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BD mapulse

한국주식 analyst Telegram bot. Monitors KOSPI/KOSDAQ, tracks watchlist, delivers AI briefings, answers natural-language questions in Korean/Chinese/English. Covers stock prices, sector rankings, DART disclosures, crash alerts, crypto, commodities, and market news.

ClawHub Agent Skills author: map v1.0.4 MIT-0 38 files · 1 script body ≈ 859 tokens Open the sourceclawhub.ai↗ analyzed 3 d ago

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

AnalyzerTelegramInfrastructuretype 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
79/100
safety, quality, tests
Safety 60%
90
Quality 40%
63
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 · 10

✓ No critical or high findings

Medium and low: 10
  • low Dangerous commands cmd-background-process docs/deployment.md:59
    Starts a background / autostarted process
    sudo systemctl enable mapulse-bot
  • low Exfiltration exfil-webhook-url scripts/cron_briefing.py:35
    Webhook / callback URL commonly used for exfiltration (verify the destination) (the skill's own vendor host; quoted — discussed, not commanded)
    f"https://api.telegram.org/bot{TOKEN}/sendMessage",
    vendor-hostquoted
  • low Exfiltration exfil-webhook-url scripts/cron_daily_metrics.py:96
    Webhook / callback URL commonly used for exfiltration (verify the destination) (placeholder value)
    f"https://api.telegram.org/bot{BOT_TOKEN}/sendMessage",
    placeholder
  • low Exfiltration exfil-webhook-url scripts/cron_day2_survey.py:110
    Webhook / callback URL commonly used for exfiltration (verify the destination) (the skill's own vendor host; quoted — discussed, not commanded)
    f"https://api.telegram.org/bot{TOKEN}/sendMessage",
    vendor-hostquoted
  • low Exfiltration exfil-webhook-url scripts/cron_platform_push.py:80
    Webhook / callback URL commonly used for exfiltration (verify the destination) (the skill's own vendor host; quoted — discussed, not commanded)
    f"https://api.telegram.org/bot{TOKEN}/sendMessage",
    vendor-hostquoted
  • low Exfiltration exfil-webhook-url scripts/cron_platform_push.py:97
    Webhook / callback URL commonly used for exfiltration (verify the destination) (the skill's own vendor host; quoted — discussed, not commanded)
    f"https://api.telegram.org/bot{TOKEN}/sendMessage",
    vendor-hostquoted
  • low Exfiltration read-dotenv scripts/run_briefing.sh:3
    Reads a .env file
    source /home/admin/.openclaw/workspace/skills/mapulse-prod/.env
  • low Exfiltration exfil-webhook-url scripts/setup_channel.py:25
    Webhook / callback URL commonly used for exfiltration (verify the destination) (the skill's own vendor host; quoted — discussed, not commanded)
    f"https://api.telegram.org/bot{TOKEN}/getChat",
    vendor-hostquoted
  • low Exfiltration exfil-webhook-url scripts/setup_channel.py:52
    Webhook / callback URL commonly used for exfiltration (verify the destination) (the skill's own vendor host; quoted — discussed, not commanded)
    f"https://api.telegram.org/bot{TOKEN}/sendMessage",
    vendor-hostquoted

A further 1 matches are quotations in this security skill's documentation and are not counted as findings.

Files scanned: 38. 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. 4 mutating operations with no state check
  • 40Consistency. Frontmatter name (mapulse) differs from the folder (mapulse-korea)
  • 100Tools and files. No external tools needed
  • 100Steps. 15 steps
  • 100Execution cost. Instruction body is 859 tokens

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
  • -214 emoji in the instructions: noise for the model
  • -45 reference files, but SKILL.md never points to them: the model will not open them
  • -324 of 29 scripts are never mentioned in SKILL.md
  • +1No license
  • +2Single-language instructions
  • +3Description length 260: enough signal without eating the budget
  • +4Structure: 7 headings
  • +3Step-by-step instructions: 15 items
  • +4Has examples (1 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 63.

External checks

ClawHub: suspicious
This appears to be a real finance Telegram bot, but it retains and forwards sensitive user activity without enough clear notice, limits, or user controls.
LLM: suspicious (high) · 28 May 2026