skills folder).Build or update the .gauntlet/graph.db knowledge graph
for the current codebase.
Detect target: Use the current working directory or a user-specified path.
Check for existing graph: If .gauntlet/graph.db
exists, run an incremental update. Otherwise, run a
full build.
Run the build script:
For full build:
python3 ${CLAUDE_PLUGIN_ROOT}/scripts/graph_build.py <dir>For incremental update:
python3 ${CLAUDE_PLUGIN_ROOT}/scripts/graph_build.py <dir> --incrementalReport results: Show the JSON output including files parsed, nodes created, edges created, and duration.
Suggest next steps: Recommend searching the graph or running blast radius analysis.
gauntlet:graph-search)gauntlet:extract)The graph extracts nodes (File, Class, Function, Type, Test) and edges (CALLS, IMPORTS_FROM, INHERITS, CONTAINS, IMPLEMENTS, TESTED_BY) from 20+ languages including Python, JavaScript, TypeScript, Go, Rust, Java, C/C++, Ruby, and PHP.
.gauntlet/graph.db (SQLite with WAL mode).gauntlet/.gitignore to prevent commits.gauntlet/graph.db exists and is a valid SQLite file after
the skill completes; .gauntlet/.gitignore exists to prevent
the database from being committedfiles_parsed,
nodes_created, edges_created, duration; values are
non-zero for non-empty codebases.gauntlet/graph.db already
exists (script invoked with --incremental); full build only
on first run© athola, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in plugins/gauntlet/skills/graph-build of athola/claude-night-market.
Open the folder on GitHubat commit 9f3eb00
Graph Build 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 |
|---|---|---|---|---|---|---|
| Graph Build this skillathola/claude-night-market | 342 | — | ~609 | Automated safety check: Pass | MIT | |
| Knowledge Graphgnomeria/usbtree | 690 | — | ~1.5k | Automated safety check: Pass | MIT | |
| Cortexdbliliang-cn/cortexdb | 274 | — | ~5.7k | Automated safety check: Warn | MIT | |
| Cortexdb Memory Hermesliliang-cn/cortexdb | 274 | — | ~1.7k | Automated safety check: Pass | MIT | |
| Cortexdb Memory Openclawliliang-cn/cortexdb | 274 | — | ~1.6k | Automated safety check: Pass | MIT | |
| Cortexdbliliang-cn/cortexdb | 274 | — | ~18k | Automated safety check: Warn | MIT |
gnomeria/usbtree
Set up and maintain a lightweight, file-based knowledge graph of the repo — entities, typed relations, decisions, gotchas — so agents load context fast instead of re-exploring the codebase every…
liliang-cn/cortexdb
Use CortexDB for local-first AI memory, vector search, RAG, knowledge graphs, SPARQL/RDFS/SHACL, corpus-to-graph workflows, and MCP/tool calling.
liliang-cn/cortexdb
Give a Python agent (such as Hermes Agent by Nous Research) durable, local-first memory plus a queryable SPARQL knowledge graph, backed by CortexDB through its gRPC sidecar and the cortexdb-client…
liliang-cn/cortexdb
Give a Node.js agent (such as OpenClaw) durable, local-first memory plus a queryable SPARQL knowledge graph, backed by CortexDB through its gRPC sidecar and the cortexdb-client npm package.
liliang-cn/cortexdb
Use CortexDB for local-first AI memory, vector search, RAG, knowledge graphs, SPARQL/RDFS/SHACL, corpus-to-graph workflows, external structured-data import (CSV / SQL dumps), and MCP/tool calling.
Egonex-AI/Understand-Anything
Detects a Karpathy-pattern LLM wiki and builds an interactive knowledge graph with entities, implicit relationships and topic clusters.
athola/claude-night-market
Run and interpret repo diagnostic scripts (ratchets, validators, token stats).
athola/claude-night-market
Evaluate Claude skill quality through auditing. An agent skill from athola/claude-night-market.
athola/claude-night-market
Coordinates Claude agent teams via filesystem protocol. An agent skill from athola/claude-night-market.
athola/claude-night-market
Delegates execution to eight CLIs (Gemini, Qwen, MiniMax, GLM, Muse, Codex, OpenCode, Glimmer).
athola/claude-night-market
Guide minimal code via a decision ladder with full safety, edge, and negative-case coverage.
athola/claude-night-market
Build a project skill library in .claude/skills/ via discovery, parallel authoring, and review.
Works with
Categories
Builds or updates the code knowledge graph via tree-sitter AST and SQLite. Graph Build is an agent skill from athola/claude-night-market. Builds or updates the code knowledge graph via tree-sitter AST and SQLite.
Graph Build fits situations like: setting up the graph before search; blast-radius analysis.
Run `npx skills add athola/claude-night-market --skill graph-build -a claude-code`. Or copy the skill folder (plugins/gauntlet/skills/graph-build in athola/claude-night-market) into .claude/skills/graph-build in your project. Claude Code loads it when a task matches its description.
Run `npx skills add athola/claude-night-market --skill graph-build -a codex`. Or copy the skill folder (plugins/gauntlet/skills/graph-build in athola/claude-night-market) into .agents/skills/graph-build in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add athola/claude-night-market --skill graph-build -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/graph-build, .gemini/skills/graph-build, .github/skills/graph-build and .opencode/skills/graph-build in your project.
Going by SKILL.md and its folder, Graph Build needs the command-line tools its instructions call (python3). Our summary lists: Python 3.
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.
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.
Graph Build is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 609 tokens (SKILL.md is roughly 2.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Graph Build: Knowledge Graph (gnomeria/usbtree, 690 stars), Cortexdb (liliang-cn/cortexdb, 274 stars), Cortexdb Memory Hermes (liliang-cn/cortexdb, 274 stars) and Cortexdb Memory Openclaw (liliang-cn/cortexdb, 274 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
athola (a GitHub user) maintains it in athola/claude-night-market, which has 342 GitHub stars. The repository holds 159 skills in this directory. The repository was last updated on October 6, 2026.
Source: athola/claude-night-market on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.