hivemind

hivemind is a skill for Claude Code, Codex from pyros-projects/limitless. It costs 241 tokens per session (4,904 once invoked), scanned A, original, MIT.

A read-only research method that compares what people discuss, build, publish, and write across social networks, GitHub, websites, and research-paper databases. It labels the strength of each type of evidence.

In plain words
What is it for?
Use it to investigate trends, sentiment, popular projects, research findings, or differences between academic papers and practitioner experience.
Why use it?
It separates informal opinions and trends from stronger evidence such as papers and repository data, making broad research easier to assess.

Skill for Claude CodeCodex

Part of the limitless plugin — 10 skills shipped together

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.

agentmods
npx agentmods add skills/pyros-projects/limitless/hivemind
Any agent
npx skills add pyros-projects/limitless --skill hivemind
Clone the repo
git clone --depth 1 https://github.com/pyros-projects/limitless

Made for: Claude Code, Codex.

Or install limitless, the plugin that ships this one along with the rest of its 10 skills.

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 hivemind

README.md
[![agentmods](https://agentmods.dev/badge/skills/pyros-projects/limitless/hivemind.svg)](https://agentmods.dev/skills/pyros-projects/limitless/hivemind)
Your own site
<a href="https://agentmods.dev/skills/pyros-projects/limitless/hivemind"><img src="https://agentmods.dev/badge/skills/pyros-projects/limitless/hivemind.svg" alt="Measured on agentmods" height="20"></a>
Per session 241 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,904 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. Scan, not verified.
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 $0.00241 $0.04904
Opus 5 $0.00120 $0.02452
Sonnet 5 $0.00048 $0.00981
Haiku 4.5 $0.00024 $0.00490

Measured 4d ago against content hash 2562e11fd708, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

hivemind 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 4d 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.

curl -s -m 5 "http://localhost:8888/search?q=test&format=json" -o /dev/null -w "%{http_code}" # web: expect 200 (403 = json format disabled — see web-playbook)
plugins/limitless/skills/hivemind/SKILL.md · 380 lines

How it starts

The opening of the file, as written. The whole thing — 380 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Hivemind — Ask the Collective Brain

Overview

Orchestrates the twitter CLI (X), rdt CLI (Reddit), gh CLI (GitHub), SearXNG (web), and the OpenAlex/arXiv APIs (papers) into a disciplined evidence search: resolve venues, classify the chain, search scoped, triage by relevance before engagement, deep-read where the knowledge lives, synthesize answer-first with receipts. The collective brain includes what people post (social), build (GitHub), publish (papers), and write (web) — each venue carries an evidence grade, and the brief always says which is which. Social is a weak-evidence surface: good for friction, language, pointers, sentiment; never factual validation. Papers and repo metadata are what validation looks like inside the skill.

Hivemind is read-only. The CLIs can post, like, and reply; this skill never does.

Phase 0 — Preflight (always, before anything else)

Probe every venue the ask might touch. The result is the live venue set — an input to chain classification (Phase 2): never plan a chain over a tool that already failed its probe.

command -v twitter rdt gh
twitter status; rdt status
gh auth status          # SAY which account is active — recipes that
                        # touch specific orgs/repos depend on it
curl -s -m 5 "http://localhost:8888/search?q=test&format=json" -o /dev/null -w "%{http_code}"   # web: expect 200 (403 = json format disabled — see web-playbook)
curl -s -m 5 "https://api.openalex.org/works?search=test&per-page=1" -o /dev/null -w "%{http_code}"  # papers
  • Missing/broken tool → offer the 10-second fix FIRST: uv tool install twitter-cli / uv tool install rdt-cli / docker start for SearXNG (web-playbook has the recipe). Ask via AskUserQuestion if interactive. Non-interactive runs: the fix offer leads the reply — it is stated BEFORE any degraded or proxy work is performed, not appended to the result.
  • Do not build scraping workarounds (proxies, mirror instances, raw JSON endpoints, search-engine site-scoping as a venue substitute) before the install offer has been made.
  • Unauthenticated → point at rdt login / twitter's auth flow.
  • A venue dead and user opts not to fix → degradation rules in "Tool failure semantics" below. Degrade, never block — but named venues are never silently substituted.

Read the full file on GitHub · 380 lines

Files

What ships with it

8 files 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. 4d ago First seen · 380 lines · 241 tokens per session scan A 2562e11fd708

Subscribe to this mod's changes

hivemind is a skill published in the GitHub repository pyros-projects/limitless (9 stars, last pushed 21d ago), licensed MIT. It adds 241 tokens to every session and 4,904 once invoked, about $0.0012 per session on Opus 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 2026-08-31.