research-manager

End-of-turn research process recorder with progressive crystallization.

IndexedLicense unknown

Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/rcrede-research-manager

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

End-of-turn research process recorder with progressive crystallization. Invoked at the END of EVERY turn, after the user's current request has been fully addressed and before yielding control back to the user. Reviews what happened in the turn, extracts research-significant events, and writes them into the ara/ artifact through a three-stage pipeline: Context Harvester → Event Router → Maturity Tracker. Trace events (decisions, experiments, dead ends, pivots) are recorded immediately as journey facts. Knowledge events (claims, heuristics, concepts, constraints) are staged first and crystallize into typed layers ONLY when closure signals appear — topic abandonment, verbal affirmation, empirical resolution, or artifact commitment. NEVER mid-turn. All entries carry provenance tags (user / ai-suggested / ai-executed / user-revised).

Use cases: data, research

Reviews

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools: No tools found
Secrets: None asked for
Install scripts: None found
Runs as: Python package

Network hosts it talks to 1

codeload.github.com · found in install command

Files it touches

~/.claude/skills/research-manager

Tools it pre-approves 5

From allowed-tools in SKILL.md: the agent may use these without asking you each time.

Read,
Write,
Edit,
Glob,
Grep

What's inside

Skill name: research-manager
Description: End-of-turn research process recorder with progressive crystallization. Invoked at the END of EVERY turn, after the user's current request has been fully addressed and before yielding control back to the user. Reviews what happened in the turn, extracts research-significant events, and writes them into the ara/ artifact through a three-stage pipeline: Context Harvester → Event Router → Maturity Tracker. Trace events (decisions, experiments, dead ends, pivots) are recorded immediately as journey facts. Knowledge events (claims, heuristics, concepts, constraints) are staged first and crystallize into typed layers ONLY when closure signals appear — topic abandonment, verbal affirmation, empirical resolution, or artifact commitment. NEVER mid-turn. All entries carry provenance tags (user / ai-suggested / ai-executed / user-revised).
License: unknown
Allowed tools: Read,, Write,, Edit,, Glob,, Grep
Metadata: author: ara-commons · version: 2.4.0
Instructions: 568 lines in SKILL.md · view on GitHub

Before installing

Ships executable scripts

Agent Skills spec issues

body: 568 lines (spec recommends under 500)

Files (3)

SKILL.md
event-taxonomy.md · references/
manager_referee.py · scripts/

The license isn't open source, so the instructions aren't shown here. Read SKILL.md on GitHub

Signals

Stars: 0
Forks: 0
Open issues: 0
Last commit (this folder): Aug 18, 2026 (2 months ago)

From GitHub (fetched Oct 24, 2026).

Details

Version: 2.4.0
License: License unknown
Repository: github.com/rcrede/antigravity-config
First seen: Oct 24, 2026
Last checked: Oct 24, 2026
Source: GitHub github-graphql

More from ara-commons

Cite this page

research-manager skill. Agent Mart. https://agentmart.dev/skills/rcrede-research-manager (last updated 2026-10-24)