Research Refine
zjYao36/Auto-Research-Refine
Turns a vague research direction into a focused, problem-anchored method plan through up to five review rounds with a second model.
Audit a bounded mathematical slice for missing or unusable Jacobian capabilities, beyond a single-operation review.
$ npx skills add morluto/jacobian --skill audit-mathematical-vocabulary -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install morluto/jacobian audit-mathematical-vocabulary --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/morluto/jacobian.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/audit-mathematical-vocabulary .claude/skills/audit-mathematical-vocabulary && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "audit-mathematical-vocabulary" agent skill from https://github.com/morluto/jacobian/tree/main/.agents/skills/audit-mathematical-vocabulary into .claude/skills/audit-mathematical-vocabulary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-mathematical-vocabulary", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/morluto/jacobian/tree/main/.agents/skills/audit-mathematical-vocabularyType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add morluto/jacobian --skill audit-mathematical-vocabulary -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install morluto/jacobian audit-mathematical-vocabulary --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/morluto/jacobian.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/audit-mathematical-vocabulary .agents/skills/audit-mathematical-vocabulary && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "audit-mathematical-vocabulary" agent skill from https://github.com/morluto/jacobian/tree/main/.agents/skills/audit-mathematical-vocabulary into .agents/skills/audit-mathematical-vocabulary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-mathematical-vocabulary", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add morluto/jacobian --skill audit-mathematical-vocabulary -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install morluto/jacobian audit-mathematical-vocabulary --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/morluto/jacobian.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/audit-mathematical-vocabulary .cursor/skills/audit-mathematical-vocabulary && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "audit-mathematical-vocabulary" agent skill from https://github.com/morluto/jacobian/tree/main/.agents/skills/audit-mathematical-vocabulary into .cursor/skills/audit-mathematical-vocabulary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-mathematical-vocabulary", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/morluto/jacobian.git --path .agents/skills/audit-mathematical-vocabulary--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add morluto/jacobian --skill audit-mathematical-vocabulary -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install morluto/jacobian audit-mathematical-vocabulary --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/morluto/jacobian.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/audit-mathematical-vocabulary .gemini/skills/audit-mathematical-vocabulary && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "audit-mathematical-vocabulary" agent skill from https://github.com/morluto/jacobian/tree/main/.agents/skills/audit-mathematical-vocabulary into .gemini/skills/audit-mathematical-vocabulary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-mathematical-vocabulary", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install morluto/jacobian audit-mathematical-vocabularyInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add morluto/jacobian --skill audit-mathematical-vocabulary -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/morluto/jacobian.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/audit-mathematical-vocabulary .github/skills/audit-mathematical-vocabulary && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "audit-mathematical-vocabulary" agent skill from https://github.com/morluto/jacobian/tree/main/.agents/skills/audit-mathematical-vocabulary into .github/skills/audit-mathematical-vocabulary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-mathematical-vocabulary", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add morluto/jacobian --skill audit-mathematical-vocabulary -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install morluto/jacobian audit-mathematical-vocabulary --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/morluto/jacobian.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/audit-mathematical-vocabulary .opencode/skills/audit-mathematical-vocabulary && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "audit-mathematical-vocabulary" agent skill from https://github.com/morluto/jacobian/tree/main/.agents/skills/audit-mathematical-vocabulary into .opencode/skills/audit-mathematical-vocabulary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "audit-mathematical-vocabulary", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
audit-mathematical-vocabularyAudit a bounded mathematical slice for missing or unusable Jacobian capabilities, beyond a single-operation review.
Audit Mathematical Vocabulary is an agent skill from morluto/jacobian. Audit a bounded mathematical slice for missing or unusable Jacobian capabilities, beyond a single-operation review.
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science, covering Math and symbolic computation. It works with Model Context Protocol. The repository describes itself as: Composable mathematics tools for agents. The licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 9dc2aaf. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Audit Mathematical Vocabulary loads about 1.5k tokens when it runs. Until then it costs about 36 tokens; SKILL.md has 781 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from morluto/jacobian at commit 9dc2aaf, republished under its MIT licence (© morluto). 781 words, ~1,509 tokens.
