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AD memecoin-scanner

Autonomous memecoin discovery and paper trading system using gmgn.ai, dexscreener.com, and other scanners. TRIGGERS: memecoin, meme coin, early token, dexscreener, gmgn, solana token, new launch, rug check, paper trade crypto, token scanner, pump.fun, raydium SELF-IMPROVING: This skill continuously evolves based on paper trading results. Update this document with new strategies.

modbender/skill-library-mcp Agent Skills author: modbender MIT 5 files body ≈ 1 643 tokens Open the sourcegithub.com↗ analyzed 2 d ago

Autonomous memecoin discovery and paper trading system using gmgn.ai, dexscreener.com, and other scanners. TRIGGERS: memecoin, meme coin, early token…

As a process D 46/100 · Unfinished process — weak spots: result and completion, when it triggers, inputs and preconditions

ProcedureTelegramWriting and documentstype 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
A
90/100
safety, quality, tests
Safety 60%
100
Quality 40%
76
Run on models
none yet
Process rating
D
46/100
Unfinished process
Result and completion w 14
0
Inputs and preconditions w 11
0
Failures and branches w 10
0
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.
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 · 0

✓ No critical or high findings

Files scanned: 5. 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")

Process rating: all ten parameters 46/100

  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Failures and branches. Linear process with no failure handling
  • 0Progress reporting. Says nothing while it works
  • 20When it triggers. No condition that starts the skill
  • 30Running it twice. 8 mutating operations with no state check
  • 40Consistency. Frontmatter name (memecoin-scanner) differs from the folder (reef-memecoin-scanner)
  • 100Tools and files. No external tools needed
  • 100Steps. 50 steps
  • 100Execution cost. Instruction body is 1643 tokens
  • medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing

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)
  • +3Output format is not stated: the model decides each time
  • +1No license
  • +2Single-language instructions
  • +3Description length 381: enough signal without eating the budget
  • +4Structure: 21 headings
  • +3Step-by-step instructions: 50 items
  • +4Has examples (7 code blocks)
  • +4Reference files are cited in the instructions (4 of 4)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 76.