{
  "data": {
    "a": {
      "slug": "letta",
      "name": "Letta",
      "vendor": "Letta",
      "vendorUrl": "https://www.letta.com",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "Letta, from the MemGPT team, is an open-source agent harness (formerly Letta Code) for stateful agents that keep memory blocks, skills and conversations across sessions, used from a CLI, chat.letta.com, messaging channels or the Agent SDK, with Letta Cloud.",
      "url": "https://www.anchorterminal.com/tools/letta",
      "markdownUrl": "https://www.anchorterminal.com/tools/letta.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/letta.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/letta.json",
      "dns": "letta.grade.anchorterminal.com",
      "repo": "https://github.com/letta-ai/letta-code",
      "license": "Apache-2.0",
      "transports": [
        "stdio"
      ],
      "packages": [
        {
          "registry": "npm",
          "name": "@letta-ai/letta-code"
        },
        {
          "registry": "pypi",
          "name": "letta"
        }
      ],
      "auth": "mixed",
      "authNotes": "Local use needs only the user's own model keys or coding-plan logins through `/connect`. Signing in with Letta (`/login`, OAuth in the browser) stores agents in Letta Cloud and enables remote computers and secrets. Developer plans use Letta API keys.",
      "pricing": "freemium",
      "pricingNotes": "Free plan at $0 with bring-your-own keys and limited agents and storage. Pro $20 a month with Letta Auto quotas and up to 20 agents. API plan $20 a month plus $0.10 per active agent a month and $0.00015 a second of tool execution, with LLM usage at token cost.",
      "priceSummary": "$20 / mo",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the letta-code source, docs.letta.com's llms.txt or the pricing page (checked 2026-11-06).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 3793,
        "npmWeekly": 85863,
        "pypiWeekly": 2225,
        "asOf": "2026-11-06"
      },
      "docsUrl": "https://docs.letta.com",
      "llmsTxt": "https://docs.letta.com/llms.txt",
      "capabilities": [
        "agent.harness",
        "agent.mcp-client",
        "agent.multi-agent",
        "memory.store",
        "memory.search"
      ],
      "tags": [
        "open-source",
        "local",
        "hosted",
        "freemium",
        "apache-2.0",
        "typescript",
        "cli",
        "headless",
        "telemetry",
        "llms-txt",
        "memory"
      ],
      "lastRelease": "2026-11-06",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 59.7,
        "grade": "C",
        "agentReady": false,
        "rank": 684,
        "ranked": true,
        "rankOf": 1486,
        "categoryRank": 18,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 67,
          "maintenance": 85,
          "payments": 60,
          "reliability": 58,
          "schema": 70,
          "security": 35,
          "transparency": 55
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-11-06"
        },
        "negative": 0,
        "verdict": "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.",
        "bestFor": "Long-lived coding agents and assistants that keep memory and identity across sessions and machines.",
        "strengths": [
          "Apache-2.0 harness on npm and PyPI with 0.34.42 released on 6 November 2026, and releases most days",
          "Memory blocks and MemFS keep an agent's context in git, with optional sync to the user's own repository",
          "Headless runs with `-p` and `--output-format json`, plus a TypeScript Agent SDK and a self-hosted App Server",
          "Public prices, a $0 plan with bring-your-own keys, and an API plan at $20 a month plus $0.10 per active agent",
          "Runs locally without signing in, with `letta backend local` or `--backend local`"
        ],
        "weaknesses": [
          "The default permission mode is `unrestricted`, the renamed `bypassPermissions`, so tool calls aren't confirmed unless the user picks another mode",
          "Letta Cloud is the default backend, so agent memory and conversations go to Letta's servers unless the user chooses local",
          "Usage telemetry is on by default, with the LETTA_CODE_TELEM=0 opt-out found only in the source",
          "The Letta V1 Python API server is retired and unsupported, and the letta-ai/letta repository is now a landing page",
          "The privacy policy names no legal entity or date and says hosted message data may train future models"
        ],
        "agentNotes": [
          "Start headless runs with an explicit permission mode such as `standard` or `strict`; the default auto-approves tools",
          "Pass `--backend local` for 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 json` for scripted runs and parse the JSON, not the terminal output",
