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AC soulforge

Evolves your SOUL.md automatically based on who you actually are — not who you thought you were when you wrote it. Watches your conversations, decisions, tone, and recurring patterns across sessions. Surfaces insights. Proposes edits. Your agent's soul grows with you. Triggers on: "update my soul", "what have I become", "forge my soul", "reflect on me", "what patterns do you notice", "evolve my soul", or automatically after every 10 sessions.

modbender/skill-library-mcp Agent Skills author: modbender MIT 5 files body ≈ 1 891 tokens Open the sourcegithub.com↗ analyzed 3 d ago

Evolves your SOUL.md automatically based on who you actually are — not who you thought you were when you wrote it. Watches your conversations, decisions…

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

GeneratorAI and agentstype 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
96/100
safety, quality, tests
Safety 60%
100
Quality 40%
89
Run on models
none yet
Process rating
C
51/100
Has gaps
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 · 0

    ✓ No critical or high findings

    Files scanned: 5. 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 51/100

    • 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
    • 40Consistency. Frontmatter name (soulforge) differs from the folder (soul-forge)
    • 60Tools and files. Uses tools (web) that frontmatter does not declare
    • 100Steps. 11 steps
    • 100When it triggers. States when to use and when not to
    • 100Execution cost. Instruction body is 1891 tokens
    • 100Running it twice. No mutating operations
    • medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
    • low 11 top-level sections: this looks like several domains in one skill

    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

    • +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
    • +5Description quotes 6 example trigger phrases
    • +3Description length 446: enough signal without eating the budget
    • +4Structure: 16 headings
    • +3Step-by-step instructions: 11 items
    • +4Has examples (7 code blocks)

    Quality base 70; lint remarks subtract, signals add up to 100. Result: 89.