Query code graph database for function callers, callees, dependencies, and dead code in CubeOS and MeshSat repos.

No licenceAuto-check: notes

Install Codegraph Lookup

skills CLI
$ npx skills add papadopouloskyriakos/agentic-chatops --skill codegraph-lookup -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install papadopouloskyriakos/agentic-chatops codegraph-lookup --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/papadopouloskyriakos/agentic-chatops.git skills-src && mkdir -p .claude/skills && cp -r skills-src/openclaw/skills/codegraph-lookup .claude/skills/codegraph-lookup && rm -rf skills-src

Use ~/.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/

Facts

Skill name
codegraph-lookup
GitHub stars
107
Token cost
~253 tokens
SKILL.md length
87 words
Files
2
Skills in repo
17
Repo updated
First seen
Licence
None found

At a glance

Query code graph database for function callers, callees, dependencies, and dead code in CubeOS and MeshSat repos.

  • Works in 3 steps: Data can be up to 2h stale (reindex runs… → CGC parses Go and Python. Kotlin… → If CGC returns 0 results, the code may…
  • SKILL.md covers WHEN to use, HOW to use and RULES
  • Runs Shell scripts from its folder

What it does

Codegraph Lookup is an agent skill from papadopouloskyriakos/agentic-chatops. Query code graph database for function callers, callees, dependencies, and dead code in CubeOS and MeshSat repos.

Its SKILL.md is about 250 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `codegraph-lookup.sh`).

The repository describes itself as: 3-tier agentic ChatOps (n8n + GPT-4o + Claude Code) implementing all 21 patterns from "Agentic Design Patterns" — solo operator managing 137 devices.

Example prompts

  • “/codegraph-lookup”

Requirements

  • A Bash shell
  • Pre-approved tools (allowed-tools): Bash

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

  1. Data can be up to 2h stale (reindex runs every 2h).
  2. CGC parses Go and Python. Kotlin (MeshSat Android) has limited coverage.
  3. If CGC returns 0 results, the code may exist but not be indexed yet — fall back to Grep.

What it can do on your machine

Read from SKILL.md and the folder at commit 473f057. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Bash

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships script files (Shell), 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

Codegraph Lookup loads about 253 tokens when it runs. Until then it costs about 33 tokens; SKILL.md has 87 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~33
When it runs · the whole SKILL.md, loaded when a task matches
~253

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: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: Bash

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 87 words (~253 tokens).

“Query the code graph database (Neo4j) for code relationships.”

— opening of SKILL.md by papadopouloskyriakos
name
codegraph-lookup
allowed-tools
Bash

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file in openclaw/skills/codegraph-lookup of papadopouloskyriakos/agentic-chatops.

  • SKILL.md
  • codegraph-lookup.sh

Open the folder on GitHubat commit 473f057

Compare with similar skills

Codegraph Lookup 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.

Codegraph Lookup compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Codegraph Lookup this skillpapadopouloskyriakos/agentic-chatops107—~253Automated safety check: NotesNone
Dependency Scanningsickn33/agentic-awesome-skills47k1 repos~2.4kAutomated safety check: PassMIT
Dependency Checkruvnet/ruflo74k—~258Automated safety check: PassMIT
CodeScope Codebase Graph AnalysisQwenLM/qwen-code28k1 repos~9.3kAutomated safety check: PassApache-2.0
Graphagenticnotetaking/arscontexta3.5k1 repos~4.9kAutomated safety check: NotesMIT
Bigquery Graphgoogle/adk-python22k—~4.8kAutomated safety check: PassApache-2.0

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Questions about Codegraph Lookup

What does Codegraph Lookup do?

Query code graph database for function callers, callees, dependencies, and dead code in CubeOS and MeshSat repos. Codegraph Lookup is an agent skill from papadopouloskyriakos/agentic-chatops. Query code graph database for function callers, callees, dependencies, and dead code in CubeOS and MeshSat repos.

How do I install Codegraph Lookup in Claude Code?

Run `npx skills add papadopouloskyriakos/agentic-chatops --skill codegraph-lookup -a claude-code`. Or copy the skill folder (openclaw/skills/codegraph-lookup in papadopouloskyriakos/agentic-chatops) into .claude/skills/codegraph-lookup in your project. Claude Code loads it when a task matches its description.

How do I install Codegraph Lookup in Codex?

Run `npx skills add papadopouloskyriakos/agentic-chatops --skill codegraph-lookup -a codex`. Or copy the skill folder (openclaw/skills/codegraph-lookup in papadopouloskyriakos/agentic-chatops) into .agents/skills/codegraph-lookup in your project. Codex loads it when a task matches its description.

Can I use Codegraph Lookup 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 papadopouloskyriakos/agentic-chatops --skill codegraph-lookup -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/codegraph-lookup, .gemini/skills/codegraph-lookup, .github/skills/codegraph-lookup and .opencode/skills/codegraph-lookup in your project.

What does Codegraph Lookup need to run?

Going by SKILL.md and its folder, Codegraph Lookup needs a shell for the scripts in its folder. Our summary lists: A Bash shell. Its frontmatter pre-approves these tools: Bash.

Does Codegraph Lookup 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 Codegraph Lookup safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Codegraph Lookup use?

No licence was found for Codegraph Lookup or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Codegraph Lookup use?

About 253 tokens (SKILL.md is roughly 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 Codegraph Lookup?

Skills that share tags, products or a category with Codegraph Lookup: Dependency Scanning (sickn33/agentic-awesome-skills, 47k stars), Dependency Check (ruvnet/ruflo, 74k stars), CodeScope Codebase Graph Analysis (QwenLM/qwen-code, 28k 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 Codegraph Lookup?

papadopouloskyriakos (a GitHub user) maintains it in papadopouloskyriakos/agentic-chatops, which has 107 GitHub stars. The repository holds 17 skills in this directory. The repository was last updated on October 6, 2026.

Source: papadopouloskyriakos/agentic-chatops on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.