          "Don't plan on the retired V1 REST server or `.af` AgentFile import; both are gone"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 59.7
          }
        ],
        "editorialScores": {
          "ergonomics": 67,
          "maintenance": 85,
          "payments": 60,
          "reliability": 58,
          "schema": 70,
          "security": 35,
          "transparency": 55
        },
        "provenanceScore": 54,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-06",
            "maintenance": "2026-11-06",
            "payments": "2026-11-06",
            "reliability": "2026-11-06",
            "schema": "2026-11-06",
            "security": "2026-11-06",
            "transparency": "2026-11-06"
          },
          "last": "2026-11-06",
          "oldest": "2026-11-06",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "npm install -g @letta-ai/letta-code",
        "headless": {
          "local": "letta --backend local",
          "run": "letta -p --output-format json \"\u003ctask\u003e\"",
          "server": "letta server"
        }
      },
      "letme": {
        "capability": "https://letme.dev/agent.harness",
        "tool": "https://letme.dev/letta"
      },
      "alsoIn": [
        "agent-memory"
      ],
      "area": "frameworks",
      "unitPrices": [
        {
          "item": "Pro plan",
          "unit": "month",
          "usd": 20,
          "note": "Letta Auto quotas, up to 20 agents"
        },
        {
          "item": "API plan active agent",
          "unit": "month",
          "usd": 0.1,
          "note": "Plus $20 a month base and $0.00015 a second of tool execution"
        }
      ],
      "provenance": {
        "legalEntity": "",
        "domain": "letta.com",
        "domainRegistered": "1997-10-01",
        "endpointOnVendorDomain": null,
        "terms": "https://www.letta.com/terms-of-service",
        "privacy": "https://www.letta.com/privacy-policy",
        "statusPage": "",
        "changelog": "https://github.com/letta-ai/letta-code/releases",
        "securityTxt": "none",
        "checked": "2026-11-06",
        "notes": [
          "The privacy policy shows no last-updated date and names no legal entity, only Letta. It says hosted message data may be used to train new models and that basic telemetry can be turned off in settings when supported.",
          "www.letta.com and docs.letta.com robots.txt allow all crawlers.",
          "RDAP gives letta.com a registration date of 1 October 1997, which predates the company, so the domain was bought later.",
          "/.well-known/security.txt returns 404. SECURITY.md in letta-ai/letta asks for reports to support@letta.com.",
          "The terms URL is the conventional path and was not read; the policy reader checks it at landing."
        ],
        "score": 54
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/letta.json",
      "live": {
        "slug": "letta",
        "versions": [
          {
            "registry": "github",
            "name": "letta-ai/letta-code",
            "version": "v0.34.43",
            "released": "2026-11-06",
            "seenAt": "2026-11-06T23:39:39.434291816Z"
          },
          {
            "registry": "npm",
            "name": "@letta-ai/letta-code",
            "version": "0.34.43",
            "seenAt": "2026-11-06T23:39:38.413416142Z"
          },
          {
            "registry": "pypi",
            "name": "letta",
            "version": "0.34.12",
            "released": "2026-10-12",
            "seenAt": "2026-11-06T23:39:39.241816797Z"
          }
        ],
        "githubStars": 3794,
        "npmWeekly": 85863,
        "pypiWeekly": 2225,
        "securityTxt": {
          "url": "https://letta.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-11-07T16:01:02.768002207Z"
        },
        "llmsTxt": {
          "url": "https://docs.letta.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-11-07T15:32:52.28674296Z"
        },
        "pages": [
          {
            "url": "https://www.letta.com/privacy-policy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-11-07T14:30:46.549817082Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "947a68f3e3a0"
          },
          {
            "url": "https://www.letta.com/terms-of-service",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-11-07T14:30:48.740250784Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "63f31d6ebfb8"
          }
        ],
        "updatedAt": "2026-11-07T16:01:02.768002207Z"
      }
    },
    "answer": "Letta and mini-swe-agent score within a point of each other on agent readiness, 59.7 (C) and 59 (C). mini-swe-agent leads on reliability and security \u0026 auth.",
    "b": {
      "slug": "mini-swe-agent",
      "name": "mini-swe-agent",
      "vendor": "SWE-bench team (Princeton and Stanford)",
