# Emdash vs Vibe-Trading

> Vibe-Trading scores 57.8 (C) to Emdash's 53.9 (D) for agent harnesses. Prices, MCP, x402, uptime and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/emdash-vs-vibe-trading
- Markdown: https://www.anchorterminal.com/compare/emdash-vs-vibe-trading.md (~6,250 tokens)
- Site index for agents: https://www.anchorterminal.com/llms.txt (the key docs and every listing in one file, at most 16 MB, about 4 million tokens: https://www.anchorterminal.com/llms-full.txt)
- API: https://www.anchorterminal.com/api/v1/index.json
- MCP: https://www.anchorterminal.com/mcp (the whole catalogue as tools, no key)
- DNS: dig +short TXT <slug>.grade.anchorterminal.com (the grade as a DNS TXT record, for a sandbox with no HTTP where names still resolve; also top., best.<category>. and <a>.vs.<b>. under the zone, and the same under grade.letme.dev)
- Licence: CC BY 4.0, credit Anchor Terminal and link this page (https://www.anchorterminal.com/terms/#data)
- Updated: 2026-11-07

Vibe-Trading scores 57.8 (C) on agent readiness against Emdash's 53.9 (D), and leads in 5 of 7 scored categories. Both do agent harnesses.

- Emdash: grade D, 53.9/100, rank #933 of 1510. Markdown https://www.anchorterminal.com/tools/emdash.md · JSON https://www.anchorterminal.com/api/v1/tools/emdash.json
- Vibe-Trading: grade C, 57.8/100, rank #781 of 1510. Markdown https://www.anchorterminal.com/tools/vibe-trading.md · JSON https://www.anchorterminal.com/api/v1/tools/vibe-trading.json
- Best agent harnesses and coding agents: https://www.anchorterminal.com/best/agent-harnesses/index.md
- All 1500 harnesses comparisons: https://www.anchorterminal.com/compare/agent-harnesses/index.md

## Which one, for what

### Emdash (D)

Good for: Developers who want parallel agents in worktrees, fed from their issue tracker, locally or over SSH.

Also in its favour:
- No incidents deducted, where Vibe-Trading loses 9 points for them

Watch for: Telemetry on unless turned off in Settings or with TELEMETRY_ENABLED=false

### Vibe-Trading (C)

Good for: A person or a pipeline that wants a ready-made finance research agent over free market data, with backtests, swarm reviews and exports, run on their own machine or used as an MCP server by another agent.

Ahead on:
- Reliability, 63 against 55
- Schema & documentation, 72 against 55
- Agent ergonomics, 67 against 55
- Security & auth, 70 against 38
- Maintenance & community, 82 against 70

Also in its favour:
- Runs on your own machine
- Free to start without a card

Watch for: Three advisories published 2 October 2026 cover 0.1.0 to 0.1.6, two critical, and 0.1.16's email TLS and cross-site fixes got no advisory


