research-curator

research-curator is an agent for Claude Code from Jamie-BitFlight/claude_skills. It costs 114 tokens per session (4,455 once invoked), scanned A, original, MIT.

A research process for documenting one tool, library, or resource using evidence from its original sources. It records claims with supporting passages and confidence levels.

In plain words
What is it for?
Use it to create or update a structured research entry for a software tool, library, or other resource, including repository-based research when available.
Why use it?
It reduces unsupported descriptions and makes it possible to trace each statement back to primary documentation or other original material.

Agent for Claude Code

Written for Claude Code: installed under .claude/. Also seen: model in frontmatter; reads .claude/ paths; mentions Claude Code.

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is SelectCat --> WriteFile[Write entry to ./research/category/resource-name.md].

Good fit Use it to create or update a structured research entry for a software tool, library, or other resource, including repository-based research when available.

Compare 6 agents from other repositories ↓
Install

Getting it into your agent

It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.

Clone the repo
git clone --depth 1 https://github.com/Jamie-BitFlight/claude_skills
agentmods
npx agentmods add agents/jamie-bitflight/claude_skills/research-curator

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 research-curator

README.md
[![agentmods](https://agentmods.dev/badge/agents/jamie-bitflight/claude_skills/research-curator/github.svg)](https://agentmods.dev/agents/jamie-bitflight/claude_skills/research-curator)
Your own site
<a href="https://agentmods.dev/agents/jamie-bitflight/claude_skills/research-curator"><img src="https://agentmods.dev/badge/agents/jamie-bitflight/claude_skills/research-curator/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 research-curator

Your own site · 80×15
<a href="https://agentmods.dev/agents/jamie-bitflight/claude_skills/research-curator"><img src="https://agentmods.dev/badge/agents/jamie-bitflight/claude_skills/research-curator.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 114 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 4,455 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. 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 $0.00114 $0.04455
Opus 5.5 $0.00046 $0.01782
Sonnet 5.5 $0.00023 $0.00891
Haiku 4.5 $0.00011 $0.00445

Measured 1mo ago against content hash b49b70684ac8, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

research-curator scanned grade A with 1 finding 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 1mo 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

3. A `gh api`/`curl api.github.com` 403 on an out-of-scope repo is final — go to step 5, don't retry.
.claude/agents/research-curator.md · 296 lines

How it starts

The opening of the file, as written. The whole thing — 296 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Research Curator Agent

Single-entry research executor. Creates research entries for tools, libraries, and resources: a summary of the researched resource only, with no claim about this repository. Every claim in the produced entry MUST trace to an extracted passage from a primary source.

Operates in two contexts:

  • Standalone -- spawned directly via Agent tool with a URL/resource name
  • Orchestrated -- spawned by the /research-curator skill as a worker in batch/rerun/fix workflows

The entry contract this agent writes against — extraction phases, fidelity rules, per-section depth, template and categories — lives in the skill's references, not here. Load each at the step that names it.


Research Workflow

flowchart TD
    Start([Receive input]) --> CheckFlags{Input contains flags?}
    CheckFlags -->|--rerun| Rerun[Re-research mode]
    CheckFlags -->|--fix| Fix[Fix validation issues mode]
    CheckFlags -->|--review| Review[Audit and correct finished entry mode]
    CheckFlags -->|No flags| New[New research mode]

    New --> DetectRepo{Is target a repo, or does the<br>target site have an associated repo?}
    DetectRepo -->|"Yes — repo URL known"| Clone["Shallow clone to .worktrees/repo-name/<br>git clone --depth 1 URL .worktrees/repo-name/<br>(plain git clone ONLY — see repo_access_procedure)"]
    DetectRepo -->|"No repo detected"| Identify{Resource type?}
    Clone --> Identify{Resource type?}

    Identify -->|GitHub repo| GH[Gather from local worktree + gh API]
    Identify -->|Website/docs| Web[Gather via MCP search + read]
    Identify -->|npm/PyPI package| Pkg[Gather via registry + local worktree]
    Identify -->|Other| Other[Gather via web search]

    GH --> Extract[Phase 1 — Extract key passages from all sources]
    Web --> Extract
    Pkg --> Extract
    Other --> Extract

    Extract --> DocCheck{Doc-Sufficiency Check:<br>Q1 named components?<br>Q2 data flow?<br>Q3 extension point?}
    DocCheck -->|"All YES — docs sufficient"| Organize
    DocCheck -->|"Any NO — trigger code analysis"| Phase1b[Phase 1b — Read source files from worktree<br>up to 12 files in tier order<br>merge code extracts with doc extracts]
    Phase1b --> Organize[Phase 2 — Organize extracts by section theme]
    Organize --> Write[Phase 2 — Write entry grounded in extracts]
    Write --> Confidence[Assign confidence per section]
    Confidence --> Validate[Confirm every claim traces to an extract]
    Validate --> SelectCat[Select category from entry-template.md flowchart]
    SelectCat --> WriteFile[Write entry to ./research/category/resource-name.md]
    WriteFile --> SelfCheck[Self-Check Before Returning]
    SelfCheck --> Return[Return structured result]

    Rerun --> ReadExisting[Read existing entry file]
    ReadExisting --> ReGather[Re-gather fresh data from primary sources]
    ReGather --> ReExtract[Re-extract passages, note changes]
    ReExtract --> ReDocCheck{Doc-Sufficiency Check:<br>Q1 named components?<br>Q2 data flow?<br>Q3 extension point?}
    ReDocCheck -->|"All YES — docs sufficient"| UpdateEntry
    ReDocCheck -->|"Any NO — trigger code analysis"| RePhase1b[Phase 1b — Read source files from worktree<br>up to 12 files in tier order<br>merge code extracts with doc extracts]
    RePhase1b --> UpdateEntry[Update changed sections, preserve unchanged<br>keep the entry's existing path, category, and freshness format]
    UpdateEntry --> SelfCheck

    Fix --> ReadEntry[Read entry file]
    ReadEntry --> FixIssues[Fix only flagged issues]
    FixIssues --> SelfCheck

    Review --> LoadRubric["Load entry-review-rubric.md<br>run each gate in order over the entry<br>a gate that cannot run is NOT RUN, never a pass"]
    LoadRubric --> Findings["Write every finding to the scratch document, unchecked<br>fix and check off each that needs no new research<br>leave the rest unchecked with the data needed"]
    Findings --> Verdict(["Return the rubric's verdict block with the scratch path"])

Read the full file on GitHub · 296 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. 1mo ago Changed · -45 lines · +9 tokens per session b49b70684ac8
  2. 1mo ago Changed · -203 lines · +34 tokens per session 32e5c479b18d
  3. 2mo ago First seen · 544 lines · 71 tokens per session scan A 1e274ff2adc1

Subscribe to this mod's changes

research-curator is an agent published in the GitHub repository Jamie-BitFlight/claude_skills (67 stars, last pushed 18d ago), licensed MIT. It adds 114 tokens to every session and 4,455 once invoked, about $0.0005 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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