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assess-context

AI context assessment — evaluating problem malleability, mapping structural rigidity versus flexibility, analyzing transformation pressure, and estimating…

Skill by Philipp Thoss

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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

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About

AI context assessment — evaluating problem malleability, mapping structural rigidity versus flexibility, analyzing transformation pressure, and estimating capacity to adapt. Use when a complex task feels stuck and it is unclear whether to push through or pivot, before a significant approach change to assess whether the current reasoning structure can support it, when accumulated workarounds suggest the underlying approach may be wrong, or as a periodic structural health check during extended multi-step tasks.

Use cases: spreadsheets, productivity

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What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

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  • codeload.github.com · found in install command

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  • ~/.claude/skills/assess-context

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From allowed-tools in SKILL.md: the agent may use these without asking you each time.

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What's inside

Skill name
assess-context
Description
AI context assessment — evaluating problem malleability, mapping structural rigidity versus flexibility, analyzing transformation pressure, and estimating capacity to adapt. Use when a complex task feels stuck and it is unclear whether to push through or pivot, before a significant approach change to assess whether the current reasoning structure can support it, when accumulated workarounds suggest the underlying approach may be wrong, or as a periodic structural health check during extended multi-step tasks.
License
MIT
Allowed tools
Read
Metadata
tags: morphic, assessment, context-evaluation, malleability, meta-cognition, ai-self-application · author: Philipp Thoss · domain: morphic · version: 1.0 · language: natural · complexity: intermediate
Instructions
238 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# Assess Context

Evaluate the current reasoning context for malleability — identifying which elements are rigid (cannot change), which are flexible (can change cheaply), where transformation pressure is building, and whether the current approach has the capacity to adapt if needed.

## When to Use

- When a complex task feels stuck and it is unclear whether to push through or pivot
- Before a significant approach change to assess whether the current reasoning structure can support it
- When accumulated workarounds suggest the underlying approach may be wrong
- After `heal` or `awareness` has identified drift but the appropriate response (continue, adjust, or rebuild) is unclear
- When context has grown long and it is unclear how much can be preserved versus how much needs to be rebuilt
- Periodic structural health check during extended multi-step tasks

## Inputs

- **Required**: Current task context and reasoning state (available implicitly)
- **Optional**: Specific concern triggering the assessment (e.g., "I keep adding workarounds")
- **Optional**: Proposed pivot direction (what might the approach need to become?)
- **Optional**: Previous assessment results for trend analysis

## Procedure

### Step 1: Inventory Reasoning Form

Catalog the structural components of the current reasoning approach without judgment.

```text
Structural Inventory Table:
┌────────────────────┬──────────────┬──────────────────────────────────┐
│ Component          │ Type         │ Description                      │
├────────────────────┼──────────────┼──────────────────────────────────┤
│ Main task          │ Skeleton     │ The user's core request — cannot │
│                    │              │ change without user direction     │
├────────────────────┼──────────────┼──────────────────────────────────┤
│ Sub-task breakdown │ Flesh        │ How the task is decomposed —     │
│                    │              │ can be restructured               │
├────────────────────┼──────────────┼──────────────────────────────────┤
│ Tool strategy      │ Flesh        │ Which tools are being used and   │
│                    │              │ in what order — can be changed    │
├────────────────────┼──────────────┼──────────────────────────────────┤
│ Output plan        │ Flesh/Skel   │ The expected deliverable format  │
│                    │              │ — may be constrained by user     │
│                    │              │ expectations                      │
├────────────────────┼──────────────┼──────────────────────────────────┤
│ Key assumptions    │ Skeleton     │ Facts treated as given — may be  │
│                    │              │ wrong but are load-bearing        │
├────────────────────┼──────────────┼──────────────────────────────────┤
│ Constraints        │ Skeleton     │ Hard limits (user-imposed, tool  │
│                    │              │ limitations, time)                │
├────────────────────┼──────────────┼──────────────────────────────────┤
│ Workarounds        │ Scar tissue  │ Patches for things that didn't   │
│                    │              │ work as expected — signals of     │
│                    │              │ structural stress                 │
└────────────────────┴──────────────┴──────────────────────────────────┘
```

Classify each component:
- **Skeleton**: hard to change; changing it cascades through everything downstream
- **Flesh**: easy to change; can be swapped without affecting other components
- **Scar tissue**: workarounds that indicate structural problems; often flesh pretending to be skeleton

Map dependencies: which components depend on which? A skeleton component with many dependents is load-bearing. A flesh component with no dependents is disposable.

