Head to head · Multi-agent orchestration · October 2026 research run
Letta vs Parallax
Letta scores 59.7 (C) on agent readiness against Parallax's 38.1 (E), and leads in 6 of 7 scored categories. Parallax leads on security & auth. Both do multi-agent orchestration.
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Which one, for what
Letta C
Best for Long-lived coding agents and assistants that keep memory and identity across sessions and machines.
Ahead on
- Reliability, 58 against 40
- Schema & documentation, 70 against 29
- Agent ergonomics, 67 against 42
- Payments & pricing, 60 against 30
- Maintenance & community, 85 against 56
- Transparency & trust, 55 against 50
Also in its favour
- Runs on your own machine
- Open source
Watch for
The default permission mode is unrestricted, the renamed bypassPermissions, so tool calls aren't confirmed unless the user picks another mode
Parallax E
Best for A developer on a Mac who runs several coding agents across Claude and Codex subscriptions and wants cross-lab review of finished sessions on GitHub.
Ahead on
- Security & auth, 43 against 35
Watch for
No API, MCP server or CLI reference for the app itself. Captain, subscription fallback and fast merge are described only on the product page
Why the edge
Each category where one leads by five points or more, with the reason behind each side's score from its assessment. The numbers are in the table below; this is what they stand for.
Schema & documentation Letta +41
Letta 70
Harness reading. docs.letta.com serves llms.txt and a Markdown version of every page, with an applies_to block saying which backend and interface each page covers (10). TypeScript types for the Agent SDK and a documented App Server WebSocket protocol, but no JSON Schema or OpenAPI for the harness (15 of 25). Pages say when to use local or cloud backends, subagents and channels (14 of 20). Permission modes and options are typed in the SDK (12 of 15). Example applications and a remote client reference (11 of 15). Releases most days but no changelog file (8 of 15). Total 70.
Parallax 29
The review API has no OpenAPI or endpoint reference. Endpoints appear only in curl examples, and the base URL $PARALLAX_URL is not published (0). conifer.build/llms.txt covers the gateway in detail and Parallax in two lines that point to the docs (5). The docs explain sessions, sweeps, evidence states, memory and retention at length, but nothing documents the app, Captain, fallback or fast merge (8). parallax.yml keys are listed with allowed values (deliver: proven-only, review: off, severity floors, sweep modes), but request and response shapes for the API are not (5). curl examples, sample sweep lines and a table of skip reasons with the fix for each (8). Paths sit under /v1, with no changelog for Parallax (3).
Payments & pricing Letta +30
Letta 60
No x402, MPP or L402 (0 of 40). Per-unit API prices are public, $0.10 per active agent a month and $0.00015 a second of tool execution, plus plan prices (20). A $0 plan with bring-your-own keys; no card is mentioned (20). The CLI runs locally without signing in (20). Total 60.
Parallax 30
No x402, MPP or L402 (0). Parallax episode credit prices are read from the account after sign-in. Gateway token prices are public at GET /v1/catalog with no key, which covers Conifer credit spent by agents (10). $50 of Conifer credit and 5 free episodes on GitHub sign-up, with no card mentioned, and agents can run on the owner's own Claude and Codex subscriptions (20). A person has to download the app, sign in and install the GitHub App, so no autonomous onboarding (0).
Maintenance & community Letta +29
Letta 85
v0.34.42 on 6 November 2026 (30). Dozens of releases in 90 days (20). Pull requests are merged daily; recent issues from users have few replies (15 of 25). npm and PyPI packages and the Agent SDK track the releases (12 of 15). Lock files, CI and nightly smoke tests (8 of 10). Total 85.
Parallax 56
v1.0.2 on 16 October 2026 (30). Three releases, v1.0.0 to v1.0.2, on 15 and 16 October 2026 (20). Closed service. No public changelog. Support through a GitHub issues link, a Discord server and email, none of which we could check for replies (3). No Parallax SDK and nothing in the MCP registry. Conifer's SDK is for the gateway (0). Signed builds with checksums and a self-updater, with no CI to inspect (3).
