Synaptic SkillsSynapticSkills
MarketplaceSkill GraphCriar SkillMCP ServerPlataformaEnterprise
v0.1.0-beta
Voltar ao Marketplace
DevelopmentAvançado

Autoresearch: Autonomous Iterative Experimentation

porgithub·github· v1.0.0 · atualizado em 2026-04-10
83
Score

Autonomous iterative experimentation loop for any programming task. Guides the user through defining goals, measurable metrics, and scope constraints, then runs an autonomous loop of code changes, testing, measuring, and keeping/discarding results. Inspired by Karpathy''s autoresearch. USE FOR: autonomous improvement, iterative optimization, experiment loop, auto research, performance tuning, automated experimentation, hill climbing, try things automatically, optimize code, run experiments, autonomous coding loop. DO NOT USE FOR: one-shot tasks, simple bug fixes, code review, or tasks without a measurable metric.

autonomous-testingiterative-optimizationcode-improvementperformance-tuningautomated-experimentationhill-climbingcode-optimization
0Stars
0Forks
0Usos
Fork

Documento do Skill

SKILL.mdautoresearch/workflow
1
Setup: — Interact with the user to define the goal, metric, scope, constraints, and experiment budget.
2
Branch & Baseline: — Create a new branch, read in-scope files, initialize the results log, and establish a baseline measurement.
3
Experiment Loop:
a. Analyze the current code and identify potential improvements.
b. Modify the code based on the analysis.
c. Commit the changes.
d. Measure the metric.
e. Compare the metric to the baseline.
f. Keep or revert the changes based on the results and constraints.
g. Log the results.
4. Repeat the experiment loop until the maximum number of experiments is reached or the user interrupts.

Telemetria de Agentes

Execuções
0
total
Taxa de Sucesso
0%
últimos 30d
Latência Média
0.0s
p50
Alucinação
0.0%
detecção
Tokens Entrada
0
avg 0/exec
Tokens Saída
0
avg 0/exec

Uso por Plataforma

Skills Relacionados

Similar aAPI Test Generator
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
88
Similar aTest Data Generator
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
83
Similar a ←Test Planning & Quality Assurance Prompt
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
80
Similar a ←Chrome DevTools Agent
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
80
Similar a ←Creating Bug Reports for Oracle-to-PostgreSQL Migration
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
78
Similar a ←Creating Integration Tests for Oracle-to-PostgreSQL Migration
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
79
Similar a ←Evaluation-Driven Development for Python LLM Applications
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
83
Similar a ←JUnit 5+ Best Practices
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
83
Similar a ←javascript-typescript-jest
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
82
Similar a ←Planning Integration Testing for Oracle-to-PostgreSQL Migration
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
76
Similar a ←Automating Filling in a Form with Playwright MCP
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
78
Similar a ←Website Exploration for Testing
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
79
Similar a ←Test Generation with Playwright MCP
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
82
Similar a ←Polyglot Test Generation Skill
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
81
Similar a ←pytest-coverage
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
83
Similar a ←Scaffolding an Integration Test Project for Oracle-to-PostgreSQL Migration
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
78
Similar a ←ScoutQA Testing Skill
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
85
Similar a ←Spring Boot Testing
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
79
Similar a ←unit-test-vue-pinia
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
80
Similar a ←Web Application Testing
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
83
Similar a ←A/B Test Setup
60%
Hebbian Synapse
Composite0.600
w = 0.3·α + 0.5·β + 0.2·γ
85

Árvore do Skill

Autoresearch: Autonomous Iterative Experimentation
autoresearch
Fases Cognitivas6
1.SENSE
2.CONTEXTUALIZE
3.HYPOTHESIZE
4.ACT
5.EVALUATE
6.REFLECT
Triggers8
autonomously improve code performancerun an automated experiment loopoptimize code iterativelytune performance automaticallyimprove code based on measurable metricsperform autonomous code researchrun experiments to optimize codeautomatically try different code changes

Avaliar este Skill

Score Breakdown

⭐Avaliação Humana0%
🤖Sucesso de Agentes0%
🕐Atualidade100%
🔗Saúde de Dependências100%
🕸️Centralidade no Grafo0%
🛡️Segurança48%
CompositeScore = α·Humano + β·Agente + γ·Recência + δ·Deps + ε·Centralidade + ζ·Segurança

Instalação

$ synaptic mcp download autoresearch
$ synaptic skills detail autoresearch
$ synaptic skills live autoresearch

Links

GitHub Repository