scientific agents

453 tagged scientific, measured the same way as everything else here.

Browse within: bioinformatics 29academic-writing 27agents-md 26data-science 26data-analysis 23prompt-engineering 20codex-cli 19tidymodels 19bayesian-statistics 18clinical-trials 18Science 17agent-orchestration 16gemini 16meta-prompting 16

flux-analyzer

01

aiming-lab/AutoResearchClaw

Agent

Metabolic flux analysis agent. Performs gene essentiality analysis, phenotypic phase plane construction, flux sampling, and subsystem-level pathway analysis. Use after FBA simulations are complete and the user wants deeper phenotypic characterisation or to identify metabolic engineering targets.

14k 13d ago A 56 tokens original MIT

kill-list-checker

02

pycaret/pycaret

Agent Claude Code

Verify a feature isn't on the 4.0 kill list before anyone implements it. Use proactively before starting any new feature or restoring 3.x behavior.

9.8k 1mo ago A 36 tokens

council-kahneman

03

0xNyk/council-of-high-intelligence

Agent

Council member. Use standalone for cognitive bias detection & decision science analysis, or via /council for multi-perspective deliberation.

4.2k 8d ago A 35 tokens original MIT

grader

04

aipoch/open-science

Agent

Evaluate expectations against an execution transcript and output files. Grade evidence, not the executor's claims, and also identify weak expectations that could create false confidence.

3.3k yesterday A 0 tokens original Apache-2.0

analyzer

05

HughYau/AcademicForge

Agent

Analyze blind comparison results to understand WHY the winner won and generate improvement suggestions.

2.5k yesterday A 0 tokens

jmiao24/Paper2Agent

Agent Claude Code

Use this agent when you need to systematically process tutorials to extract and implement their tools as reusable functions for current folder with ONLY -env environment installed (no mcps-env required). This agent should be triggered when: (1) You have discovered tutorials that need to be converted into a function…

2.3k 6mo ago A 269 tokens original MIT

researcher

08

mims-harvard/ToolUniverse

Agent

Autonomous scientific research agent with access to 1000+ databases. Use for complex research questions that require searching multiple databases, analyzing data, and synthesizing findings.

1.7k 2d ago A 36 tokens original Apache-2.0

nagisanzenin/engram

Agent

Builds interactive HTML explorables for Engram threshold concepts under the binding Explorable Contract. Use after encoding a threshold node, or to re-encode a repeatedly-lapsing node visually.

1.4k 5d ago B 45 tokens original MIT

engram-assessor

10

nagisanzenin/engram

Agent

Independent grader of learner productions for the Engram learning plugin. MUST BE USED for /learn verification and /review audits. Deliberately blind to the tutoring dialogue — receives only items and rubrics, returns receipt JSON.

1.4k 5d ago A 49 tokens original MIT

nagisanzenin/engram

Agent

Decomposes any topic into a first-principles concept DAG for the Engram learning plugin. Use when starting a new learning topic or restructuring one. Returns strict JSON for engram.py add-topic.

1.4k 5d ago A 50 tokens original MIT

RetroPilot

12

PharMolix/OpenBioMed

Agent

Autonomous Retrosynthetic Tree Search Loop. Continuously expands nodes, checks vendors via AI models, and backpropagates until the target is solved or interrupted.

1.1k 1mo ago A 36 tokens original MIT

gpd-executor

13

psi-oss/get-physics-done

Agent

Default writable implementation agent for bounded GPD research execution. Handles PLAN.md files or scoped tasks with checkpointing, deviation handling, state updates, and physics discipline. Spawned by execute-phase, quick, and parameter-sweep workflows.

915 1mo ago A 51 tokens

gpd-paper-writer

14

psi-oss/get-physics-done

Agent

Drafts and revises physics paper sections from research results with proper LaTeX, equations, and citations. Spawned by the write-paper and respond-to-referees workflows.

915 1mo ago A 42 tokens

gsd-debugger

15

rokicool/gsd-opencode

Agent

Investigates bugs using scientific method, manages debug sessions, handles checkpoints. Spawned by /gsd-debug orchestrator.

824 3mo ago A 29 tokens

notes-agent

16

WUBING2023/ExamPass-Assistant

Agent

An agent that designs explanations using learning-science methods for beginners who need to understand and repeat the assigned topics in their own words.

759 2mo ago A 0 tokens

analyzer

17

AgentTeam-TaichuAI/ScienceClaw

Agent

Analyze blind comparison results to understand WHY the winner won and generate improvement suggestions.

659 3mo ago A 0 tokens

executioner

19

samvallad33/vestige

Agent

Optional Sanhedrin fallback verifier. Decomposes a draft into check-worthy claims, checks high-trust durable Vestige evidence, and returns a pass/veto verdict.

614 yesterday A 37 tokens AGPL-3.0

lateral-thinker

20

samvallad33/vestige

Agent

Subconscious subagent that surfaces cross-disciplinary structural parallels from the Vestige memory graph. Invoked by the preflight-swarm.sh UserPromptSubmit hook (Pre-Cognitive Triad v2.3 "Thalamus"). Fresh context, Haiku 4.5, Vestige MCP tool access. Outputs a single XML block or EMPTY.

614 yesterday A 82 tokens AGPL-3.0

synthesis-composer

21

samvallad33/vestige

Agent

Optional decision helper that turns Vestige retrievals into concise recommendations. Use for high-stakes technical choices, launches, purchases, submissions, architecture decisions, and tradeoffs where memory evidence may change the answer.

614 yesterday A 46 tokens AGPL-3.0

kosmos_architect

22

jimmc414/Kosmos

Agent Claude Code

Senior architect agent for Kosmos codebase analysis. Generates WARMSTART.md documentation for AI programmers. Use for onboarding, architecture overview, refreshing documentation, or answering architecture questions.

574 5mo ago A 40 tokens

analysis_expert

23

aristoteleo/PantheonOS

Agent

Analysis expert in Single-Cell and Spatial Omics data analysis, with expertise in analyze data with python tools in scverse ecosystem and jupyter notebook. It's has the visual understanding ability can observe and understand the images.

482 yesterday A 47 tokens original BSD-2-Clause

note-extract-worker

24

anthropics/healthcare

Agent

Isolated extraction worker for clinical-note-extract batch runs. Reads one note from its prompt, returns one structured record. No tools — note text is untrusted input.

402 5d ago A 39 tokens