Agent skill

Pump AI Agents

by nirholas in nirholas/pump-fun-sdk

AI agent integration layer for the Pump SDK — agent instruction files, .well-known discovery, LLM context documents, 15+ skill files, MCP server prompts, and terminal management rules for GitHub…

Custom licenceAuto-check passedAgent Workflows

Install Pump AI Agents

skills CLI
$ npx skills add nirholas/pump-fun-sdk --skill pump-ai-agents -a claude-code

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

GitHub CLI
$ gh skill install nirholas/pump-fun-sdk pump-ai-agents --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/nirholas/pump-fun-sdk.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/pump-ai-agents .claude/skills/pump-ai-agents && 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
pump-ai-agents
GitHub stars
133
Used in
1 other repo
Token cost
~832 tokens
SKILL.md length
276 words
Files
1
Skills in repo
18
Repo updated
First seen
Licence
Custom licence

At a glance

AI agent integration layer for the Pump SDK — agent instruction files, .well-known discovery, LLM context documents, 15+ skill files, MCP server prompts, and terminal management rules for GitHub…

  • Tasks that involve Agent instruction files
  • SKILL.md covers Agent Instruction Files, .well-known Discovery Files, LLM Context Documents and Skills Registry Schema, plus 5 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Tasks that involve MCP servers

What it does

Pump AI Agents is an agent skill from nirholas/pump-fun-sdk. AI agent integration layer for the Pump SDK — agent instruction files, .well-known discovery, LLM context documents, 15+ skill files, MCP server prompts, and terminal management rules for GitHub Copilot, Claude, and Gemini.

Its SKILL.md is about 830 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, covering Agent instruction files and MCP servers. It works with Model Context Protocol and Solana. The repository describes itself as: Token creation launching, bonding curve trading, AMM migration, tiered fees, creator fee sharing, vanity keygen, MCP server, Telegram bot & live dashboards.

When your agent uses it

  • Tasks that involve Agent instruction files
  • Tasks that involve MCP servers

Example prompts

  • “/pump-ai-agents”

What it can do on your machine

Read from SKILL.md and the folder at commit fcfc876. 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 json).

    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

Pump AI Agents loads about 832 tokens when it runs. Until then it costs about 60 tokens; SKILL.md has 276 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~60
When it runs · the whole SKILL.md, loaded when a task matches
~832

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

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 276 words (~832 tokens).

“Configure AI agents (GitHub Copilot, Claude, Gemini) to work effectively with the Pump SDK through instruction files, skill registries, and MCP server integration.”

— opening of SKILL.md by nirholas, Custom licence
name
pump-ai-agents

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/pump-ai-agents of nirholas/pump-fun-sdk.

Open the folder on GitHubat commit fcfc876

Used in 1 other repository

We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in nirholas/pump-fun-sdk, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Pump AI Agents 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.

Pump AI Agents compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Pump AI Agents this skillnirholas/pump-fun-sdk1331 repos~832Automated safety check: PassCustom licence
Agent Setup Health Audittw93/Waza7.2k—~5.2kAutomated safety check: NotesMIT
Semantix GuideGnosil/semantix821—~2.1kAutomated safety check: PassMIT
Working With Claude Code Docsobra/superpowers-developing-for-claude-code142—~1.5kAutomated safety check: PassNone
Agnixagent-sh/agnix445—~874Automated safety check: PassApache-2.0
Claude Docs Consultantcentminmod/my-claude-code-setup2.7k—~959Automated safety check: PassMIT

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Categories

Questions about Pump AI Agents

What does Pump AI Agents do?

AI agent integration layer for the Pump SDK — agent instruction files, .well-known discovery, LLM context documents, 15+ skill files, MCP server prompts, and terminal management rules for GitHub…. Pump AI Agents is an agent skill from nirholas/pump-fun-sdk.well-known discovery, LLM context documents, 15+ skill files, MCP server prompts, and terminal management rules for GitHub Copilot, Claude, and Gemini.

When should I use Pump AI Agents?

Pump AI Agents fits situations like: tasks that involve Agent instruction files; tasks that involve MCP servers.

How do I install Pump AI Agents in Claude Code?

Run `npx skills add nirholas/pump-fun-sdk --skill pump-ai-agents -a claude-code`. Or copy the skill folder (skills/pump-ai-agents in nirholas/pump-fun-sdk) into .claude/skills/pump-ai-agents in your project. Claude Code loads it when a task matches its description.

How do I install Pump AI Agents in Codex?

Run `npx skills add nirholas/pump-fun-sdk --skill pump-ai-agents -a codex`. Or copy the skill folder (skills/pump-ai-agents in nirholas/pump-fun-sdk) into .agents/skills/pump-ai-agents in your project. Codex loads it when a task matches its description.

Can I use Pump AI Agents 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 nirholas/pump-fun-sdk --skill pump-ai-agents -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pump-ai-agents, .gemini/skills/pump-ai-agents, .github/skills/pump-ai-agents and .opencode/skills/pump-ai-agents in your project.

What does Pump AI Agents need to run?

SKILL.md names no scripts, command-line tools or credentials: Pump AI Agents is instructions for the agent only.

Does Pump AI Agents 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 Pump AI Agents 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 Pump AI Agents use?

Pump AI Agents has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Pump AI Agents use?

About 832 tokens (SKILL.md is roughly 3.3k 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 Pump AI Agents?

Skills that share tags, products or a category with Pump AI Agents: Agent Setup Health Audit (tw93/Waza, 7.2k stars), Semantix Guide (Gnosil/semantix, 821 stars), Working With Claude Code Docs (obra/superpowers-developing-for-claude-code, 142 stars) and Agnix (agent-sh/agnix, 445 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Pump AI Agents?

nirholas (a GitHub user) maintains it in nirholas/pump-fun-sdk, which has 133 GitHub stars. The repository holds 18 skills in this directory. The repository was last updated on September 18, 2026.

Source: nirholas/pump-fun-sdk on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.