Working discipline for research: decide whether an idea is worth pursuing and pre-register predictions, check whether an iterative loop is converging, run hard problems through five gates, put decisions on a page to tick, and use Mathematica for exact and high-precision work
84 on GitHubby Jonathan Shockv0.1.0MITupdated 9 days ago
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Plugin research from marketplace co-scientist-toolkit in shocklab/co-scientist-toolkit. Commands read from the repo's manifest — 8 days ago.
What it installs
Skills (5)
convergence-check
Diagnose whether an iterative research or writing loop is genuinely converging or spinning in place. Use this skill when you have iterated several times (on a paper, an experiment, an abstract, a proof, a model) and want an honest read on whether to keep going, stop, or change the question. Triggers
decision-page
Put three or more decisions to the user on a private web page (a Claude Artifact) where each decision is a card with Claude's recommendation, the detail to answer from, a tick to accept, the alternatives and a comment box; the user's ticks and comments save to the page, and Claude reads them back in
fable-mode
Run any model with Fable-class working discipline. Five gates: scope, evidence, attack, verify, report. Use when the user says 'fable mode', 'use fable mode', or 'think like Fable'; when a hard, high-stakes, or ambiguous problem deserves maximum rigour; or when a smaller model (Opus, Sonnet, Haiku)
mathematica
Run Mathematica (wolframscript) for symbolic and high-precision work, decide when it beats Python, and write .nb notebooks programmatically. Use this skill whenever a task needs exact symbolic computation (series, closed-form integrals or ODE solutions, special functions, exact rational or polynomia
pre-register
Idea triage and pre-registration gate for research. Use this skill BEFORE investing time or compute in a research idea, experiment, or project direction, to decide honestly whether it is worth doing and to commit to predictions before piloting. Triggers include: 'is this idea worth doing', 'should I
Fetch arXiv source, turn PDFs into Markdown locally, search your papers, trace each number in a paper to its source, verify references, review papers and import them into Zotero, with a hook that keeps the full text of subscription papers out of the conversation
Typeset PDFs and slide decks from Markdown, self-contained HTML documents, a course or docs site bound into one printable PDF, and narrated explainer videos made with Manim
Skills for recording and transcribing meetings on your own Mac with the meeting tool in this repository (OBS, whisper.cpp, pyannote); nothing is uploaded
Research any topic across Reddit, X, YouTube, TikTok, Instagram, Hacker News, Polymarket, GitHub, and 5+ more sources. AI agent scores by upvotes, likes, and real money - not editors.
53 marketing skills for technical marketers and founders: CRO, copywriting, cold email, prospecting, SEO, AI SEO, paid ads, SMS, ad creative, video production, image generation, co-marketing, churn prevention, pricing, referrals, revenue operations, sales enablement, customer research, site architecture, comprehensive AARRR-structured marketing plans, public relations and earned media, offer design, event marketing and webinars, and more
Comprehensive startup business analysis with market sizing (TAM/SAM/SOM), financial modeling, team planning, and strategic research for early-stage companies
5 skills · 3 commands · 1 agent
wshobson/agents 42,461
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