Research Synthesize
ruvnet/ruflo
Synthesize research findings from memory into structured reports with evidence grading, contradiction resolution, and actionable recommendations
Synthèse co-fabriquée par un conseil de 3 LLMs (Claude, Gemini, Codex).
No licenceAuto-check passed
Install Synthese Multi LLM
$ npx skills add aiskillstore/marketplace --skill synthese-multi-llm -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aiskillstore/marketplace synthese-multi-llm --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/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/alexmacapple/synthese-multi-llm .claude/skills/synthese-multi-llm && 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 "synthese-multi-llm" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/alexmacapple/synthese-multi-llm into .claude/skills/synthese-multi-llm/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "synthese-multi-llm", 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/aiskillstore/marketplace/tree/main/skills/alexmacapple/synthese-multi-llmType 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 aiskillstore/marketplace --skill synthese-multi-llm -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aiskillstore/marketplace synthese-multi-llm --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/alexmacapple/synthese-multi-llm .agents/skills/synthese-multi-llm && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "synthese-multi-llm" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/alexmacapple/synthese-multi-llm into .agents/skills/synthese-multi-llm/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "synthese-multi-llm", 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 aiskillstore/marketplace --skill synthese-multi-llm -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aiskillstore/marketplace synthese-multi-llm --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/alexmacapple/synthese-multi-llm .cursor/skills/synthese-multi-llm && 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 "synthese-multi-llm" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/alexmacapple/synthese-multi-llm into .cursor/skills/synthese-multi-llm/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "synthese-multi-llm", 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/aiskillstore/marketplace.git --path skills/alexmacapple/synthese-multi-llm--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 aiskillstore/marketplace --skill synthese-multi-llm -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aiskillstore/marketplace synthese-multi-llm --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/alexmacapple/synthese-multi-llm .gemini/skills/synthese-multi-llm && 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 "synthese-multi-llm" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/alexmacapple/synthese-multi-llm into .gemini/skills/synthese-multi-llm/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "synthese-multi-llm", 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 aiskillstore/marketplace synthese-multi-llmInstalls 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 aiskillstore/marketplace --skill synthese-multi-llm -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/alexmacapple/synthese-multi-llm .github/skills/synthese-multi-llm && 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 "synthese-multi-llm" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/alexmacapple/synthese-multi-llm into .github/skills/synthese-multi-llm/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "synthese-multi-llm", 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 aiskillstore/marketplace --skill synthese-multi-llm -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aiskillstore/marketplace synthese-multi-llm --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/alexmacapple/synthese-multi-llm .opencode/skills/synthese-multi-llm && 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 "synthese-multi-llm" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/alexmacapple/synthese-multi-llm into .opencode/skills/synthese-multi-llm/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "synthese-multi-llm", 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.
Facts
- Skill name
synthese-multi-llm- GitHub stars
- 433
- Token cost
- ~1.6k tokens
- SKILL.md length
- 449 words
- Files
- 23 (incl. scripts, references)
- Skills in repo
- 1,044
- Repo updated
- First seen
- Licence
- None found
At a glance
Synthèse co-fabriquée par un conseil de 3 LLMs (Claude, Gemini, Codex).
- SKILL.md covers Principe, Prérequis, Utilisation and Architecture, plus 6 more sections
- Runs Python scripts from its folder; calls python3, npm and jq
What it does
Synthese Multi LLM is an agent skill from aiskillstore/marketplace. Synthèse co-fabriquée par un conseil de 3 LLMs (Claude, Gemini, Codex). Ce skill devrait être utilisé quand l'utilisateur demande une synthèse robuste, traçable et vérifiée. Il orchestre trois modèles avec des rôles experts distincts (Extracteur, Critique, Architecte) pour produire une synthèse fidèle au texte source, avec contrôle des glissements sémantiques et trail d'audit complet.
Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 25 other files, including scripts and reference files (for example `references/cadrage.md`, `references/configuration.md` and `references/couches-semiotiques.md`).
The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified.
Example prompts
- “/synthese-multi-llm”
Requirements
- Python 3
- Node.js
What it can do on your machine
Read from SKILL.md and the folder at commit 44923f3. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
Ships 10 files in scripts/ (Python, from the files we listed), which the agent can run.
Shell commands in SKILL.md call:
python3npmjqclaudegeminicodex
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
github.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Synthese Multi LLM loads about 1.6k tokens when it runs, and up to ~7.8k if it reads all its reference files. Until then it costs about 102 tokens; SKILL.md has 449 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.
Safety
Auto-check passed
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); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 449 words (~1,575 tokens).
“Synthèse co-fabriquée par délibération de trois LLMs : Claude, Gemini et Codex.”
- name
- synthese-multi-llm
Files
SKILL.md and 22 other files (scripts, references) in skills/alexmacapple/synthese-multi-llm of aiskillstore/marketplace.