**Got:** A complete inventory showing what the current approach is built from, what is rigid, what is flexible, and where stress is visible (workarounds). The inventory should reveal structure that was not obvious before cataloging.

**If fail:** If the inventory is hard to construct (the approach is too tangled to decompose), that is itself a finding — high structural opacity indicates high rigidity. Start with what is visible and note the opacity zones.

### Step 2: Map Transformation Pressure

Identify forces pushing the current approach toward change and forces resisting it.

```text
Pressure Map:
┌─────────────────────────┬──────────────────────────────────────────┐
│ External Pressure       │ Forces from outside the reasoning        │
│ (pushing toward change) │                                          │
├─────────────────────────┼──────────────────────────────────────────┤
│ New information         │ Tool results or user input that          │
│                         │ contradicts current approach              │
├─────────────────────────┼──────────────────────────────────────────┤
│ Tool contradictions     │ Tools returning unexpected results that  │
│                         │ the current approach cannot explain       │
├─────────────────────────┼──────────────────────────────────────────┤
│ Time pressure           │ The current approach is too slow for the │
│                         │ complexity of the task                    │
├─────────────────────────┼──────────────────────────────────────────┤
│ Internal Pressure       │ Forces from within the reasoning         │
│ (pushing toward change) │                                          │
├─────────────────────────┼──────────────────────────────────────────┤
│ Diminishing returns     │ Each step yields less progress than the  │
│                         │ previous one                              │
├─────────────────────────┼──────────────────────────────────────────┤
│ Workaround accumulation │ The number of patches is growing —       │
│                         │ complexity is outpacing the structure     │
├─────────────────────────┼──────────────────────────────────────────┤
│ Coherence loss          │ Sub-tasks are not fitting together       │
│                         │ cleanly anymore                           │
├─────────────────────────┼──────────────────────────────────────────┤
│ Resistance              │ Forces opposing change                    │
│ (pushing against change)│                                          │
├─────────────────────────┼──────────────────────────────────────────┤
│ Sunk cost               │ Significant work already done on current │
│                         │ approach — pivoting "wastes" that effort  │
├─────────────────────────┼──────────────────────────────────────────┤
│ "Good enough"           │ The current approach is producing        │
│                         │ acceptable (if not optimal) results       │
├─────────────────────────┼──────────────────────────────────────────┤
│ Pivot cost              │ Switching approaches means rebuilding    │
│                         │ context, losing momentum, potential      │
│                         │ confusion                                 │
└─────────────────────────┴──────────────────────────────────────────┘
```

Estimate the balance: is transformation pressure growing, stable, or declining?

**Got:** A clear picture of forces acting on the current approach. If pressure significantly exceeds resistance, a pivot is overdue. If resistance significantly exceeds pressure, the current approach should continue.

**If fail:** If the pressure map is ambiguous (neither strong pressure nor strong resistance), project forward: will the pressures intensify? Will the workarounds compound? An approach that is "good enough now but degrading" is under more pressure than it appears.

From pjt222/agent-almanac, MIT.

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Last commit (this folder)
Aug 17, 2026 (2 months ago)
Last release
Aug 26, 2026 (2 months ago)

From GitHub (fetched Oct 24, 2026).

Details

Version
1.0
License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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assess-context skill. Agent Mart. https://agentmart.dev/skills/pjt222-assess-context (last updated 2026-10-24)