## Why the edge

### Security & auth: Vibe-Trading +32

- Emdash (38): Harness reading. Telemetry is described as optional and disabled in Settings or with TELEMETRY_ENABLED=false, which reads as on by default (15 of 30). Worktree per task and remote machines over SSH (10 of 20). No prompt-injection guidance (5). No audit log (5). No security policy file found (3). 15 + 10 + 5 + 5 + 3 = 38.
- Vibe-Trading (70): Harness reading used for nanobot and goose. 30 for what leaves the machine by default, 20 for approvals and sandboxing, 15 for prompt-injection posture, 15 for audit and 20 for the security programme. No telemetry code was found in the source at v0.1.18, and the only call to PyPI is the owner-run `vibe-trading update`. The API answers only loopback clients without `API_AUTH_KEY`, Docker binds 127.0.0.1 and runs as user `vibe`, and the MCP HTTP transport binds 127.0.0.1 with a Host and Origin allow-list against DNS rebinding but no token. Broker keys go to the OS keyring; model keys sit in `agent/.env` in clear text. The docs carry no statement that nothing is collected (24). Live orders need a mandate that only the owner commits through the web UI or API, with hard caps and a kill switch, and an optional TAP mode waits for human approval of each Alpaca write. No order tool is exposed over MCP, and shell tools are off on the API and every MCP transport unless enabled. The local CLI runs `bash` and file writes without asking, and generated backtest code runs as a network-capable subprocess with a narrowed environment and no sandbox (13). Reader and search tools add warning-only `security_warnings` from regex rules, and external MCP tool hints are treated as untrusted in the source. The `claude-cli` provider's tool filters are described as convenience filters, not a boundary (9). A live-action ledger written append-only with a hash-chained copy, run cards with hashed execution records, tool traces and per-run token usage (13). SECURITY.md with private advisory reporting and a five-business-day acknowledgement. Three advisories were published on 2 October 2026 with CVE identifiers, five months after the 0.1.7 fix, while the email TLS and cross-site settings fixes in 0.1.16 got none. No security.txt and no bounty (11). 24+13+9+13+11 = 70.

### Schema & documentation: Vibe-Trading +17

- Emdash (55): Harness reading. Docs site and a workspace server package (55).
- Vibe-Trading (72): Harness reading of the lines, as for nanobot. The MCP server's tools take typed JSON Schema inputs generated from Python signatures through FastMCP, with a string output schema, and the API server serves FastAPI's OpenAPI file locally (keyless on loopback, behind the key otherwise). No published OpenAPI file or tool manifest outside the running program (20 of 25). No llms.txt on vibetrading.wiki, where /llms.txt redirects to the home page, and the docs are drawn by script from `content.en.js`. The repository carries Markdown READMEs in seven languages and an agent skill file, `agent/SKILL.md` (5 of 10). Tool descriptions say what each does, its arguments and what to call first, such as `list_skills()` before `load_skill`. The server's own header says every tool is read-only apart from `refresh_strategy_evidence`, while `write_file` is also exposed (14 of 20). Inputs are typed, but many choices are free strings (`protocol`, `risk_tier`, `format`) and several take free dictionaries (8 of 15). Many worked examples in the README and a troubleshooting page that names failure states such as `no_progress` and the 403 from another device; tool errors come back as JSON with an `error_type` (12 of 15). Dated CHANGELOG.md, GitHub release tags and versioned docs, though the docs still name 0.1.16 as latest (13 of 15).

### Agent ergonomics: Vibe-Trading +12

- Emdash (55): Harness reading. Issue intake from Linear, GitHub, Jira and others, diff review, pull requests and CI checks in one place, local or over SSH (55).
- Vibe-Trading (67): Harness reading, scored on what an agent or script driving it has to supply. The MCP server registers 82 tools, with about 44,300 characters of descriptions across the 71 defined in the server file, and no toolsets or read-only subset (5). Since 0.1.18 the built-in agent loads tool schemas on demand, and skills load by section and offset, which keeps its own context smaller (plus 7, 12 of 25). Rows are capped by default, `read_run_artifact` pages by offset, row count and columns, oversized results are written to the run directory, the agent stops after eight tool iterations without a new result, and goals take token, turn and time budgets (18 of 20). JSON error envelopes with a type, a `--json` mode for `vibe-trading run` and a troubleshooting page, with no documented exit codes (15 of 20). No readOnlyHint or destructiveHint annotations on MCP tools. An identical call is refused from its second failure, failed swarm runs resume with completed tasks kept, interrupted web replies are checkpointed and TAP-routed Alpaca orders carry a deterministic `client_order_id` (12 of 20). `pip install` and `vibe-trading init` start it, market data works with no key, and a model key, Ollama or an existing Codex, Copilot or Claude Code login is required. Python only, with a REST API and no SDK in a second language (10 of 15).