      "vendorUrl": "https://mini-swe-agent.com",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "Minimal open-source coding agent from the Princeton and Stanford team behind SWE-bench, shipped as the `mini` CLI and a Python library. It gives the model one bash tool, works with any model through LiteLLM, and is a common SWE-bench baseline.",
      "url": "https://www.anchorterminal.com/tools/mini-swe-agent",
      "markdownUrl": "https://www.anchorterminal.com/tools/mini-swe-agent.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/mini-swe-agent.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json",
      "dns": "mini-swe-agent.grade.anchorterminal.com",
      "repo": "https://github.com/SWE-agent/mini-swe-agent",
      "license": "MIT",
      "transports": [],
      "packages": [
        {
          "registry": "pypi",
          "name": "mini-swe-agent"
        }
      ],
      "auth": "none",
      "authNotes": "No account of its own. A model key goes in an environment variable or the global `.env` file that `mini-extra config setup` writes, and is passed to the provider through LiteLLM, OpenRouter, Portkey or Requesty. Local models work through LiteLLM's `api_base`.",
      "pricing": "free",
      "pricingNotes": "Free and MIT, with nothing to buy. The owner pays the model provider, or nothing with a local model. Each run stops at a $3 cost limit by default, and a local model needs `MSWEA_COST_TRACKING=ignore_errors`.",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs or the source (checked 2026-10-18).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 8600,
        "npmWeekly": null,
        "pypiWeekly": 4437981,
        "asOf": "2026-10-18"
      },
      "docsUrl": "https://mini-swe-agent.com/latest/",
      "capabilities": [
        "agent.harness"
      ],
      "tags": [
        "harness",
        "coding-agent",
        "cli",
        "open-source",
        "python",
        "free",
        "no-card",
        "local",
        "docker"
      ],
      "lastRelease": "2026-07-23",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 59,
        "grade": "C",
        "agentReady": false,
        "rank": 715,
        "ranked": true,
        "rankOf": 1486,
        "categoryRank": 20,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 69,
          "maintenance": 32,
          "payments": 60,
          "reliability": 65,
          "schema": 58,
          "security": 58,
          "transparency": 56
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-11-04"
        },
        "negative": 0,
        "verdict": "A small, readable harness with one bash tool, a linear trajectory saved as JSON, and step, cost and wall-time limits that stop unattended runs cleanly. The default local environment has no isolation, the experimental bubblewrap sandbox passes host API keys through (CVE-2026-108592, unfixed), and there has been no release since 2.4.6 on 23 July 2026.",
        "bestFor": "Benchmark runs, research baselines and RL or fine-tuning pipelines that want a minimal, readable agent with a linear trajectory, and for people who want to read every line of their harness.",
        "strengths": [
          "MIT, with an agent class of about 190 lines that a reviewer can read in one sitting",
          "Step, cost ($3 by default) and wall-time limits, each ending the run with its own exit status in the trajectory",
          "Any model through LiteLLM, OpenRouter, Portkey or Requesty, local ones included, with no account",
          "Docker, Podman and Singularity environments, where the Docker one forwards no host variables unless listed",
          "No telemetry found in the source"
        ],
        "weaknesses": [
          "The default local environment runs commands on the host with no isolation and the full host environment",
          "CVE-2026-108592, published 10 October 2026, leaves the experimental bubblewrap sandbox passing host API keys and network through, unfixed in 2.4.6",
          "No release since 2.4.6 on 23 July 2026, nothing merged into main since 17 August, and 77 of the 85 pull requests numbered after #917 still open",
          "No MCP client, no ACP and no server mode",
          "No changelog file, and the PyPI classifier still says 3 - Alpha at 2.4.6"
        ],
        "agentNotes": [
          "Run with `-y --exit-immediately` for unattended use. Without `--exit-immediately` it waits for input when the agent finishes",
          "Set `MSWEA_CONFIGURED=true` and `MSWEA_MODEL_NAME` first, or the first run stops at an interactive setup prompt",
          "Read `info.exit_status` in the `-o` trajectory file. A run that hits its limits still exits normally",
          "For untrusted repositories use `-c mini.yaml -c environment.environment_class=docker -c environment.image=\u003cimage\u003e`. The local and bubblewrap environments both expose host variables",
          "Strip model keys from the environment commands see, since the local environment passes every host variable to each command"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 59
