MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
Render a focused interactive graph for memories retrieved from Nowledge Mem, automatically after successful Memory retrieval or when the user explicitly asks to view, show, inspect, or explore their…
Install Explore Graph
$ npx skills add nowledge-co/community --skill explore-graph -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install nowledge-co/community explore-graph --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/nowledge-co/community.git skills-src && mkdir -p .claude/skills && cp -r skills-src/nowledge-mem-npx-skills/skills/explore-graph .claude/skills/explore-graph && 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 "explore-graph" agent skill from https://github.com/nowledge-co/community/tree/main/nowledge-mem-npx-skills/skills/explore-graph into .claude/skills/explore-graph/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "explore-graph", 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/nowledge-co/community/tree/main/nowledge-mem-npx-skills/skills/explore-graphType 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 nowledge-co/community --skill explore-graph -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install nowledge-co/community explore-graph --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nowledge-co/community.git skills-src && mkdir -p .agents/skills && cp -r skills-src/nowledge-mem-npx-skills/skills/explore-graph .agents/skills/explore-graph && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "explore-graph" agent skill from https://github.com/nowledge-co/community/tree/main/nowledge-mem-npx-skills/skills/explore-graph into .agents/skills/explore-graph/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "explore-graph", 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 nowledge-co/community --skill explore-graph -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install nowledge-co/community explore-graph --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nowledge-co/community.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/nowledge-mem-npx-skills/skills/explore-graph .cursor/skills/explore-graph && 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 "explore-graph" agent skill from https://github.com/nowledge-co/community/tree/main/nowledge-mem-npx-skills/skills/explore-graph into .cursor/skills/explore-graph/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "explore-graph", 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/nowledge-co/community.git --path nowledge-mem-npx-skills/skills/explore-graph--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 nowledge-co/community --skill explore-graph -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install nowledge-co/community explore-graph --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nowledge-co/community.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/nowledge-mem-npx-skills/skills/explore-graph .gemini/skills/explore-graph && 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 "explore-graph" agent skill from https://github.com/nowledge-co/community/tree/main/nowledge-mem-npx-skills/skills/explore-graph into .gemini/skills/explore-graph/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "explore-graph", 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 nowledge-co/community explore-graphInstalls 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 nowledge-co/community --skill explore-graph -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/nowledge-co/community.git skills-src && mkdir -p .github/skills && cp -r skills-src/nowledge-mem-npx-skills/skills/explore-graph .github/skills/explore-graph && 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 "explore-graph" agent skill from https://github.com/nowledge-co/community/tree/main/nowledge-mem-npx-skills/skills/explore-graph into .github/skills/explore-graph/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "explore-graph", 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 nowledge-co/community --skill explore-graph -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install nowledge-co/community explore-graph --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nowledge-co/community.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/nowledge-mem-npx-skills/skills/explore-graph .opencode/skills/explore-graph && 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 "explore-graph" agent skill from https://github.com/nowledge-co/community/tree/main/nowledge-mem-npx-skills/skills/explore-graph into .opencode/skills/explore-graph/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "explore-graph", 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
explore-graph- GitHub stars
- 185
- Token cost
- ~1.5k tokens
- SKILL.md length
- 829 words
- Files
- 1
- Skills in repo
- 52
- Repo updated
- First seen
- Licence
- None found
At a glance
Render a focused interactive graph for memories retrieved from Nowledge Mem, automatically after successful Memory retrieval or when the user explicitly asks to view, show, inspect, or explore their…
- Explicitly asks to view
- SKILL.md covers Show the retrieved memories and Default depth and progressive…
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Explore their memory graph
What it does
Explore Graph is an agent skill from nowledge-co/community. Render a focused interactive graph for memories retrieved from Nowledge Mem, automatically after successful Memory retrieval or when the user explicitly asks to view, show, inspect, or explore their memory graph; support bounded progressive node expansion.
Its SKILL.md is about 1.5k 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 Agent Workflows. It works with Model Context Protocol. The repository describes itself as: Community Repo for Nowledge Labs Products.
When your agent uses it
- Explicitly asks to view
- Explore their memory graph
- Support bounded progressive node expansion
Example prompts
- “/explore-graph”
What it can do on your machine
Read from SKILL.md and the folder at commit 0567734. 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 (its code samples are bash).
