whenpoem

27 mods across 1 repository, 8 stars between them.

budgeter

01

whenpoem/aiscientist

Agent Claude Code

Resource gatekeeper. Other agents must call the budgeter before launching long-running training, expensive LLM calls, or held-out queries. The budgeter consults resbudgetledger and either approves the request, suggests a smaller request, or halts.

8 1mo ago C 54 tokens original MIT

engineer

02

whenpoem/aiscientist

Agent Claude Code

Implementation and experimentation. Can write code, run scripts, and record findings to memory.

8 1mo ago A 20 tokens original MIT

librarian

03

whenpoem/aiscientist

Agent Claude Code

Discover and structurally ingest papers from arxiv / openalex. Populates the literature index.

8 1mo ago A 23 tokens original MIT

prover

04

whenpoem/aiscientist

Agent Claude Code

Attempt formal proofs in Lean 4 for stated lemmas. Scope: small statistical identities (sample mean unbiasedness, Chebyshev/Cauchy-Schwarz/Markov/Bonferroni inequalities, simple CLT/MLE statements). Triage gate: only spawn when triageforformalization returns eligible=True.

8 1mo ago A 68 tokens original MIT

researcher

05

whenpoem/aiscientist

Agent Claude Code

Read-only literature review, idea generation, and hypothesis proposal. Cannot modify code or files.

8 1mo ago A 21 tokens original MIT

reviewer

06

whenpoem/aiscientist

Agent Claude Code

Adversarial reviewer of finished manuscripts. Refuses to sign off on central result claims until publication-critical metrics trace back to pinned evidence (empirical checklist) AND theorem claims trace back to an empty diagnostic manifest plus either a Lean verification or an explicit unverified flag (proof…

8 1mo ago A 59 tokens original MIT

verifier

07

whenpoem/aiscientist

Agent Claude Code

Independent verification of claims. Read-only access to code; can run verification tools but cannot edit.

8 1mo ago A 22 tokens original MIT

PreToolUse

08

whenpoem/aiscientist

Hook Claude Code

Runs before the agent uses a tool for Read, Write, Edit, Bash and Bash tool calls, executing leakage_guard.py and destructive_bash_guard.py via uv with --no-sync (2 commands). From whenpoem/aiscientist.

8 1mo ago A tokens not measured original MIT

PostToolUse

09

whenpoem/aiscientist

Hook Claude Code

Runs after a tool call finishes for Bash tool calls, executing provenance_log.py via uv with --no-sync. From whenpoem/aiscientist.

8 1mo ago A tokens not measured copy · 86% MIT

UserPromptSubmit

10

whenpoem/aiscientist

Hook Claude Code

Runs when you submit a prompt, before the agent sees it, executing intervention_pump.py via uv with --no-sync. From whenpoem/aiscientist.

8 1mo ago A tokens not measured original MIT

Stop

11

whenpoem/aiscientist

Hook Claude Code

Runs when the agent finishes a response, executing intervention_pump.py and stop_flush.py via uv with --no-sync (2 commands). From whenpoem/aiscientist.

8 1mo ago A tokens not measured original MIT

aiscientist

12

whenpoem/aiscientist

Settings file Claude Code

MCP configuration declaring 7 servers: memory, verify, prove, lean, cockpit, arxiv.

8 1mo ago A tokens not measured original MIT

bt-tournament

13

whenpoem/aiscientist

Skill Claude CodeCodex

Rank competing hypotheses or proof skeletons from the complete comparison ledger using a joint batch MAP Bradley-Terry fit and approximate posterior intervals. Use whenever 3 or more candidates compete for the next experiment, or when the user asks which branch currently leads. Do not present the intervals as…

8 1mo ago A 63 tokens original MIT

debug-sop

14

whenpoem/aiscientist

Skill Claude CodeCodex

Diagnose errors, failed tests, crashes, hangs, regressions, suspicious outputs, and unexpected experimental results through reproducible hypothesis-driven debugging. Use whenever a script or system behaves incorrectly, even if the user only says it is broken or pastes an error. Respect diagnosis-only requests…

8 1mo ago A 68 tokens original MIT

preregister

15

whenpoem/aiscientist

Skill Claude CodeCodex

Lock a confirmatory falsification target and its fixed multiple-comparison family before observing the confirmatory result. Use before promoting an exploratory finding to a main claim or whenever several related hypotheses need Bonferroni control. Records metric, threshold, family id/size, correction, and seed budget.

8 1mo ago A 62 tokens original MIT

prove-sop

16

whenpoem/aiscientist

Skill Claude CodeCodex

Build and audit a statistical or mathematical proof from proposition capture through skeleton selection, diagnosis, correction, optional empirical checking, and optional Lean reinsurance. Use when the user asks to prove or rigorously derive a proposition, a graph proposition lacks a verified proof, or a reviewer…

8 1mo ago A 64 tokens original MIT

replay

17

whenpoem/aiscientist

Skill Claude CodeCodex

Audit a past pruning or approval decision by creating a counterfactual branch from a saved snapshot without mutating the live graph. Use when the user asks what would have happened under another decision, disputes a paused branch, or wants to inspect an earlier checkpoint.

8 1mo ago A 54 tokens original MIT

research-sop

18

whenpoem/aiscientist

Skill Claude CodeCodex

Run an end-to-end, auditable research workflow from question framing through literature, competing hypotheses, experiment selection, implementation, verification, and claim handoff. Use whenever the user asks to investigate, compare, test, validate, or establish an empirical research claim, including when they do not…

8 1mo ago A 85 tokens original MIT

writeup-sop

19

whenpoem/aiscientist

Skill Claude CodeCodex

Produce or revise research reports, result-bearing Markdown, paper sections, and manuscripts without overstating evidence. Use whenever writing text that reports experimental metrics, statistical conclusions, hypothesis rankings, theorem claims, or research findings. Do not trigger for ordinary README edits…

8 1mo ago A 67 tokens original MIT

memory

20

whenpoem/aiscientist

MCP server Claude CodeCodexCursor +2

MCP server "memory" as configured in whenpoem/aiscientist. Launched with uv tool run --from claudescientist==5.1.4 claudescientist mcp memory.

8 1mo ago A tokens not measured original MIT

verify

21

whenpoem/aiscientist

MCP server Claude CodeCodexCursor +2

MCP server "verify" as configured in whenpoem/aiscientist. Launched with uv tool run --from claudescientist==5.1.4 claudescientist mcp verify.

8 1mo ago A tokens not measured original MIT

prove

22

whenpoem/aiscientist

MCP server Claude CodeCodexCursor +2

MCP server "prove" as configured in whenpoem/aiscientist. Launched with uv tool run --from claudescientist[all]==5.1.4 claudescientist mcp prove.

8 1mo ago A tokens not measured original MIT

cockpit

23

whenpoem/aiscientist

MCP server Claude CodeCodexCursor +2

MCP server "cockpit" as configured in whenpoem/aiscientist. Launched with uv tool run --from claudescientist==5.1.4 claudescientist mcp cockpit.

8 1mo ago A tokens not measured original MIT

arxiv

24

whenpoem/aiscientist

MCP server Claude CodeCodexCursor +2

MCP server "arxiv" as configured in whenpoem/aiscientist. Launched with uv tool run arxiv-mcp-server==0.5.0.

8 1mo ago A tokens not measured original MIT