### Maintenance & community: Vibe-Trading +12

- Emdash (70): v1.2.11 on 6 November 2026 (30). v1.2.9, v1.2.10 and v1.2.11 within two weeks (20). GitHub issues and pull requests weren't read (GitHub's pages refuse these sessions), so that line is scored absent (0). Current installers and Homebrew cask (15). Release workflows, no test CI (5). 30 + 20 + 0 + 15 + 5 = 70.
- Vibe-Trading (82): v0.1.18 was tagged on 21 October 2026, 12 days before this check (30). Six releases in the 90 days from 4 August, 0.1.13 (tag 10 August) to 0.1.18, from the repository's tags; PyPI couldn't be read on 2 November (20). 771 commits on main in the 30 days to 2 November, 233 of them after v0.1.18, the last on 2 November; the 25 October repository page showed 7 open issues and 57 open pull requests, not re-read. Issue and pull request threads weren't read, a judgement call (18 of 25). An MCP server that isn't in the official MCP registry (searches for vibe-trading and hkuds on 2 November 2026 found nothing). It is published on PyPI, as a Docker setup and on ClawHub (5 of 15). Hash-locked requirements checked in CI on three operating systems, Dependabot set to monthly, and dependency floors raised for named CVEs, most recently on 29 October (9 of 10). 30+20+18+5+9 = 82.

### Reliability: Vibe-Trading +8

- Emdash (55): Local software. Homebrew cask and installers for macOS, Windows and Linux (20). A code-consistency check and release workflows; no test workflow found (10). GitHub issues and pull requests weren't read (GitHub's pages refuse these sessions), so that line is scored absent (0). Stable tags to v1.2.11, release notes on GitHub (10). Version 1.2.11 (15). 20 + 10 + 0 + 10 + 15 = 55.
- Vibe-Trading (63): Read with the local-software lines, as for nanobot and Agent Zero, since the owner runs it. `vibe-trading-ai` installs from PyPI for Python 3.11 or newer, with classifiers for 3.11 to 3.13, and a Docker Compose setup ships in the repository (20). A CI workflow runs the test suite on pushes and pull requests to main, with hash-locked dependency checks on Linux, macOS and Windows, and the repository holds 961 test files. Whether the latest runs on main passed couldn't be read, because GitHub's Actions pages weren't reachable (15 of 25). The repository page showed 7 open issues and 57 open pull requests on 25 October 2026, per that check (GitHub's pages answer 403 on 2 November), against 771 commits in the 30 days to 2 November, and the 0.1.18 notes list two known issues already fixed on main. Issue threads weren't read (18 of 25). CHANGELOG.md says it follows Semantic Versioning, with dated entries from 0.1.8, a Known issues section and an upgrade note for the LangChain 1.x move in 0.1.10, but on 0.x breaking changes ride in minor versions and there is no Breaking section (10 of 15). Version 0.1.18 with the classifier Development Status 4, Beta (0).

## Score by category

| Category | Weight | Emdash | Vibe-Trading | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 55 | 63 | Vibe-Trading +8 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 55 | 72 | Vibe-Trading +17 |
| Agent ergonomics | 13% (16.2 this run) | 55 | 67 | Vibe-Trading +12 |
| Security & auth | 14% (17.5 this run) | 38 | 70 | Vibe-Trading +32 |
| Payments & pricing | 10% (12.5 this run) | 60 | 60 | even |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 70 | 82 | Vibe-Trading +12 |
| Transparency & trust | 7% (8.8 this run) | 54 | 53 | Emdash +1 |
| Negative events | ≤15 | 0 | -9 | |
| **Total** | | **53.9 · D** | **57.8 · C** | |

## Facts side by side

| Fact | Emdash | Vibe-Trading |
| --- | --- | --- |
| Kind | Agent harness | Agent harness |
| Vendor | General Action, Inc. | HKUDS |
| Hosted endpoint | no (local only) | no (local only) |
| Transports |  | stdio, Streamable HTTP, SSE (legacy) |
| Auth | None | None |
| Pricing | Free | Free |
| x402 | no | no |
| Licence | Apache-2.0 | MIT |
| Tools exposed | none | 82 |
| Read-only variant documented | no | no |
| llms.txt | no | no |
| Last release | 2026-11-06 | 2026-10-21 |
| Terms last updated | no document linked | no document linked |
| Privacy policy last updated | no document linked | no document linked |
| Popularity | none | 37k stars |

## How the scores have moved

### Emdash

No score change since it was listed.

