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BD compound-mind

Experience distillation engine that turns raw daily memory logs into compounding intelligence. Extracts patterns, generates briefings, tracks growth metrics, and builds a searchable experience index. Agents get permanently smarter - each interaction compounds into wisdom. Use when you want agents that learn from their history instead of starting fresh every session.

modbender/skill-library-mcp Agent Skills author: modbender MIT 42 files body ≈ 1 222 tokens Open the sourcegithub.com↗ analyzed 2 d ago

Experience distillation engine that turns raw daily memory logs into compounding intelligence.

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

ProcedureAI and agentsData and analyticstype 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
83/100
safety, quality, tests
Safety 60%
82
Quality 40%
84
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

    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 · 18

    ✓ No critical or high findings

    Medium and low: 18
    • low Secrets in code secret-high-entropy-token data/experiences/039d83a0e521.json:72
      High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
      "fact": "- Our wallet: 0x1e…734",
      quoted
    • low Secrets in code secret-high-entropy-token data/experiences/0bfdeb973bbe.json:182
      High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
      "fact": "- Address: 0xc7…679",
      quoted
    • low Secrets in code secret-high-entropy-token data/experiences/0bfdeb973bbe.json:187
      High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
      "fact": "- Proxy wallet: 0x71…45E (Google account - Polymarket proxy)",
      quoted
    • low Secrets in code secret-high-entropy-token data/experiences/1ec1d31f01cb.json:58
      High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
      "text": "USDC approval: Contract `0xd9…296`",
      quoted
    • low Secrets in code secret-high-entropy-token data/experiences/1ec1d31f01cb.json:111
      High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
      "fact": "- Our wallet: 0x1e…734",
      quoted
    • low Secrets in code secret-high-entropy-token data/experiences/1ec1d31f01cb.json:129
      High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
      "fact": "- USDC approval: Contract 0xd9…296",
      quoted
    • low Secrets in code secret-high-entropy-token data/experiences/29a3d4ef1956.json:13
      High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
      "fact": "- Wallet: 0x1e…734",
      quoted
    • low Secrets in code secret-labelled-token data/experiences/2e40b3400fb0.json:211
      Labelled token / key literal (vendor format unknown — verify it is not a live credential) (quoted — discussed, not commanded)
      "fact": "- API key: molt…l2u",
      quoted
    • low Secrets in code secret-high-entropy-token data/experiences/2e40b3400fb0.json:211
      High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
      "fact": "- API key: molt…l2u",
      quoted
    • low Secrets in code secret-high-entropy-token data/experiences/6de5330b8812.json:380
      High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
      "fact": "- Address: 0x1e…734",
      quoted
    • low Secrets in code secret-high-entropy-token data/experiences/6de5330b8812.json:390
      High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
      "fact": "- Wallet: 0x1c…620",
      quoted
    • low Secrets in code secret-labelled-token data/experiences/6de5330b8812.json:397
      Labelled token / key literal (vendor format unknown — verify it is not a live credential) (quoted — discussed, not commanded)
      "fact": "- API Key: 019c…aa4",
      quoted
    • low Secrets in code secret-high-entropy-token data/experiences/a0690707aeb2.json:56
      High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
      "skill": "- **Deployed:** 0x0f…13c",
      quoted
    • low Secrets in code secret-high-entropy-token data/experiences/a0690707aeb2.json:58
      High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
      "change": "- **Deployed:** 0x0f…664 (Base mainnet)",
      quoted
    • low Secrets in code secret-labelled-token data/experiences/a0690707aeb2.json:71
      Labelled token / key literal (vendor format unknown — verify it is not a live credential) (quoted — discussed, not commanded)
      "fact": "- API Key: 7746…fe2",
      quoted
    • low Secrets in code secret-high-entropy-token data/experiences/a0690707aeb2.json:78
      High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
      "fact": "- Mnemonic wallet: 0x4b…71A (empty)",
      quoted
    • low Secrets in code secret-high-entropy-token data/experiences/a0690707aeb2.json:85
      High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
      "fact": "- Our wallet: 0x1e…734",
      quoted
    • low Secrets in code secret-high-entropy-token data/experiences/a0690707aeb2.json:92
      High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
      "fact": "- Deployed: 0x0f…664 (Base mainnet)",
      quoted

    Files scanned: 42. Evidence is masked. Grey chips explain why severity was lowered.

    Against the Agent Skills spec

    ✓ No remarks against the Agent Skills spec

    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
    • 60Tools and files. Uses tools (bash, web, python) that frontmatter does not declare
    • 100Steps. 32 steps
    • 100Consistency. Name and required fields are in place
    • 100Execution cost. Instruction body is 1222 tokens
    • 100Running it twice. No mutating operations

    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 368: enough signal without eating the budget
    • +4Structure: 14 headings
    • +3Step-by-step instructions: 32 items
    • +4Has examples (3 code blocks)

    Quality base 70; lint remarks subtract, signals add up to 100. Result: 84.