.claude/skills/audit-mathematical-vocabulary/SKILL.md (or your agent's skills folder).Find confirmed gaps in one mathematical slice without turning the audit into a backend-wrapper wishlist or a claim of complete coverage.
Use the relevant vocabulary model
and domain references to assess the slice. Consult the
admission contract
when proposing publication or changing an execution envelope. Use
audit-public-operation-contracts for a deep review of one operation and
recent-conjecture-evaluations for a held-out conjecture evaluation.
Choose one bounded slice, such as polynomial elimination. Name its mathematical boundary and the current-main revision. Do not silently expand it into a whole domain or repository audit.
Snapshot the relevant catalog facts before researching solutions. Record the operation IDs, owner domains, canonical inputs and outputs, natural downstream consumers, defining or reconstruction invariants, admitted bounds, and private backends. Use the live catalog and current source as authority; search results alone are not a complete inventory.
Check the slice through four independent lenses:
Prefer deterministic inspection and direct operation calls. Use an independent oracle when the finding depends on a mathematical value. Do not run model comparisons unless deterministic evidence cannot distinguish discovery from reasoning failure.
Assign each finding one primary class:
operation: the reusable mathematical postcondition is absent;representation: the mathematical value cannot be expressed canonically;interoperability: existing producers and consumers use incompatible values;discovery: the operation exists but natural search does not surface it;contract: the operation exists but its public semantics or evidence are
insufficient;scale/backend: the operation exists with the needed postcondition, but a
coarse admission proxy, expanded representation, algorithm regime, or
bounded implementation is the limiting factor;reasoning: the needed vocabulary exists and the remaining failure is
strategy selection or mathematical reasoning; orno gap: the investigated path is already supported or does not justify a
product change.Before opening anything, search local reports and live issues and pull requests of every state for the mathematical family, operation IDs, and root mechanism. Treat an owned finding as ownership evidence, not a new issue. External issue, comment, or pull-request mutations still require explicit authorization.
A new gap is ready to file only when it has a stable mathematical postcondition, a plausible bounded exact implementation, useful composition with canonical values, concrete evidence beyond a single trace or backend API, and no existing owner. Lead the issue with the user or mathematical need, keep confirmed facts separate from hypotheses, and leave admission or implementation details open unless the evidence settles them.
When external issue creation is authorized, make the issue implementable rather than merely descriptive. Include the smallest discriminating exact fixture, the defining invariant or an independent oracle, the relevant degenerate or adversarial case, the preflight quantities that bound work and exact output, and explicit non-goals. For a repair, also state the existing owner and the smallest producer-consumer or public-contract regression. Do not invent a backend prescription when the evidence establishes only the postcondition.
Do not file a new operation solely because an existing operation rejects a large input. First determine whether predicted work, intermediate growth, and exact output remain small; whether a sparse, factored, modular, symbolic, or implicit representation avoids expansion; and whether a maintained backend or different exact algorithm materially widens the envelope. If so, record a scale/backend or admission gap against the existing postcondition.
Report the slice and revision, evidence coverage, classified findings, ownership,
and meaningful proof gaps. A valid audit may end with no gap. Propose another
slice only when continued exploration is relevant to the request.
Persist a report when requested or needed for an ongoing audit campaign. Keep revision, slice, outcome, and ownership identifiable so later audits can check coverage; do not maintain a separate database for a few reports.
© morluto, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .agents/skills/audit-mathematical-vocabulary of morluto/jacobian.