- SKILL.md
- references/cadrage.md
- references/configuration.md
- references/couches-semiotiques.md
- references/glissements.md
- references/metrics.md
- references/troubleshooting.md
- scripts/backends/__init__.py
- scripts/backends/anthropic_backend.py
- scripts/backends/base.py
- scripts/backends/cli_backend.py
- scripts/config.py
- scripts/convergence.py
- scripts/pedagogy.py
- scripts/retry.py
- scripts/sanitize.py
- scripts/synthese.py
- skill-report.json
- … and 5 more
Open the folder on GitHubat commit 44923f3
Compare with similar skills
Synthese Multi LLM 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 |
|---|---|---|---|---|---|---|
| Synthese Multi LLM this skillaiskillstore/marketplace | 433 | — | ~1.6k | Automated safety check: Pass | None | |
| Research Synthesizeruvnet/ruflo | 74k | — | ~706 | Automated safety check: Notes | MIT | |
| Synthesize User Workloadai-dynamo/dynamo | 8.3k | — | ~3k | Automated safety check: Pass | Apache-2.0 | |
| Wiki SynthesizeAr9av/obsidian-wiki | 3.5k | — | ~2.3k | Automated safety check: Notes | MIT | |
| Synthesizerliangdabiao/Claude-Code-Deep-Research-main | 290 | — | ~1.6k | Automated safety check: Pass | None | |
| Synthesizeagentii-ai/agentii-investment-intelligence | 207 | — | ~3.2k | Automated safety check: Pass | Apache-2.0 |
Similar skills
Synthesize User Workload
ai-dynamo/dynamo
Synthesizes a canonical userworkload.yaml and captures the user's immutable DynamoGraphDeployment from an optimization user's initial request, attachments, and minimal follow-up interview.
Wiki Synthesize
Ar9av/obsidian-wiki
Find recurring concept combinations across the wiki that lack an explicit synthesis page, then create cross-cutting synthesis pages.
Synthesizer
liangdabiao/Claude-Code-Deep-Research-main
将多个研究智能体的发现综合成连贯、结构化的研究报告。解决矛盾、提取共识、创建统一叙述。当多个研究智能体完成研究、需要将发现组合成统一报告、发现之间存在矛盾时使用此技能。
Synthesize
agentii-ai/agentii-investment-intelligence
Thesis report synthesis — turn a thesis's markdown artifacts into its letter-size thesis-report.html, then OPTIMIZE it against real page renders.
Edge Concept Synthesizer
tradermonty/claude-trading-skills
Abstract detector tickets and hints into reusable edge concepts with thesis, invalidation signals, and strategy playbooks before strategy design/export.
More from aiskillstore/marketplace
All 1,040 skills in this repoCode Stats
aiskillstore/marketplace
Analyze codebase with tokei (fast line counts by language) and difft (semantic AST-aware diffs).
Data Processing
aiskillstore/marketplace
Process JSON with jq and YAML/TOML with yq. An agent skill from aiskillstore/marketplace.
Doc Scanner
aiskillstore/marketplace
Scans for project documentation files (AGENTS.md, CLAUDE.md, GEMINI.md, COPILOT.md, CURSOR.md, WARP.md, and 15+ other formats) and synthesizes guidance.
File Search
aiskillstore/marketplace
Modern file and content search using fd, ripgrep (rg), and fzf.
Find Replace
aiskillstore/marketplace
Modern find-and-replace using sd (simpler than sed) and batch replacement patterns.
Project Planner
aiskillstore/marketplace
Detects stale project plans and suggests session commands. An agent skill from aiskillstore/marketplace.
Questions about Synthese Multi LLM
What does Synthese Multi LLM do?
Synthèse co-fabriquée par un conseil de 3 LLMs (Claude, Gemini, Codex). Synthese Multi LLM is an agent skill from aiskillstore/marketplace. Synthèse co-fabriquée par un conseil de 3 LLMs (Claude, Gemini, Codex).
How do I install Synthese Multi LLM in Claude Code?
Run `npx skills add aiskillstore/marketplace --skill synthese-multi-llm -a claude-code`. Or copy the skill folder (skills/alexmacapple/synthese-multi-llm in aiskillstore/marketplace) into .claude/skills/synthese-multi-llm in your project. Claude Code loads it when a task matches its description.
How do I install Synthese Multi LLM in Codex?
Run `npx skills add aiskillstore/marketplace --skill synthese-multi-llm -a codex`. Or copy the skill folder (skills/alexmacapple/synthese-multi-llm in aiskillstore/marketplace) into .agents/skills/synthese-multi-llm in your project. Codex loads it when a task matches its description.
Can I use Synthese Multi LLM in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aiskillstore/marketplace --skill synthese-multi-llm -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/synthese-multi-llm, .gemini/skills/synthese-multi-llm, .github/skills/synthese-multi-llm and .opencode/skills/synthese-multi-llm in your project.
What does Synthese Multi LLM need to run?
Going by SKILL.md and its folder, Synthese Multi LLM needs Python for the scripts in its folder and the command-line tools its instructions call (python3, npm, jq, claude, gemini and codex). Our summary lists: Python 3; Node.js.
Does Synthese Multi LLM access the network?
SKILL.md names 1 domain. As links in the text: github.com. This is read from the text; nothing was executed.
Is Synthese Multi LLM safe to install?
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Synthese Multi LLM use?
No licence was found for Synthese Multi LLM or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Synthese Multi LLM use?
About 1.6k tokens (SKILL.md is roughly 6.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 6.2k tokens, read only when the agent opens those files.
What are the alternatives to Synthese Multi LLM?
Skills that share tags, products or a category with Synthese Multi LLM: Research Synthesize (ruvnet/ruflo, 74k stars), Synthesize User Workload (ai-dynamo/dynamo, 8.3k stars), Wiki Synthesize (Ar9av/obsidian-wiki, 3.5k stars) and Synthesizer (liangdabiao/Claude-Code-Deep-Research-main, 290 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Synthese Multi LLM?
aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 433 GitHub stars. The repository holds 1,044 skills in this directory. The repository was last updated on October 10, 2026.
Source: aiskillstore/marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.