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BC pumpmarket

Predict pump.fun token graduations (YES/NO) on Solana mainnet via PumpMarket parimutuel betting markets.

ClawHub Agent Skills author: King0 v1.0.0 3 files body ≈ 14 098 tokens Open the sourceclawhub.ai↗ analyzed 2 d ago

As a process C 51/100 · Has gaps — weak spots: result and completion, when it triggers, inputs and preconditions

ProcedureInfrastructuretype and topics are labelled automatically from the skill text
Runs in: OpenClaw Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) Goose OpenCode
JSON
Technical rating
B
80/100
safety, quality, tests
Safety 60%
94
Quality 40%
58
Run on models
none yet
Process rating
C
51/100
Has gaps
Inputs and preconditions w 11
0
Progress reporting w 2
0
When it triggers w 12
20
the three weakest of ten parameters · all ten

How to improve

  1. Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
  2. The SKILL.md body is over 5,000 tokens: move reference detail into references/ and load it when needed.
For the model run — optional
  • Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
  • A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.

Guard findings · 6

✓ No critical or high findings

Medium and low: 6
  • low Secrets in code secret-high-entropy-token pumpbets.json:881
    High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
    "address": "3mNb…FG6"
    quoted
  • low Secrets in code secret-high-entropy-token skill.md:16
    High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
    **Program ID:** `3mNb…FG6`
    quoted
  • low Secrets in code secret-high-entropy-token skill.md:18
    High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
    **Treasury:** `4iFY…x3f`
    quoted
  • low Secrets in code secret-high-entropy-token skill.md:142
    High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
    - **Devnet:** PumpMarket has a devnet deployment (`beta.pumpmarket.fun`) used for internal testing. The devnet program ID is `3mNb…FG6` (same binary, different stat
    quoted
  • low Secrets in code secret-high-entropy-token skill.md:185
    High-entropy token-like string (may be an id, hash or a credential)
    solana program show 3mNb…FG6 --url mainnet-beta
  • low Secrets in code secret-high-entropy-token skill.md:188
    High-entropy token-like string (may be an id, hash or a credential)
    solana balance 4iFY…x3f --url mainnet-beta

Files scanned: 3. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning description-no-when description does not say WHEN to use the skill (no "use when")
  • warning body-long SKILL.md body ≈ 14098 tokens (recommended < 5000); move details to references/
  • note frontmatter-key unknown frontmatter key "homepage"

Process rating: all ten parameters 51/100

  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Progress reporting. Says nothing while it works
  • 20When it triggers. No condition that starts the skill
  • 40Result and completion. Does not say what the result is
  • 40Consistency. Frontmatter name (pumpmarket) differs from the folder (pmt-skill)
  • 40Execution cost. Instruction body is 14098 tokens: crowds the task out of the window
  • 60Tools and files. Uses tools (web) that frontmatter does not declare
  • 85Steps. 102 steps, 1 vague phrases
  • 100Failures and branches. 5 branches, has a failure section
  • 100Running it twice. Mutating operations check current state
  • medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
  • low 16 top-level sections: this looks like several domains in one skill
  • low The response is described with custom markup (3 tags): a typed call is more reliable

Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.

Quality signals

  • +5Description has no quoted example phrases that should trigger the skill
  • +4Description does not say when NOT to use the skill (false activations)
  • +3Description length 104: 120–800 characters recommended
  • +3Output format is not stated: the model decides each time
  • +1No license
  • +2Single-language instructions
  • +4Structure: 81 headings
  • +3Step-by-step instructions: 102 items
  • +4Has examples (66 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 58.

External checks

ClawHub: suspicious
This is an openly disclosed real-SOL betting skill, but it gives an agent direct mainnet wallet-signing ability without strong built-in spending controls.
LLM: suspicious (high) · VirusTotal: · 29 May 2026