# Conductor vs Vibe-Trading

> Vibe-Trading scores 57.8 (C) to Conductor's 41.3 (E) for agent harnesses. Prices, MCP, x402, uptime and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/conductor-vs-vibe-trading
- Markdown: https://www.anchorterminal.com/compare/conductor-vs-vibe-trading.md (~6,600 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 Conductor's 41.3 (E), and leads in 6 of 7 scored categories. Both do agent harnesses.

- Conductor: grade E, 41.3/100, rank #1285 of 1486. Markdown https://www.anchorterminal.com/tools/conductor.md · JSON https://www.anchorterminal.com/api/v1/tools/conductor.json
- Vibe-Trading: grade C, 57.8/100, rank #777 of 1486. 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

### Conductor (E)

Good for: Existing Conductor users planning their move before Cloud closes on 20 November 2026 and the local app winds down in early 2027.

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

Watch for: No new downloads or sign-ups since 4 November 2026

### 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 25
- Schema & documentation, 72 against 60
- Agent ergonomics, 67 against 55
- Security & auth, 70 against 45
- Payments & pricing, 60 against 0
- Maintenance & community, 82 against 58

Also in its favour:
- No key needed to call it
- Runs on your own machine
- Free to start without a card
- Open source

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

### Payments & pricing: Vibe-Trading +60

- Conductor (0): No new sign-ups since 4 November, free users can't upgrade, and no price is shown. No protocol, no published price, no open free tier, no onboarding (0).
- Vibe-Trading (60): Read with the self-hosted rule. No payment protocol (0). Free under the MIT licence with nothing to buy from the project, so 20, 20 and 20 on the last three lines. It runs with a local model through Ollama and needs no sign-up with the project. QVeris paid data, reached through a disclosed referral link, is a third party's product and is not scored.

### Reliability: Vibe-Trading +38

- Conductor (25): Read as local software that is winding down. Installed from Conductor's own download, which stopped taking new users on 4 November 2026 (10). Closed source, so no public CI or issue tracker (0, 0). A dated changelog, newest 0.93.0 on 4 November (15). Version 0.93 (0). 10 + 0 + 0 + 15 + 0 = 25.
- 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).

### Security & auth: Vibe-Trading +25

- Conductor (45): Closed app. Telemetry and data handling weren't read beyond the transition notice (10 of 30). A security and permissions page (10 of 20). No prompt-injection guidance found (5). No audit log found (5). SOC 2 Type II report at trust.conductor.build (15 of 20). 10 + 10 + 5 + 5 + 15 = 45.
- 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.

### Maintenance & community: Vibe-Trading +24

- Conductor (58): 0.93.0 on 4 November 2026 (30). Several dated releases in 90 days, per the changelog index (20). Discord, a subreddit and email for support (8). Closed app, no package or CI to read (0). 30 + 20 + 8 + 0 + 0 = 58. The local app gets new models and critical fixes only until early 2027.
- 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.

### Schema & documentation: Vibe-Trading +12

- Conductor (60): Harness reading. Docs for workspaces, review and merge, a Conductor API reference page linked from the docs (not read), and security and permissions pages (60).
- 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

- Conductor (55): Harness reading. Each task gets a workspace, branch, terminal and diff, with pull requests and merges from the app, and an API for integrations; not re-read in detail (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).

## Score by category

| Category | Weight | Conductor | Vibe-Trading | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 25 | 63 | Vibe-Trading +38 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 60 | 72 | Vibe-Trading +12 |
| Agent ergonomics | 13% (16.2 this run) | 55 | 67 | Vibe-Trading +12 |
| Security & auth | 14% (17.5 this run) | 45 | 70 | Vibe-Trading +25 |
| Payments & pricing | 10% (12.5 this run) | 0 | 60 | Vibe-Trading +60 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 58 | 82 | Vibe-Trading +24 |
| Transparency & trust | 7% (8.8 this run) | 53 | 53 | even |
| Negative events | ≤15 | 0 | -9 | |
| **Total** | | **41.3 · E** | **57.8 · C** | |

## Facts side by side

| Fact | Conductor | Vibe-Trading |
| --- | --- | --- |
| Kind | Agent harness | Agent harness |
| Vendor | Conductor (joining Meta) | HKUDS |
| Hosted endpoint | no (local only) | no (local only) |
| Transports |  | stdio, Streamable HTTP, SSE (legacy) |
| Auth | OAuth or key | None |
| Pricing | Paid | Free |
| x402 | no | no |
| Licence | Proprietary. A closed-source Mac app and hosted Conductor Cloud under Conductor's terms | MIT |
| Tools exposed | none | 82 |
| Read-only variant documented | no | no |
| llms.txt | no | no |
| Last release | 2026-11-04 | 2026-10-21 |
| Terms last updated | not read yet | no document linked |
| Privacy policy last updated | not read yet | no document linked |
| Popularity | none | 37k stars |

## How the scores have moved

### Conductor

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

**Conductor.** Conductor ran parallel coding agents on the Mac, and Meta is acquiring it. It has taken no new users since 4 November 2026, Cloud turns read-only on 13 November and shuts down on 20 November, and the local app winds down in early 2027, when all user data is deleted.

**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

### Conductor

1. Export your data from Settings, Account, Export data before 20 November 2026
2. Move Cloud workspaces to your Mac with Transfer to local before 13 November
3. Plan a move off the local app before early 2027; see the agent-harnesses category for alternatives

### 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, Conductor or Vibe-Trading?

Vibe-Trading scores 57.8 (C) on agent readiness against Conductor's 41.3 (E), and leads in 6 of 7 scored categories.

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

No open-source release is listed for Conductor. Vibe-Trading is open source (MIT).


## For agents

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

## Other comparisons with Conductor or Vibe-Trading

- [Agent Zero vs Conductor](https://www.anchorterminal.com/compare/agent-zero-vs-conductor.md)
- [Agent Zero vs Vibe-Trading](https://www.anchorterminal.com/compare/agent-zero-vs-vibe-trading.md)
- [Aider vs Conductor](https://www.anchorterminal.com/compare/aider-vs-conductor.md)
- [Aider vs Vibe-Trading](https://www.anchorterminal.com/compare/aider-vs-vibe-trading.md)
- [Amp vs Conductor](https://www.anchorterminal.com/compare/amp-vs-conductor.md)
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- [Clawboo vs Vibe-Trading](https://www.anchorterminal.com/compare/clawboo-vs-vibe-trading.md)
- [CLI Manager vs Conductor](https://www.anchorterminal.com/compare/cli-manager-vs-conductor.md)
- [CLI Manager vs Vibe-Trading](https://www.anchorterminal.com/compare/cli-manager-vs-vibe-trading.md)
- [Conductor vs Harness](https://www.anchorterminal.com/compare/conductor-vs-harness-autonomous.md)
- [Conductor vs Paperclip](https://www.anchorterminal.com/compare/conductor-vs-paperclip.md)
- [Conductor vs Parallax](https://www.anchorterminal.com/compare/conductor-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