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
Explore Graph loads about 1.5k tokens when it runs. Until then it costs about 68 tokens; SKILL.md has 829 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 829 words (~1,502 tokens).
“Use the exact Memory IDs returned by the current retrieval, in ranked order. Run this automatically after a successful Nowledge Memory search with at least one result, or on an explicit graph request. Do not graph empty results or thread-only…”
- name
- explore-graph
Files
Just SKILL.md in nowledge-mem-npx-skills/skills/explore-graph of nowledge-co/community.
Open the folder on GitHubat commit 0567734
Compare with similar skills
Explore Graph 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 |
|---|---|---|---|---|---|---|
| Explore Graph this skillnowledge-co/community | 185 | — | ~1.5k | Automated safety check: Pass | None | |
| MCP Server Builderanthropics/skills | 180k | 62 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server BuildershareAI-lab/learn-claude-code | 78k | 5 repos | ~1.2k | Automated safety check: Pass | MIT | |
| MCP Integration for Pluginsanthropics/claude-plugins-official | 37k | 11 repos | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Fastmcp Client CLIPrefectHQ/fastmcp | 28k | 1 repos | ~823 | Automated safety check: Pass | Apache-2.0 | |
| MemPalace Memory SearchMemPalace/mempalace | 59k | — | ~1.4k | Automated safety check: Pass | MIT |
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More from nowledge-co/community
All 52 skills in this repoSave Thread
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Save the current Codex session so the user can find it later or resume from another tool.
Check Integration
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Check Nowledge Mem setup, detect your agent, and guide native connector setup.
Distill Memory
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Save key decisions, procedures, or learnings so the user never has to rediscover them.
Save Handoff
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Save a concise handoff summary between OpenHands worker agents or when the user explicitly requests a task checkpoint.
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Save the real Claude Code or Grok Build session messages only when the user explicitly requests it.
Save Thread
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Create a structured handoff summary when the user asks for a checkpoint.
Related
Works with
Categories
Questions about Explore Graph
What does Explore Graph do?
Render a focused interactive graph for memories retrieved from Nowledge Mem, automatically after successful Memory retrieval or when the user explicitly asks to view, show, inspect, or explore their…. Explore Graph is an agent skill from nowledge-co/community. Render a focused interactive graph for memories retrieved from Nowledge Mem, automatically after successful Memory retrieval or when the user explicitly asks to view, show, inspect, or explore their memory graph; support bounded progressive node expansion.
When should I use Explore Graph?
Explore Graph fits situations like: explicitly asks to view; explore their memory graph; support bounded progressive node expansion.
How do I install Explore Graph in Claude Code?
Run `npx skills add nowledge-co/community --skill explore-graph -a claude-code`. Or copy the skill folder (nowledge-mem-npx-skills/skills/explore-graph in nowledge-co/community) into .claude/skills/explore-graph in your project. Claude Code loads it when a task matches its description.
How do I install Explore Graph in Codex?
Run `npx skills add nowledge-co/community --skill explore-graph -a codex`. Or copy the skill folder (nowledge-mem-npx-skills/skills/explore-graph in nowledge-co/community) into .agents/skills/explore-graph in your project. Codex loads it when a task matches its description.
Can I use Explore Graph 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 nowledge-co/community --skill explore-graph -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/explore-graph, .gemini/skills/explore-graph, .github/skills/explore-graph and .opencode/skills/explore-graph in your project.
What does Explore Graph need to run?
SKILL.md names no scripts, command-line tools or credentials: Explore Graph is instructions for the agent only.
Does Explore Graph 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 Explore Graph 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 Explore Graph use?
No licence was found for Explore Graph or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Explore Graph use?
About 1.5k tokens (SKILL.md is roughly 6k 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 Explore Graph?
Skills that share tags, products or a category with Explore Graph: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 37k stars) and Fastmcp Client CLI (PrefectHQ/fastmcp, 28k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Explore Graph?
nowledge-co (a GitHub organization) maintains it in nowledge-co/community, which has 185 GitHub stars. The repository holds 52 skills in this directory. The repository was last updated on October 7, 2026.
Source: nowledge-co/community on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.