Open the folder on GitHubat commit 9dc2aaf
Audit Mathematical Vocabulary next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Audit Mathematical Vocabulary this skillmorluto/jacobian | 220 | — | ~1.5k | Automated safety check: Pass | MIT | |
| Research RefinezjYao36/Auto-Research-Refine | 128 | 6 repos | ~6.9k | Automated safety check: Notes | None | |
| Read GitHubAgentTeam-TaichuAI/ScienceClaw | 671 | 2 repos | ~638 | Automated safety check: Pass | None | |
| Proof Run Orchestratorwanshuiyin/Auto-claude-code-research-in-sleep | 17k | 1 repos | ~4.7k | Automated safety check: Pass | MIT | |
| FirstdataMLT-OSS/FirstData | 184 | — | ~3.1k | Automated safety check: Pass | MIT | |
| Fin Generate Ideacsmar432/finai-research | 109 | — | ~2.5k | Automated safety check: Pass | MIT |
zjYao36/Auto-Research-Refine
Turns a vague research direction into a focused, problem-anchored method plan through up to five review rounds with a second model.
AgentTeam-TaichuAI/ScienceClaw
Read and search GitHub repository documentation via gitmcp.io MCP service.
wanshuiyin/Auto-claude-code-research-in-sleep
Runs a mathematical proof project as a stateful pipeline of run directories: a local attempt first, then a manual GPT Pro handoff package, with an optional DeepSeek audit.
MLT-OSS/FirstData
Find official portals, APIs, and download paths for authoritative primary data sources (governments, international organizations, research institutions, etc.).
csmar432/finai-research
针对经济金融研究方向的创意生成与评估。生成8-12个可发表的研究idea,过滤后在数据可行的情况下进行小规模实证验证,输出排序后的研究想法报告。
anthropics/claude-plugins-official
Solves one hard mathematics problem in a single session without subagents, keeping settled steps in a notes file and ending with a self-contained proof.md.
morluto/jacobian
Evaluate Jacobian reliability using recently resolved conjectures as held-out probes.
morluto/jacobian
Author, package, validate, or run mathematical evaluations as Jacobian Harbor datasets.
morluto/jacobian
Design or audit a Jacobian operation’s mathematical contract, boundedness, exact results, and composition.
morluto/jacobian
Extract reusable Jacobian capabilities from a mathematical solution corpus, rather than one agent trajectory.
morluto/jacobian
Investigate MCP tool availability, discovery, and selection, including controlled adoption evaluations.
morluto/jacobian
Review mathematical agent trajectories for evidence-backed Jacobian improvements; do not resume solving.
Works with
Categories
Audit a bounded mathematical slice for missing or unusable Jacobian capabilities, beyond a single-operation review. Audit Mathematical Vocabulary is an agent skill from morluto/jacobian. Audit a bounded mathematical slice for missing or unusable Jacobian capabilities, beyond a single-operation review.
Audit Mathematical Vocabulary fits situations like: tasks that involve Math and symbolic computation.
Run `npx skills add morluto/jacobian --skill audit-mathematical-vocabulary -a claude-code`. Or copy the skill folder (.agents/skills/audit-mathematical-vocabulary in morluto/jacobian) into .claude/skills/audit-mathematical-vocabulary in your project. Claude Code loads it when a task matches its description.
Run `npx skills add morluto/jacobian --skill audit-mathematical-vocabulary -a codex`. Or copy the skill folder (.agents/skills/audit-mathematical-vocabulary in morluto/jacobian) into .agents/skills/audit-mathematical-vocabulary in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add morluto/jacobian --skill audit-mathematical-vocabulary -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/audit-mathematical-vocabulary, .gemini/skills/audit-mathematical-vocabulary, .github/skills/audit-mathematical-vocabulary and .opencode/skills/audit-mathematical-vocabulary in your project.
SKILL.md names no scripts, command-line tools or credentials: Audit Mathematical Vocabulary is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Audit Mathematical Vocabulary is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.5k tokens (SKILL.md is roughly 6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Audit Mathematical Vocabulary: Research Refine (zjYao36/Auto-Research-Refine, 128 stars), Read GitHub (AgentTeam-TaichuAI/ScienceClaw, 671 stars), Proof Run Orchestrator (wanshuiyin/Auto-claude-code-research-in-sleep, 17k stars) and Firstdata (MLT-OSS/FirstData, 184 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
morluto (a GitHub user) maintains it in morluto/jacobian, which has 220 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on October 5, 2026.
Source: morluto/jacobian on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.