          }
        ],
        "editorialScores": {
          "ergonomics": 69,
          "maintenance": 32,
          "payments": 60,
          "reliability": 65,
          "schema": 58,
          "security": 58,
          "transparency": 62
        },
        "provenanceScore": 50,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-04",
            "maintenance": "2026-11-04",
            "payments": "2026-11-04",
            "reliability": "2026-11-04",
            "schema": "2026-11-04",
            "security": "2026-11-04",
            "transparency": "2026-11-04"
          },
          "last": "2026-11-04",
          "lastMoved": "2026-11-04",
          "oldest": "2026-11-04",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "pip install mini-swe-agent   # or: uvx mini-swe-agent",
        "headless": {
          "command": "mini -t \"$TASK\" -y --exit-immediately -m \u003cprovider/model\u003e -l 3 -o run.traj.json",
          "env": {
            "ANTHROPIC_API_KEY": "\u003ckey\u003e",
            "MSWEA_CONFIGURED": "true"
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/agent.harness",
        "tool": "https://letme.dev/mini-swe-agent"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "No legal entity named. The MIT licence names Kilian A. Lieret and Carlos E. Jimenez",
        "domain": "mini-swe-agent.com",
        "domainRegistered": "",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-11-04",
        "notes": [
          "The docs site is GitHub Pages built from the repository. It has no terms, privacy policy or security.txt (/.well-known/security.txt returned 404 on 18 October 2026).",
          "The security page names four contacts at Princeton and Stanford by email, with no response time.",
          "The repository has no changelog file and tags carry only a version bump. Release notes, if any, are on GitHub releases, which we couldn't read because GitHub's web pages refused this run (18 October and 4 November)."
        ],
        "score": 50
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/mini-swe-agent.json",
      "live": {
        "slug": "mini-swe-agent",
        "versions": [
          {
            "registry": "github",
            "name": "SWE-agent/mini-swe-agent",
            "version": "v2.4.6",
            "released": "2026-07-23",
            "seenAt": "2026-11-06T23:45:51.824858096Z"
          },
          {
            "registry": "pypi",
            "name": "mini-swe-agent",
            "version": "2.4.6",
            "released": "2026-07-23",
            "seenAt": "2026-11-06T23:45:50.555882827Z"
          }
        ],
        "githubStars": 9224,
        "pypiWeekly": 3115942,
        "securityTxt": {
          "url": "https://mini-swe-agent.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-11-07T15:59:52.150031311Z"
        },
        "domain": {
          "domain": "mini-swe-agent.com",
          "registered": "2025-07-23",
          "source": "https://rdap.verisign.com/com/v1/domain/mini-swe-agent.com",
          "checkedAt": "2026-11-01T14:12:26.696049173Z"
        },
        "github": {
          "repo": "swe-agent/mini-swe-agent",
          "checkedAt": "2026-11-02T09:29:40.130801973Z",
          "stars": 9031,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-10-26T22:39:14Z",
          "openIssues": 45,
          "openPRs": 88,
          "issuesOpened90d": 33,
          "issuesClosed90d": 2,
          "prsMerged90d": 1,
          "ci": {
            "branch": "main",
            "runs": 50,
            "success": 48,
            "failure": 2,
            "other": 0,
            "latest": "success",
            "latestAt": "2026-09-03T05:06:48Z"
          },
          "replies": {
            "sampled": 25,
            "unanswered": 23,
            "medianDays": 7.8
          }
        },
        "updatedAt": "2026-11-07T15:59:52.150031311Z"
      }
    },
    "edges": [
      {
        "by": 53,
        "category": "maintenance",
        "leads": "letta",
        "name": "Maintenance \u0026 community",
        "reasons": {
          "a": "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.",
          "b": "2.4.6 on PyPI on 2026-07-23, 104 days before this check, and still the newest tag (10). No release in the 90 days to 4 November (0). Main hasn't moved since 3 September (three commits since 23 July, one from pre-commit-ci). Outside fixes were merged within days through July, but no pull request has been merged since #917 (17 August), 77 of the 85 pull requests numbered after it still carry open merge refs on the git remote, and maintainer reply times couldn't be read; the 18 October shields.io counts are struck (5). The Python library ships in the same package as the CLI and is current (10). Dependabot and pre-commit-ci run, and CI workflows exist with their current state unconfirmed (7)."
