mcpbeat Sign in

Cynefin Agent Skill

Cynefin sense-making framework categorizing problems as Simple, Complicated, Complex, Chaotic, or Confused to select the right approach. Use when unsure how to tackle a problem.

5k tokens
context cost
the whole folder, loaded on every use
5
files
instructions only
1
copies elsewhere
how many repositories repackaged it
106
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/neurofoo/agent-skills --skill cynefin

What comes with it

17 135 bytes besides the instruction
commands/categorize.md
commands/cynefin.md
references/domains.md
references/examples.md

The instruction itself

14 sections, as written by the author

Cynefin Analysis

Analyze a situation through the Cynefin framework to understand what type of problem it is and choose the appropriate response.

Instructions

Determine which Cynefin domain the problem belongs to, then apply the appropriate response approach. Be willing to recognize that parts of a problem may span multiple domains.

Output Format

Situation: [What we're analyzing]


Initial Assessment

Characteristics Check

| Characteristic | Yes/No/Maybe | Evidence |

|---------------|--------------|----------|

| Cause and effect are clear and predictable | | |

| Experts can analyze and determine the answer | | |

| Outcomes can only be understood in hindsight | | |

| The situation is unstable/in crisis | | |

| We genuinely don't know what kind of problem this is | | |


Domain Classification

Primary Domain: [Simple/Complicated/Complex/Chaotic/Confused]

Why this domain?

[Reasoning for the classification]


Domain-Appropriate Response

If SIMPLE/OBVIOUS

*Sense → Categorize → Respond*

Best Practice to Apply: [The established approach]

If COMPLICATED

*Sense → Analyze → Respond*

Experts Needed: [Who has the expertise?]

Analysis Required: [What to investigate?]

If COMPLEX

*Probe → Sense → Respond*

Safe-to-Fail Experiments:

| Probe | What We'd Learn | Amplify if... | Dampen if... |

|-------|-----------------|---------------|---------------|

| [experiment] | [insight] | [success indicators] | [failure indicators] |

Key Mindset: Don't try to predict. Try things, observe, adapt.

If CHAOTIC

*Act → Sense → Respond*

Immediate Stabilization: [What action do we take right now?]

If CONFUSED

*Break down, then categorize*

| Sub-problem | Likely Domain | Why |

|-------------|---------------|-----|

| [sub-problem] | [domain] | [reasoning] |


Boundary Warnings

| Transition | Warning Signs | What to Do |

|------------|--------------|------------|

| Simple → Chaotic | Complacency | Challenge assumptions |

| Complicated → Complex | Analysis not converging | Try probes instead |

| Complex → Chaotic | Loss of control | Stabilize fast |


Given this is a [DOMAIN] problem, we should:

  • [Primary approach]
  • [Supporting action]

Guidelines

  • Most people default to Complicated (analysis) when Complex (probes) is needed
  • "Best practice" is only valid in Simple domain
  • In Complex, you can't predict—you can only experiment and adapt
  • In Chaotic, act first, think later

$ARGUMENTS

Other skills for the same job

different authors, same section of the catalogue
Protocolsio Integration
by christophacham
×4

Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and comments; organize workspaces; upload and manage files; or integrate protocols.io functionality into workflows. Applicable for protocol discovery, collaborative protocol development, experiment tracking, lab protocol management, and scientific documentation.

16k tokens
Tailored Resume Generator
by frostant
×4

Analyzes job descriptions and generates tailored resumes that highlight relevant experience, skills, and achievements to maximize interview chances

3k tokens
Excalidraw Diagram Generator
by github
vendor ×3

Generate Excalidraw diagrams from natural language descriptions. Use when asked to "create a diagram", "make a flowchart", "visualize a process", "draw a system architecture", "create a mind map", or "generate an Excalidraw file". Supports flowcharts, relationship diagrams, mind maps, and system architecture diagrams. Outputs .excalidraw JSON files that can be opened directly in Excalidraw.

36k tokens scripts
Expo Dev Client
by openai
vendor ×3

Build and distribute Expo development clients locally or via TestFlight

961 tokens
Executing Plans
by ZhanlinCui
×3

Use when you have a written implementation plan to execute in a separate session with review checkpoints

542 tokens
Anndata
by christophacham
×3

Data structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integrating with the scverse ecosystem. This is the data format skill—for analysis workflows use scanpy; for probabilistic models use scvi-tools; for population-scale queries use cellxgene-census.

16k tokens
Benchling Integration
by christophacham
×3

Benchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data Warehouse, for lab data management automation.

14k tokens
Biopython
by christophacham
×3

Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access (Bio.Entrez). Best for batch processing, custom bioinformatics pipelines, BLAST automation. For quick lookups use gget; for multi-service integration use bioservices.

24k tokens

How to use it

Copy the folder

Take neurofoo/cynefin from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.