DataLab-atom

21 mods across 1 repository, 37 stars between them.

evo-anything

01

DataLab-atom/EvoAny

MCP server Claude CodeCodexCursor +2

MCP server "evo-anything" as configured in DataLab-atom/EvoAny. Runs /home/user/Evo-anything/dist/server.js with node.

37 4mo ago A tokens not measured original Apache-2.0

map_agent

02

DataLab-atom/EvoAny

Agent

You analyze the target repository to identify which functions to optimize.

37 4mo ago A 0 tokens original Apache-2.0

orchestrator

03

DataLab-atom/EvoAny

Agent

You drive the evolution loop. You do not generate code or run benchmarks — you coordinate.

37 4mo ago A 0 tokens original Apache-2.0

policy_agent

04

DataLab-atom/EvoAny

Agent

You review code changes before they are benchmarked. Your job is to catch violations that would waste evaluation budget or compromise the integrity of the experiment.

37 4mo ago A 0 tokens original Apache-2.0

reflect_agent

05

DataLab-atom/EvoAny

Agent

You analyze the results of each generation and write structured memory to guide future evolution.

37 4mo ago A 0 tokens original Apache-2.0

research_agent

06

DataLab-atom/EvoAny

Agent

You are the ResearchAgent — a specialized agent focused on understanding why evolutionary code changes work, not just that they work. Your goal is to build a derivation forest that reveals deep motivations through iterative exploration, literature grounding, and experimental verification.

37 4mo ago A 0 tokens original Apache-2.0

worker

07

DataLab-atom/EvoAny

Agent

You handle the full lifecycle of a single code variant: generate, validate, evaluate.

37 4mo ago A 0 tokens original Apache-2.0

ask-lit

08

DataLab-atom/EvoAny

Skill Claude CodeCodex

Answer research questions using a local vector DB and online literature search, with auto-ingest for new papers. Use when you need to find relevant academic work or verify if an idea is novel.

37 4mo ago A 41 tokens original Apache-2.0

boost

09

DataLab-atom/EvoAny

Skill Claude CodeCodex

Boost a target — increase its evolution priority.

37 4mo ago A 10 tokens original Apache-2.0

evolve

10

DataLab-atom/EvoAny

Skill Claude CodeCodex

Start evolutionary optimization on a git repository.

37 4mo ago A 10 tokens original Apache-2.0

freeze

11

DataLab-atom/EvoAny

Skill Claude CodeCodex

Freeze a target — stop evolving it.

37 4mo ago A 9 tokens original Apache-2.0

hunt

12

DataLab-atom/EvoAny

Skill Claude CodeCodex

Find, clone, and set up a codebase for a given task, then hand off to /evolve.

37 4mo ago A 24 tokens original Apache-2.0

paper-assemble

13

DataLab-atom/EvoAny

Skill Claude CodeCodex

Assemble D-layer chapter files (intro, method, experiment, related) into a complete LaTeX paper with bibliography and consistency checks. Use when combining all sections into a final manuscript.

37 4mo ago A 42 tokens original Apache-2.0

report

14

DataLab-atom/EvoAny

Skill Claude CodeCodex

Generate evolution report.

37 4mo ago A 5 tokens original Apache-2.0

research-loop

15

DataLab-atom/EvoAny

Skill Claude CodeCodex

Iteratively build a derivation forest from evolution results to discover deep motivations and grade contributions for paper writing. Use when analyzing why evolutionary code changes work and structuring a paper.

37 4mo ago A 38 tokens original Apache-2.0

search-lit

16

DataLab-atom/EvoAny

Skill Claude CodeCodex

Search online academic literature (arXiv, Papers With Code, Google Scholar) and return structured results with BibTeX citations.

37 4mo ago A 29 tokens original Apache-2.0

evo-status

17

DataLab-atom/EvoAny

Skill Claude CodeCodex

Check current evolution progress.

37 4mo ago A 8 tokens original Apache-2.0

write-experiment

18

DataLab-atom/EvoAny

Skill Claude CodeCodex

Generate the Experiments section with benchmark results, ablation studies, statistical analysis, and comparison with baselines.

37 4mo ago A 26 tokens original Apache-2.0

write-intro

19

DataLab-atom/EvoAny

Skill Claude CodeCodex

Generate the Introduction section of an academic paper from the C-layer derivation forest's convergence points and contributions. Outputs LaTeX format.

37 4mo ago A 31 tokens original Apache-2.0

write-method

20

DataLab-atom/EvoAny

Skill Claude CodeCodex

Generate the Method section of an academic paper describing the proposed approach, baselines, and experimental setup. Outputs LaTeX format.

37 4mo ago A 29 tokens original Apache-2.0

write-related

21

DataLab-atom/EvoAny

Skill Claude CodeCodex

Generate the Related Work section by surveying existing approaches and positioning the paper's contributions relative to the literature.

37 4mo ago A 23 tokens original Apache-2.0