        },
        "scores": {
          "a": 85,
          "b": 32
        }
      },
      {
        "by": 23,
        "category": "security",
        "leads": "mini-swe-agent",
        "name": "Security \u0026 auth",
        "reasons": {
          "a": "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.",
          "b": "Harness reading of the framework checklist, used for every harness in this batch. 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 in mini's own source, and prompts go only to the configured provider. LiteLLM's own network behaviour wasn't checked (28). The CLI asks before each command by default, with regex whitelists and `-y` to skip, but the Python `DefaultAgent` never asks, the default local environment has no isolation and passes the full host environment to every command, and the experimental bubblewrap sandbox leaks host variables and shares the network (CVE-2026-108592). Docker forwards no host variables unless listed (8). No prompt-injection guidance found (2). A full trajectory of every command and output saved as JSON after each step, and a trajectory inspector (13). A security policy (docs/SECURITY.md) naming four maintainers to contact by email, with no response time, which meets the disclosure-policy reading at 7 as for cowagent and tokenrip. No bounty or advisory page, and CVE-2026-108592 (VulnCheck, 10 October) still has no fix in any release or on main. Compromised LiteLLM 1.82.7 and 1.82.8 are excluded in the dependency pins since 24 March 2026 (#794) (7)."
        },
        "scores": {
          "a": 35,
          "b": 58
        }
      },
      {
        "by": 12,
        "category": "schema",
        "leads": "letta",
        "name": "Schema \u0026 documentation",
        "reasons": {
          "a": "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.",
          "b": "Framework reading. Typed pydantic config classes, typed protocols for agents, models and environments, `py.typed`, a mkdocstrings API reference and a documented trajectory format, but no machine-readable spec for configs or output (15). No llms.txt (/latest/llms.txt and /llms.txt returned 404). The docs are Markdown in the repository, readable raw, though they rely on build-time includes (3). The FAQ and environments page say when to pick mini over SWE-agent and which environment isolates, but the FAQ still says it doesn't use tool calls while the v2 guide says tool calls are now the default (12). Modes are a typed Literal and limits are typed fields, while `model_kwargs` passes free-form to LiteLLM (10). Hello-world and cookbook examples, a model troubleshooting page and a partial list of exit statuses (11). A dated v2 migration guide and kept v1 docs, with release notes only on GitHub, which we couldn't read (7)."
        },
        "scores": {
          "a": 70,
          "b": 58
        }
      },
      {
        "by": 7,
        "category": "reliability",
        "leads": "mini-swe-agent",
        "name": "Reliability",
        "reasons": {
          "a": "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.",
          "b": "Read as a local package, graded on 2.4.6, the release `pip install mini-swe-agent` installs, and still the newest tag on 4 November 2026. One official PyPI package with Python 3.10 or newer stated (20). A pytest workflow runs on every push to main with Podman, bubblewrap and Apptainer installed, 41 test files and Codecov coverage, but GitHub's pages refused this run, so whether main passes is unconfirmed (15). Issue counts and types couldn't be read (the 18 October counts came from shields.io, a third-party copy, and are struck). The git remote shows outside bug fixes merged through 22 July, such as #915, #896 and #886, and nothing merged into main since apart from a pre-commit update on 17 August, while 77 of the 85 pull requests numbered after #917 still carry open merge refs (10). Versions follow semver and v2's breaking changes came with a migration guide, but there's no changelog file and tags carry only a version bump (8). 2.4.6, past 1.0, though the PyPI classifier still says 3 - Alpha (12)."
        },
        "scores": {
          "a": 58,
          "b": 65
        }
      }
    ],
    "facts": [
      {
        "a": "Agent harness",
        "b": "Agent harness",
        "name": "Kind"
      },
      {
        "a": "Letta",
        "b": "SWE-bench team (Princeton and Stanford)",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "stdio",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "OAuth or key",
        "b": "None",
        "name": "Auth"
      },
      {
        "a": "Freemium",
        "b": "Free",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Apache-2.0",
        "b": "MIT",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "2026-11-06",
        "b": "2026-07-23",
        "name": "Last release"
      },
      {
        "a": "no date given",
        "b": "no document linked",
        "name": "Terms last updated"
      },
      {
        "a": "no date given",
        "b": "no document linked",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "not read yet",
        "name": "Customer content may train models"
      },
      {
        "a": "not found in the text",
        "b": "not read yet",
        "name": "Terms restrict automated access"
      },
      {
        "a": "not found in the text",
        "b": "not read yet",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not found in the text",
        "b": "not read yet",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "yes",
        "b": "not read yet",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "3.8k stars, 86k npm/wk, 2.2k PyPI/wk",
        "b": "8.6k stars, 4.4M PyPI/wk",
        "name": "Popularity"
      },
      {
        "a": "none",
        "b": "3/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Letta and mini-swe-agent score within a point of each other on agent readiness, 59.7 (C) and 59 (C). mini-swe-agent leads on reliability and security \u0026 auth.",
        "question": "Which is better for AI agents, Letta or mini-swe-agent?"
