autoresearch-finalize

autoresearch-finalize is a skill for Claude Code from ergenekonyigit/cursor-autoresearch. It costs 40 tokens per session (979 once invoked), scanned A, a copy of autoresearch-finalize, MIT.

A cleanup workflow for an autoresearch session, where repeated experiments are recorded in files and branches. It organizes kept changes into separate Git branches that can be reviewed independently.

In plain words
What is it for?
Use it after autoresearch to group commits into logical changes, inspect their differences, and prepare clean branches from the shared starting point.
Why use it?
It removes the confusion of a branch containing many unrelated experiment changes and makes the useful results easier to review.

Skill for Claude Code

Written for Claude Code: context: fork in frontmatter.

Good fit Use it after autoresearch to group commits into logical changes, inspect their differences, and prepare clean branches from the shared starting point.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/ergenekonyigit/cursor-autoresearch/autoresearch-finalize
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 ergenekonyigit/cursor-autoresearch --skill autoresearch-finalize
Clone the repo
git clone --depth 1 https://github.com/ergenekonyigit/cursor-autoresearch

Made for: Claude Code.

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 autoresearch-finalize

README.md
[![agentmods](https://agentmods.dev/badge/skills/ergenekonyigit/cursor-autoresearch/autoresearch-finalize/github.svg)](https://agentmods.dev/skills/ergenekonyigit/cursor-autoresearch/autoresearch-finalize)
Your own site
<a href="https://agentmods.dev/skills/ergenekonyigit/cursor-autoresearch/autoresearch-finalize"><img src="https://agentmods.dev/badge/skills/ergenekonyigit/cursor-autoresearch/autoresearch-finalize/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 autoresearch-finalize

Your own site · 80×15
<a href="https://agentmods.dev/skills/ergenekonyigit/cursor-autoresearch/autoresearch-finalize"><img src="https://agentmods.dev/badge/skills/ergenekonyigit/cursor-autoresearch/autoresearch-finalize.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 40 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 979 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 91% copy Near-identical to another mod 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 $0.00040 $0.00979
Opus 5 $0.00020 $0.00490
Sonnet 5 $0.00008 $0.00196
Haiku 4.5 $0.00004 $0.00098

Measured 11d ago against content hash 6e4d885f139c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

autoresearch-finalize 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.

Origin

This is a copy

91% identical to autoresearch-finalize — 2 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

skills/autoresearch-finalize/SKILL.md · 89 lines

How it starts

The opening of the file, as written. The whole thing — 89 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Finalize Autoresearch

Turn a noisy autoresearch branch into clean, independent branches — one per logical change, each starting from the merge-base.

Step 1 — Analyze and Propose Groups

  1. Read autoresearch.jsonl. Filter to kept experiments only. When summarizing or naming groups, use each run's asi if present — especially hypothesis and next_action_hint from the create skill (required there for every log) — so branch titles and groups[].body reflect intent, not only metrics.
  2. Read autoresearch.md for context.
  3. Expand all short commit hashes to full hashes: git rev-parse <short_hash>
  4. Get the merge-base: git merge-base HEAD main
  5. For each kept commit, get the diff stat (use $BASE..<commit> for the first, <prev_kept>..<commit> for subsequent).
  6. Group kept commits into logical changesets:
    • Preserve application order. Group N comes before Group N+1.
    • No two groups may touch the same file. Each branch is applied to merge-base independently — overlapping files would conflict. If two groups touch the same file, merge them into one group.
    • Watch for cross-file dependencies. Each branch is independent, so if group 1 adds an API in api.js and group 2 calls it in parser.js, group 2's branch won't work in isolation. When proposing groups, flag dependencies: "group 2 depends on group 1 — review together." If the dependency is tight, merge the groups.
    • Keep each group small and focused. One idea, one theme per group.
    • Don't hardcode a count. Could be 2, could be 15.

Present the proposed grouping to the user:

Proposed branches (each from merge-base, independent):

1. **Switch test runner to forks pool** (commits abc1234, def5678)
   Files: vitest.config.ts, package.json
   Metric: 42.3s → 38.1s (-9.9%)

2. **Tune worker count and timeouts** (commits ghi9012, jkl3456)
   Files: test/setup.ts
   Metric: 38.1s → 31.7s (-16.8%)

Wait for approval before proceeding.

Step 2 — Write groups.json and Run

Read the full file on GitHub · 89 lines

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 · 89 lines · 40 tokens per session scan A 6e4d885f139c

Subscribe to this mod's changes

autoresearch-finalize is a skill published in the GitHub repository ergenekonyigit/cursor-autoresearch (10 stars, last pushed today), licensed MIT. It adds 40 tokens to every session and 979 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. It is 91% identical to autoresearch-finalize, differing in 2 lines, and is treated as a copy.

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