crystallize-north-star
Skill504 starsChanged 49 days agoApache-2.0View on GitHub
Compress the goal structure and intentionality into a specific, ambitious, achievable one-sentence research North Star.
2 other projects use a version of this.
Adopted by
Most recently taken up by
- yogsoth-ai/de-anthropocentric-research-engineword for word, first seen Sep 25, 2026
- yogsoth-ai/north-star-crystallizationtheir own version, first seen May 16, 2026
Other versions2 projects use a version of this.
Word for word · 1
- yogsoth-ai/de-anthropocentric-research-engine★ 505100% same
Edited · 0
None found.
Wrote their own version · 1
- yogsoth-ai/north-star-crystallization★ 2same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository270 other files it gives its agents.
- abstract-structureSkill
- adjudicate-exchangeSkill
- adjust-abstraction-scopeSkill
- adversarial-deliberationSkill
- aggregate-rankingSkill
- analogical-discoverySkill
- analyze-constraints-readinessSkill
- analyze-experiment-resultsSkill
- analyze-future-scenariosSkill
- analyze-heterogeneitySkill
- analyze-interventionSkill
- analyze-leaderboard-dynamicsSkill
- analyze-patent-citation-networkSkill
- analyze-scaling-regimeSkill
- analyze-temporal-trajectorySkill
- apply-perturbationSkill
- apply-question-frameworkSkill
- apply-separation-principleSkill
- apply-stage-gateSkill
- apply-veto-filterSkill
- appreciative-reframeSkill
- assess-construct-validitySkill
- assess-evidence-saturationSkill
- assess-goal-feasibilitySkill
- assess-patent-claim-scopeSkill
- assess-patent-legal-statusSkill
- assess-prior-art-and-claimsSkill
- assess-problem-wickednessSkill
- assess-publication-biasSkill
- assess-question-qualitySkill
- assess-ranking-consistencySkill
- assess-readiness-dimensionSkill
- assess-removabilitySkill
- assess-sensitivitySkill
- assess-system-boundarySkill
- assumption-stress-testSkill
- atomize-claimSkill
- atomize-conceptSkill
- attach-evidence-to-relationSkill
- audit-benchmark-validitySkill
- audit-convergence-independenceSkill
- audit-data-contaminationSkill
- audit-explanatory-compressionSkill
- audit-reporting-qualitySkill
- audit-structural-equivalenceSkill
- audit-structure-consistencySkill
- audit-study-validitySkill
- audit-validator-independenceSkill
- biologize-problemSkill
- biomimetic-transferSkill
- build-concept-fanSkill
- build-current-reality-treeSkill
- build-domain-ontologySkill
- build-failure-chainSkill
- build-noncircularity-matrixSkill
- calibrate-adversarial-confidenceSkill
- calibrate-probability-forecastSkill
- canonicalize-entitySkill
- categorize-evidenceSkill
- challenge-assumptionSkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
4 rules. About 0 are common, 4 are distinctive, and 0 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈4
Distinctive · estimate
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 23
Remove branch detail that does not distinguish the intended direction.
- Distinctive: line 25
Check traceability back to the goal tree and record unresolved tension.
- Distinctive: line 37
Every essential term traces to a goal or constraint.
- Distinctive: line 41
Do not turn a slogan into a North Star or omit constraints merely to make the sentence aspirational.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
crystallize-north-star
Purpose
Compress a validated goal structure into one specific, ambitious, achievable research North Star.
Input contract
required: [goal_tree, constraints, intended_effect]
optional: [feasibility_annotations, actor_profile, evidence_context]
constraints: [the statement must preserve the declared outcome and limiting constraints]Procedure
- Identify the highest-value outcome and the mechanism or capability it should change.
- Remove branch detail that does not distinguish the intended direction.
- Draft one sentence with outcome, scope, and constraint boundaries.
- Check traceability back to the goal tree and record unresolved tension.
Output contract
produces: [north_star_statement, research_brief, traceability_map, unresolved_tensions]
delta_fields: [findings, hypothesis_updates, decisions, uncertainties, open_questions]Quality gates
- The statement is testable and scoped.
- Every essential term traces to a goal or constraint.
Failure and counterexamples
Do not turn a slogan into a North Star or omit constraints merely to make the sentence aspirational.
Provenance map
resolved: north-star-crystallization-crystallize-north-star
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