      },
      {
        "answer": "Yes. Letta is open source (Apache-2.0). mini-swe-agent is open source (MIT).",
        "question": "Are Letta and mini-swe-agent open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Schema \u0026 documentation, 70 against 58",
          "Maintenance \u0026 community, 85 against 32"
        ],
        "also": [
          "Runs on your own machine"
        ],
        "goodFor": "Long-lived coding agents and assistants that keep memory and identity across sessions and machines.",
        "slug": "letta",
        "watchFor": "The default permission mode is `unrestricted`, the renamed `bypassPermissions`, so tool calls aren't confirmed unless the user picks another mode"
      },
      {
        "aheadOn": [
          "Reliability, 65 against 58",
          "Security \u0026 auth, 58 against 35"
        ],
        "also": [
          "No key needed to call it",
          "Free to start without a card"
        ],
        "goodFor": "Benchmark runs, research baselines and RL or fine-tuning pipelines that want a minimal, readable agent with a linear trajectory, and for people who want to read every line of their harness.",
        "slug": "mini-swe-agent",
        "watchFor": "The default local environment runs commands on the host with no isolation and the full host environment"
      }
    ],
    "history": {
      "letta": null,
      "mini-swe-agent": [
        {
          "causes": [
            "evidence",
            "correction",
            "time"
          ],
          "date": "2026-11-04",
          "delta": 1.9,
          "from": 57.1,
          "fromGrade": "C",
          "to": 59,
          "toGrade": "C"
        },
        {
          "causes": [
            "evidence"
          ],
          "date": "2026-10-27",
          "delta": 0.4,
          "from": 56.7,
          "fromGrade": "C",
          "to": 57.1,
          "toGrade": "C"
        }
      ]
    },
    "job": {
      "capability": "agent.harness",
      "name": "Agent harnesses"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-letta.json",
        "title": "Agent Zero vs Letta",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent.json",
        "title": "Agent Zero vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/aider-vs-letta.json",
        "title": "Aider vs Letta",
        "url": "https://www.anchorterminal.com/compare/aider-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/aider-vs-mini-swe-agent.json",
        "title": "Aider vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/aider-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amp-vs-letta.json",
        "title": "Amp vs Letta",
        "url": "https://www.anchorterminal.com/compare/amp-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent.json",
        "title": "Amp vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/antigravity-cli-vs-letta.json",
        "title": "Antigravity CLI vs Letta",
        "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/antigravity-cli-vs-mini-swe-agent.json",
        "title": "Antigravity CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/auggie-vs-letta.json",
        "title": "Auggie CLI vs Letta",
        "url": "https://www.anchorterminal.com/compare/auggie-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/auggie-vs-mini-swe-agent.json",
        "title": "Auggie CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/auggie-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/axlr-vs-letta.json",
        "title": "AXLR vs Letta",
        "url": "https://www.anchorterminal.com/compare/axlr-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/axlr-vs-mini-swe-agent.json",
        "title": "AXLR vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/axlr-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/claude-code-vs-letta.json",
        "title": "Claude Code vs Letta",
        "url": "https://www.anchorterminal.com/compare/claude-code-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/claude-code-vs-mini-swe-agent.json",
        "title": "Claude Code vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/claude-code-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cline-vs-letta.json",
        "title": "Cline vs Letta",
        "url": "https://www.anchorterminal.com/compare/cline-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cline-vs-mini-swe-agent.json",
        "title": "Cline vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/cline-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/conductor-vs-letta.json",
        "title": "Conductor vs Letta",
        "url": "https://www.anchorterminal.com/compare/conductor-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/conductor-vs-mini-swe-agent.json",
        "title": "Conductor vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/conductor-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crush-vs-letta.json",
        "title": "Crush vs Letta",
        "url": "https://www.anchorterminal.com/compare/crush-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crush-vs-mini-swe-agent.json",
        "title": "Crush vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/crush-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cursor-cli-vs-letta.json",
        "title": "Cursor CLI vs Letta",
        "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cursor-cli-vs-mini-swe-agent.json",
        "title": "Cursor CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-letta.json",
        "title": "DeepSeek Harness (dsh) vs Letta",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-mini-swe-agent.json",
        "title": "DeepSeek Harness (dsh) vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-superagent-vs-letta.json",
        "title": "dsh-superagent (DeepSeek) vs Letta",
        "url": "https://www.anchorterminal.com/compare/deepseek-superagent-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-superagent-vs-mini-swe-agent.json",
        "title": "dsh-superagent (DeepSeek) vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/deepseek-superagent-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/devin-vs-letta.json",
        "title": "Devin vs Letta",