### Vibe-Trading

- -5.0 on 2 November 2026 (B to C): correction
- +0.4 on 28 October 2026: new evidence
- +0.2 on 27 October 2026: new evidence

## Verdicts

**Emdash.** A mature open-source app for parallel coding agents in Git worktrees, with issue intake from a dozen trackers and remote machines over SSH. Telemetry is on unless you turn it off, and no test workflow was found in the repository.

**Vibe-Trading.** Vibe-Trading runs on the owner's machine under the MIT licence, ships near-daily fixes with a dated changelog, and keeps order tools out of its MCP server, with live orders gated by an owner-committed mandate. Three advisories, two critical, covered versions before 0.1.7, a 0.1.16 credential fix got no advisory, and the local CLI runs shell commands without asking.

## Before you call either

### Emdash

1. Launch with TELEMETRY_ENABLED=false if you don't want telemetry
2. Use the SSH mode to keep agents on a remote machine

### Vibe-Trading

1. Run 0.1.16 or later. Earlier versions carry three published advisories, including unauthenticated API access with an RCE chain, and send the email password without checking TLS certificates
2. Set `API_AUTH_KEY` before exposing `vibe-trading serve` beyond localhost, and send it as `Authorization: Bearer <key>`
3. Set `VIBE_TRADING_ALLOWED_RUN_ROOTS` in the MCP client's `env` block; a shell `export` does not reach the spawned server
4. Use `vibe-trading run -p "..." --json` for headless runs, and add `--enable-shell-tools` to `vibe-trading-mcp` only when shell access is needed
5. Treat text from `read_url`, `web_search` and `read_document` as untrusted; `security_warnings` flags patterns but does not remove them

## Questions

### Which is better for AI agents, Emdash or Vibe-Trading?

Vibe-Trading scores 57.8 (C) on agent readiness against Emdash's 53.9 (D), and leads in 5 of 7 scored categories.

### Are Emdash and Vibe-Trading open source?

Yes. Emdash is open source (Apache-2.0). Vibe-Trading is open source (MIT).


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/emdash-vs-vibe-trading.json, and with the fewest tokens: https://www.anchorterminal.com/compare/emdash-vs-vibe-trading.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "emdash", "b": "vibe-trading"}`. From a terminal: `anchor compare emdash vibe-trading`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/emdash.json and https://www.anchorterminal.com/api/v1/tools/vibe-trading.json

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- [Emdash vs Harness](https://www.anchorterminal.com/compare/emdash-vs-harness-autonomous.md)
- [Emdash vs Paperclip](https://www.anchorterminal.com/compare/emdash-vs-paperclip.md)
- [Emdash vs Parallax](https://www.anchorterminal.com/compare/emdash-vs-parallax-agents.md)
- [Harness vs Vibe-Trading](https://www.anchorterminal.com/compare/harness-autonomous-vs-vibe-trading.md)
- [OpenMausBot vs Vibe-Trading](https://www.anchorterminal.com/compare/openmausbot-vs-vibe-trading.md)
- [Paperclip vs Vibe-Trading](https://www.anchorterminal.com/compare/paperclip-vs-vibe-trading.md)
- [Parallax vs Vibe-Trading](https://www.anchorterminal.com/compare/parallax-agents-vs-vibe-trading.md)
- [Unstoppable vs Vibe-Trading](https://www.anchorterminal.com/compare/unstoppable-vs-vibe-trading.md)

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Query this catalogue directly over MCP: https://www.anchorterminal.com/mcp (Streamable HTTP, no key). How: https://www.anchorterminal.com/agents/#mcp