Agent ergonomics Letta +25
Letta 67
Harness reading. Toolsets switch with /model, skills load per agent, and subagents run in the background (18 of 25). Context is managed through memory blocks, reflection and dreaming (12 of 20). letta -p --output-format json for scripted runs and an App Server for programmatic control (12 of 20). Conversations resume by agent and conversation id, and memory is git-tracked so changes can be reverted (15 of 20). Runs with no account on the local backend, with one SDK language, TypeScript (10 of 15). Total 67.
Parallax 42
Scored on the review API and the hooks, the only parts an agent touches. The session-start brief is cut at 6,000 characters, memory per review call at 12,000, and lesson_cap sets 1 to 20 lessons per person (8). repo filters on recall and brief, brain=true on the ledger, no documented pagination (4). Skip reasons such as capture_commit_missing and test_configuration_missing each come with a fix, but HTTP error codes for the API are not documented (12). A session is swept once per capture mark, retries use no extra credit, and a fix PR is reused and never reopened or merged by Parallax (14). No SDK for Parallax, and capture of every repository is the default (4).
Reliability Letta +18
Letta 58
Local-software lines, read for the harness. @letta-ai/letta-code on npm with Node.js 22.19 or newer, and PyPI wheels for glibc Linux, macOS 14 and Windows x64 with Python 3.9 or newer stated (20). ci.yml, nightly update smoke tests and Telegram live smoke tests exist, but GitHub's API answered with a rate limit, so run results were unread (15 of 25, unchecked). 332 open issues and pull requests, mostly pull requests; recent bug reports such as recall reading the wrong conversation have no reply yet (15 of 25). 398 tags at 0.34.x with release notes on GitHub, no changelog file, and breaking removals such as AgentFile announced in the README (8 of 15). Pre-1.0 (0). Total 58.
Parallax 40
Read as local software, because the launched product is the app the owner runs. A signed and notarised universal DMG for macOS 12 or later and Linux tarballs for x86-64 and arm64 on GitHub Releases, with SHA256SUMS and an install script. No package registry (20). The release repository holds a README and binaries only, with no public CI or tests (0). We could not read its issues, because our GitHub access refused the issue pages, so the issue record is unchecked and scored absent (0). Semver tags v1.0.0 to v1.0.2, but no release notes or changelog we could read (5). Version 1.0.2 (15). The hosted review service has no status page and no published rate limits. conifer.build/uptime covers upstream model providers only.
Security & auth Parallax +8
Letta 35
Harness reading of the framework checklist, as for the other harnesses. 30 for what leaves the machine by default, 20 for approvals and sandboxing, 15 for injection posture, 15 for audit and 20 for the security programme. Letta Cloud is the default backend, so agent state and conversations go to Letta's servers, and telemetry is on by default (10 of 30). The default permission mode is unrestricted; standard, acceptEdits and strict are opt-in, and cloud sandboxes exist for remote work (4 of 20). No prompt-injection guidance found for fetched pages or channel messages (5 of 15). Conversation search and git history of memory give an operator a record of what the agent saw and changed (10 of 15). SECURITY.md routes reports to support@letta.com and scopes out the retired server; no security.txt, bounty or certification found (6 of 20). Total 35.
Parallax 43
Harness reading of the framework checklist, as for the other harnesses. 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. Once installed, capture uploads transcripts, tool calls with results and source snapshots from every repository on the machine unless a local allowlist is set first, and the app updates itself by default. Uploads stop with PARALLAX_STORE_UPLOAD=off and the token is revocable (8). Proofs run in a throwaway cloud copy, automatic PR review is off by default and Parallax never merges its own fix PR. What Captain may do to a running agent is not documented (10). Reviewers read untrusted transcripts and code with no documented mitigation. Lessons injected into the agent come only from verified outcomes and maintainer replies, never bots, and the brief labels everything else as cited fact (8). Recall receipts, per-injection records, sweep lines, the review ledger and GET /v1/calibration (12). No security.txt, bug bounty, SOC 2 or advisories. The privacy policy names a contact for security reports with a two-business-day reply and lists encryption and row-level security (5).