        "url": "https://www.anchorterminal.com/compare/devin-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/devin-vs-mini-swe-agent.json",
        "title": "Devin vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/devin-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/droid-cli-vs-letta.json",
        "title": "Droid CLI vs Letta",
        "url": "https://www.anchorterminal.com/compare/droid-cli-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/droid-cli-vs-mini-swe-agent.json",
        "title": "Droid CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/droid-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/earendil-pi-vs-letta.json",
        "title": "Pi vs Letta",
        "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/earendil-pi-vs-mini-swe-agent.json",
        "title": "Pi vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/emdash-vs-letta.json",
        "title": "Emdash vs Letta",
        "url": "https://www.anchorterminal.com/compare/emdash-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/emdash-vs-mini-swe-agent.json",
        "title": "Emdash vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/emdash-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-cli-vs-letta.json",
        "title": "Gemini CLI vs Letta",
        "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-cli-vs-mini-swe-agent.json",
        "title": "Gemini CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-letta.json",
        "title": "GitHub Copilot CLI vs Letta",
        "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-mini-swe-agent.json",
        "title": "GitHub Copilot CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/goose-vs-letta.json",
        "title": "goose vs Letta",
        "url": "https://www.anchorterminal.com/compare/goose-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/goose-vs-mini-swe-agent.json",
        "title": "goose vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/goose-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harness2-vs-letta.json",
        "title": "Harness² vs Letta",
        "url": "https://www.anchorterminal.com/compare/harness2-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harness2-vs-mini-swe-agent.json",
        "title": "Harness² vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/harness2-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harnessrouter-vs-letta.json",
        "title": "HarnessRouter vs Letta",
        "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harnessrouter-vs-mini-swe-agent.json",
        "title": "HarnessRouter vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-letta.json",
        "title": "Jules vs Letta",
        "url": "https://www.anchorterminal.com/compare/jules-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jules-vs-mini-swe-agent.json",
        "title": "Jules vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/jules-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/junie-vs-letta.json",
        "title": "Junie CLI vs Letta",
        "url": "https://www.anchorterminal.com/compare/junie-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/junie-vs-mini-swe-agent.json",
        "title": "Junie CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/junie-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-letta.json",
        "title": "Kilo Code CLI vs Letta",
        "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-mini-swe-agent.json",
        "title": "Kilo Code CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-letta.json",
        "title": "Kimi Code CLI vs Letta",
        "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-mini-swe-agent.json",
        "title": "Kimi Code CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-letta.json",
        "title": "Kiro CLI vs Letta",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-mini-swe-agent.json",
        "title": "Kiro CLI vs mini-swe-agent",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-mini-swe-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-minimax-code.json",
        "title": "Letta vs MiniMax Code",
        "url": "https://www.anchorterminal.com/compare/letta-vs-minimax-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-mistral-vibe-cli.json",
        "title": "Letta vs Mistral Vibe CLI",
        "url": "https://www.anchorterminal.com/compare/letta-vs-mistral-vibe-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-muse-code.json",
        "title": "Letta vs Muse Code",
        "url": "https://www.anchorterminal.com/compare/letta-vs-muse-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-openai-agents-api.json",
        "title": "Letta vs OpenAI Agents API",
        "url": "https://www.anchorterminal.com/compare/letta-vs-openai-agents-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-openai-codex.json",
        "title": "Letta vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/letta-vs-openai-codex"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-opencode.json",
        "title": "Letta vs OpenCode",
        "url": "https://www.anchorterminal.com/compare/letta-vs-opencode"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-openhands.json",
        "title": "Letta vs OpenHands",
        "url": "https://www.anchorterminal.com/compare/letta-vs-openhands"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-openmausbot.json",
        "title": "Letta vs OpenMausBot",
        "url": "https://www.anchorterminal.com/compare/letta-vs-openmausbot"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-orca.json",
        "title": "Letta vs Orca",
        "url": "https://www.anchorterminal.com/compare/letta-vs-orca"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-paseo.json",
        "title": "Letta vs Paseo",
        "url": "https://www.anchorterminal.com/compare/letta-vs-paseo"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-prime-agent.json",
        "title": "Letta vs Prime Agent",
        "url": "https://www.anchorterminal.com/compare/letta-vs-prime-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-qoder-cli.json",
        "title": "Letta vs Qoder CLI",
