synthesis-response-merger

synthesis-response-merger is a skill for Claude Code, Codex from synthesisengineering/synthesis-skills. It costs 45 tokens per session (459 once invoked), scanned A, original, Apache-2.0.

A method for combining several AI-generated answers into one document while keeping the details from each answer. It first reviews the prompts and responses, then plans how overlapping and unique information will fit together.

In plain words
What is it for?
Use it to merge responses from different AI systems, consolidate documents, preserve important context, and produce one comprehensive result.
Why use it?
It removes the need to compare and assemble multiple AI answers by hand, reducing the chance that useful details are lost.

Skill for Claude CodeCodex

Written for Claude Code and Codex: user-invocable in frontmatter, but also agents/openai.yaml present.

Part of the synthesis-skills plugin — 63 skills, 4 hooks shipped together

Good fit Use it to merge responses from different AI systems, consolidate documents, preserve important context, and produce one comprehensive result.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/synthesisengineering/synthesis-skills/synthesis-response-merger
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add synthesisengineering/synthesis-skills --skill synthesis-response-merger
Clone the repo
git clone --depth 1 https://github.com/synthesisengineering/synthesis-skills

Made for: Claude Code, Codex.

Or install synthesis-skills, the plugin that ships this one along with the rest of its 63 skills, 4 hooks.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for synthesis-response-merger

README.md
[![agentmods](https://agentmods.dev/badge/skills/synthesisengineering/synthesis-skills/synthesis-response-merger/github.svg)](https://agentmods.dev/skills/synthesisengineering/synthesis-skills/synthesis-response-merger)
Your own site
<a href="https://agentmods.dev/skills/synthesisengineering/synthesis-skills/synthesis-response-merger"><img src="https://agentmods.dev/badge/skills/synthesisengineering/synthesis-skills/synthesis-response-merger/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for synthesis-response-merger

Your own site · 80×15
<a href="https://agentmods.dev/skills/synthesisengineering/synthesis-skills/synthesis-response-merger"><img src="https://agentmods.dev/badge/skills/synthesisengineering/synthesis-skills/synthesis-response-merger.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 45 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 459 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00045 $0.00459
Opus 5 $0.00023 $0.00230
Sonnet 5 $0.00009 $0.00092
Haiku 4.5 $0.00005 $0.00046

Measured 11d ago against content hash d15a80023295, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

synthesis-response-merger scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/synthesis-response-merger/SKILL.md · 58 lines

What it actually says

Response Merger

Merge multiple LLM responses into a single, comprehensive, unified document that preserves all detail from every input.

Input

A document containing one or more prompts and their corresponding responses from one or more LLM engines. This is referred to as the prompt-response document.

Process

Step 1: Read thoroughly

Read the entire prompt-response document. Identify each distinct prompt and every response generated for it.

Step 2: Plan the merge

Before writing, produce a plan:

  • How will key points from each response be integrated?
  • Where does useful context or framing from the original prompts belong?
  • What organizational structure best serves the combined content?
  • Where do responses overlap, and where do they contribute unique material?

Step 3: Write the unified document

Follow the plan and produce the unified output.

Critical rules:

  • Do NOT simplify, shorten, or reduce any level of detail. This is a merge, not a summary.
  • Do NOT omit minor details from any individual response. Every detail matters.
  • The unified document must be significantly longer and more detailed than even the longest single input response.
  • No section of the output should have less detail than the corresponding section in any input response.
  • Incorporate relevant context and framing from the original prompts where it aids understanding.
  • Format for readability: use headings, lists, and structure appropriate to the content.

Output structure

  1. Plan -- the integration plan (brief, for transparency)
  2. Unified document -- the comprehensive merged result

Part of the synthesis writing craft — the writer writes, the AI assists.

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 11d ago First seen · 58 lines · 45 tokens per session scan A d15a80023295

Subscribe to this mod's changes

synthesis-response-merger is a skill published in the GitHub repository synthesisengineering/synthesis-skills (18 stars, last pushed today), licensed Apache-2.0. It adds 45 tokens to every session and 459 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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