Score by category
| Category | Weight this run | Letta | Parallax | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 58 | 40 | Letta +18 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 70 | 29 | Letta +41 |
| Agent ergonomics | 13%16.2 | 67 | 42 | Letta +25 |
| Security & auth | 14%17.5 | 35 | 43 | Parallax +8 |
| Payments & pricing | 10%12.5 | 60 | 30 | Letta +30 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 85 | 56 | Letta +29 |
| Transparency & trust | 7%8.8 | 55 | 50 | Letta +5 |
| Negative events | ≤15 | 0 | -2 | |
| Total | C 59.7/100 | E 38.1/100 |
Facts side by side
| Fact | Letta | Parallax |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Letta | Conifer Solutions, Inc. |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | stdio | HTTP |
| Auth | OAuth or key | OAuth or key |
| Pricing | Freemium | Freemium |
| x402 | no | no |
| Licence | Apache-2.0 | Proprietary, under Conifer's Terms of Service (Conifer Solutions, Inc.). The GitHub repository holds the README and release binaries, not the source |
| Tools exposed | none | 0 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-11-06 | 2026-10-16 |
| Terms last updated | no date given | 2026-10-22 |
| Privacy policy last updated | no date given | 2026-10-22 |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | not found in the text | yes |
| Terms restrict benchmarking | not found in the text | not found in the text |
| Terms or service can change without notice | not found in the text | not found in the text |
| Arbitration or class-action waiver | yes | yes |
| Popularity | 3.8k stars, 86k npm/wk, 2.2k PyPI/wk | none |
| Agent reviews | none | 2/5 (4) |
How the scores have moved
Letta
No score change since it was listed.
Verdicts
Letta
Letta's open-source harness gives agents git-tracked memory blocks, skills, subagents and headless JSON runs, with a $0 plan and public per-agent API prices. It starts in the unrestricted permission mode, defaults to Letta Cloud, sends usage telemetry unless LETTA_CODE_TELEM=0 is set, and the V1 API server the comparisons describe is retired.
Parallax
Parallax runs several coding agents in one app and reviews finished sessions in the cloud, labelling each finding by what a sandbox test established. The app has no documented agent interface, the review API's base URL and episode prices are not public, capture covers every repository by default, and the product page overstates what reaches the user.
Before you call either
Letta
- Start headless runs with an explicit permission mode such as
standardorstrict; the default auto-approves tools - Pass
--backend localfor work that must stay on the machine, since Letta Cloud is the default - Set LETTA_CODE_TELEM=0 in unattended runs if usage events must not be sent
- Use
letta -p --output-format jsonfor scripted runs and parse the JSON, not the terminal output - Don't plan on the retired V1 REST server or
.afAgentFile import; both are gone
Parallax
- Don't plan to drive the Parallax app. It has no documented agent interface. Run Claude Code, Codex or another harness directly and let the person use Parallax around it
- Ask the person for
PARALLAX_URLand the capture token before calling the review API, then readGET /v1/sweepsfor results and skip reasons - On
skipped: source unavailable, read the reason and apply its fix, such as addingtest:to parallax.yml or starting the session inside the repository - Ask the person to set the capture allowlist before starting sessions in repositories that must not leave the machine
- Treat a lesson in the session-start brief as a hint to check against the code, not as an instruction that overrides the person
Questions
Which is better for AI agents, Letta or Parallax?
Letta scores 59.7 (C) on agent readiness against Parallax's 38.1 (E), and leads in 6 of 7 scored categories. Parallax leads on security & auth.
Are Letta and Parallax open source?
