MiroShark

MiroShark

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MiroShark Demo

--- > **Simulate anything, for $1 & less than 10 min.** > Drop in anything — a press release, a news headline, a policy draft, a question you can't answer, a historical what-if — and MiroShark spawns hundreds of agents that react to it hour by hour. Posting, arguing, trading, changing their minds.

Simulate anything — $1 per simulation, 10 min first result, 100 agents: input → build world → swarm → report

## What it does - You bring a scenario. MiroShark builds the world around it. - Hundreds of grounded agents. Twitter, Reddit, and a prediction market. Hour by hour. - Chat with any of them. Drop breaking news mid-run. Fork the timeline. - Get a report on what happened, citing actual posts and trades.

MiroShark pipeline: Phase 1 Ontology Generation → Phase 2 Graph Building → Phase 3 Agent Setup → Phase 4 Simulation Execution → Phase 5 Report & Interaction

## Quick start The recommended path: **one [OpenRouter](https://openrouter.ai/) key + the `./miroshark` launcher.** First simulation in ~10 min, ~$1. **Prereqs** — Python 3.11+, Node 18+, Neo4j, and an [OpenRouter key](https://openrouter.ai/). Install Neo4j — the launcher starts it for you: - **macOS** — `brew install neo4j` - **Linux** — `sudo apt install neo4j` *(or your distro's equivalent)* - **Windows** — install [Neo4j Desktop](https://neo4j.com/download/) *(native, GUI — start the DB there, then run the launcher from WSL2 or Git Bash)*, or run the whole stack inside [WSL2](https://learn.microsoft.com/windows/wsl/install) and follow the Linux steps - **Zero-install** — create a free [Neo4j Aura](https://neo4j.com/cloud/aura-free/) cloud instance and point `NEO4J_URI` / `NEO4J_PASSWORD` at it in `.env` Then: ```bash git clone https://github.com/aaronjmars/MiroShark.git && cd MiroShark cp .env.example .env # Paste your OpenRouter key into the LLM_API_KEY / SMART_API_KEY / # NER_API_KEY / OPENAI_API_KEY / EMBEDDING_API_KEY slots (same key, # 5 places). Default lineup is Mimo V2.5 + Gemini 3 Flash. ./miroshark ``` The launcher checks dependencies, starts Neo4j, installs frontend + backend, and serves `:3000` + `:5001`. Ctrl+C stops everything. Open `http://localhost:3000` and drop in a document. **Other paths** — [one-click Railway / Render deploy](../docs/INSTALL.md#one-click-cloud), [Docker + Ollama](../docs/INSTALL.md#option-b-docker--local-ollama), [manual Ollama](../docs/INSTALL.md#option-c-manual--local-ollama), [Claude Code CLI](../docs/INSTALL.md#option-d-claude-code-no-api-key) — all in **[docs/INSTALL.md](../docs/INSTALL.md)**.

MiroShark Overview

## Interface language After launching, use the language selector in the top-right of the navbar to switch between **English**, **中文** (Chinese), **DE** (German), and **FR** (French). Your choice is persisted in the browser, and the public gallery card titles + descriptions follow the active locale. ## Use cases - **PR crisis testing** — simulate public reaction to a press release before publishing - **Market reaction** — feed financial news and observe simulated trader + investor sentiment - **Advertisement** — test a campaign, headline, or pitch against a simulated audience before spending - **Policy analysis** — test draft regulations against a simulated public - **Life decision** — frame a personal decision (job move, relocation, launch timing) as a scenario and watch diverse personas argue it out - **What-if history** — rewrite a historical event and see how a population of personas re-narrates the aftermath - **Creative experiments** — feed a novel with a lost ending; agents write a narratively consistent conclusion

Five layers of grounding per agent: demographic seed, web enrichment, semantic search, relationships, graph attributes

## Features A few of the highlights: | Feature | What it does | |---|---| | **Smart Setup** | Drop in a doc → three auto-generated Bull / Bear / Neutral scenarios in ~2s | | **Just Ask** | Type a question with no document — MiroShark researches and writes the seed briefing | | **Counterfactual Branching** | Fork a running simulation with an injected event ("CEO resigns in round 24?") | | **Director Mode** | Inject breaking news into the *current* timeline without forking | | **Per-Agent MCP Tools** | Personas invoke real MCP tools (web search, APIs) during simulation | | **Article Generation** | Substack-style write-up of what happened, grounded in actual posts and trades | | **Public Gallery & Verified Predictions** | Browse and fork every published sim at `/explore`; track the calls that landed at `/verified` | | **Share everywhere** | Social cards, replay GIFs, tweet threads, RSS / Atom, embeds, and Slack / Discord / Telegram / webhook notifications | …and **40+ more** — share surfaces, exports, integrations, observability, and on-chain citation. See the **[full feature list and deep dives in docs/FEATURES.md](../docs/FEATURES.md)**.

Graph memory pipeline: ingestion (NER, embed, entity resolution, contradiction check, temporal edges) and retrieval (vector + BM25 + BFS, fused, reranked)

## Documentation | | | |---|---| | [Install](../docs/INSTALL.md) | Every deployment path: cloud, Docker, Ollama, Claude Code | | [Configuration](../docs/CONFIGURATION.md) | Env vars, model routing, feature flags | | [Models](../docs/MODELS.md) | Cloud preset, local Ollama models, benchmark findings | | [Architecture](../docs/ARCHITECTURE.md) | Simulation engine, memory pipeline, graph retrieval | | [Features](../docs/FEATURES.md) | Deep dive on every feature in the table above | | [HTTP API](../docs/API.md) | Every endpoint, grouped by concern — plus interactive Swagger UI at `/api/docs` and a spec at `/api/openapi.yaml` | | [CLI](../docs/CLI.md) | `miroshark-cli` reference | | [MCP](../docs/MCP.md) | Claude Desktop / Cursor / Windsurf / Continue integration + report agent tools (auto-generated snippets in Settings → AI Integration) | | [Webhooks](../docs/WEBHOOKS.md) | Completion webhook payload, headers, delivery semantics, Slack/Discord/Zapier/n8n recipes | | [DKG citation](../docs/DKG.md) | OriginTrail DKG anchoring — UAL + Merkle root + on-chain citation key for any finished sim | | [WaybackClaw archive](../docs/WAYBACKCLAW.md) | WaybackClaw submission — snapshot id + IPFS CID + Nostr event id for any finished sim | | [Observability](../docs/OBSERVABILITY.md) | Debug panel, event stream, logging | | [Ecosystem](../ECOSYSTEM.md) | Projects, agents, and products built on top of MiroShark | | [Contributing](CONTRIBUTING.md) | Local setup, tests, PR conventions, and how to add an API endpoint | --- ## License AGPL-3.0. See [LICENSE](../LICENSE). Support the project: `0xd7bc6a05a56655fb2052f742b012d1dfd66e1ba3`