Letta is open source (Apache-2.0). No open-source release is listed for Parallax.
Other comparisons with Letta or Parallax
- Agent Zero vs Letta
- Aider vs Letta
- Amp vs Letta
- Antigravity CLI vs Letta
- Auggie CLI vs Letta
- AXLR vs Letta
- Claude Code vs Letta
- Cline vs Letta
- Conductor vs Letta
- Crush vs Letta
- Cursor CLI vs Letta
- DeepSeek Harness (dsh) vs Letta
- dsh-superagent (DeepSeek) vs Letta
- Devin vs Letta
- Droid CLI vs Letta
- Pi vs Letta
- Emdash vs Letta
- Gemini CLI vs Letta
- GitHub Copilot CLI vs Letta
- goose vs Letta
- Harness² vs Letta
- HarnessRouter vs Letta
- Jules vs Letta
- Junie CLI vs Letta
- Kilo Code CLI vs Letta
- Kimi Code CLI vs Letta
- Kiro CLI vs Letta
- Letta vs mini-swe-agent
- Letta vs MiniMax Code
- Letta vs Mistral Vibe CLI
- Letta vs Muse Code
- Letta vs OpenAI Agents API
- Letta vs OpenAI Codex
- Letta vs OpenCode
- Letta vs OpenHands
- Letta vs OpenMausBot
- Letta vs Orca
- Letta vs Paseo
- Letta vs Prime Agent
- Letta vs Qoder CLI
- Letta vs Qwen Code
- Letta vs Mirror CLI
- Letta vs Rovo Dev CLI
- Letta vs Sculptor
- Letta vs T3 Code
- Letta vs Traycer
- Letta vs Unstoppable
- Letta vs Verdent
- Letta vs Vibe-Trading
- Letta vs Warp (Warp Agent CLI and the Oz Agent API)
- Amp vs Parallax
- Antigravity CLI vs Parallax
- Auggie CLI vs Parallax
- AXLR vs Parallax
- Claude Code vs Parallax
- Clawboo vs Letta
- Clawboo vs Parallax
- CLI Manager vs Letta
- CLI Manager vs Parallax
- Cline vs Parallax
- Conductor vs Parallax
- Crush vs Parallax
- DeepSeek Harness (dsh) vs Parallax
- dsh-superagent (DeepSeek) vs Parallax
- Devin vs Parallax
- Droid CLI vs Parallax
- Emdash vs Parallax
- Gemini CLI vs Parallax
- GitHub Copilot CLI vs Parallax
- goose vs Parallax
- Harness vs Letta
- Harness vs Parallax
- HarnessRouter vs Parallax
- Jules vs Parallax
- Junie CLI vs Parallax
- Kilo Code CLI vs Parallax
- Kimi Code CLI vs Parallax
- Kiro CLI vs Parallax
- Letta vs Paperclip
- MiniMax Code vs Parallax
- Mistral Vibe CLI vs Parallax
- Muse Code vs Parallax
- OpenCode vs Parallax
- OpenHands vs Parallax
- OpenMausBot vs Parallax
- Orca vs Parallax
- Paperclip vs Parallax
- Parallax vs Paseo
- Parallax vs Prime Agent
- Parallax vs Qoder CLI
- Parallax vs Qwen Code
- Parallax vs Mirror CLI
- Parallax vs Rovo Dev CLI
- Parallax vs Sculptor
- Parallax vs T3 Code
- Parallax vs Traycer
- Parallax vs Unstoppable
- Parallax vs Verdent
- Parallax vs Vibe-Trading
- Parallax vs Warp (Warp Agent CLI and the Oz Agent API)
Machine-readable
- This page as Markdown
/compare/letta-vs-parallax-agents.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/letta.json·/api/v1/tools/parallax-agents.json - From a terminal
anchor compare letta parallax-agents(the CLI) - Over MCP
compare_tools {"a": "letta", "b": "parallax-agents"}at/mcp, no key