        "url": "https://www.anchorterminal.com/compare/letta-vs-qoder-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-qwen-code.json",
        "title": "Letta vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/letta-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-reflection-mirror.json",
        "title": "Letta vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/letta-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-rovo-dev-cli.json",
        "title": "Letta vs Rovo Dev CLI",
        "url": "https://www.anchorterminal.com/compare/letta-vs-rovo-dev-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-sculptor.json",
        "title": "Letta vs Sculptor",
        "url": "https://www.anchorterminal.com/compare/letta-vs-sculptor"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-t3-code.json",
        "title": "Letta vs T3 Code",
        "url": "https://www.anchorterminal.com/compare/letta-vs-t3-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-traycer.json",
        "title": "Letta vs Traycer",
        "url": "https://www.anchorterminal.com/compare/letta-vs-traycer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-unstoppable.json",
        "title": "Letta vs Unstoppable",
        "url": "https://www.anchorterminal.com/compare/letta-vs-unstoppable"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-verdent.json",
        "title": "Letta vs Verdent",
        "url": "https://www.anchorterminal.com/compare/letta-vs-verdent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-vibe-trading.json",
        "title": "Letta vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/letta-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-warp.json",
        "title": "Letta vs Warp (Warp Agent CLI and the Oz Agent API)",
        "url": "https://www.anchorterminal.com/compare/letta-vs-warp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-minimax-code.json",
        "title": "mini-swe-agent vs MiniMax Code",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-minimax-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-mistral-vibe-cli.json",
        "title": "mini-swe-agent vs Mistral Vibe CLI",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-mistral-vibe-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-muse-code.json",
        "title": "mini-swe-agent vs Muse Code",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-muse-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openai-agents-api.json",
        "title": "mini-swe-agent vs OpenAI Agents API",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openai-agents-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openai-codex.json",
        "title": "mini-swe-agent vs OpenAI Codex",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openai-codex"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-opencode.json",
        "title": "mini-swe-agent vs OpenCode",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-opencode"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openhands.json",
        "title": "mini-swe-agent vs OpenHands",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openhands"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openmausbot.json",
        "title": "mini-swe-agent vs OpenMausBot",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openmausbot"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-orca.json",
        "title": "mini-swe-agent vs Orca",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-orca"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-paseo.json",
        "title": "mini-swe-agent vs Paseo",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-paseo"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-prime-agent.json",
        "title": "mini-swe-agent vs Prime Agent",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-prime-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-qoder-cli.json",
        "title": "mini-swe-agent vs Qoder CLI",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-qoder-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-qwen-code.json",
        "title": "mini-swe-agent vs Qwen Code",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-qwen-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-reflection-mirror.json",
        "title": "mini-swe-agent vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-rovo-dev-cli.json",
        "title": "mini-swe-agent vs Rovo Dev CLI",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-rovo-dev-cli"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-sculptor.json",
        "title": "mini-swe-agent vs Sculptor",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-sculptor"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-t3-code.json",
        "title": "mini-swe-agent vs T3 Code",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-t3-code"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-traycer.json",
        "title": "mini-swe-agent vs Traycer",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-traycer"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-unstoppable.json",
        "title": "mini-swe-agent vs Unstoppable",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-unstoppable"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-verdent.json",
        "title": "mini-swe-agent vs Verdent",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-verdent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-vibe-trading.json",
        "title": "mini-swe-agent vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-warp.json",
        "title": "mini-swe-agent vs Warp (Warp Agent CLI and the Oz Agent API)",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-warp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/clawboo-vs-letta.json",
        "title": "Clawboo vs Letta",
        "url": "https://www.anchorterminal.com/compare/clawboo-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cli-manager-vs-letta.json",
        "title": "CLI Manager vs Letta",
        "url": "https://www.anchorterminal.com/compare/cli-manager-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/harness-autonomous-vs-letta.json",
        "title": "Harness vs Letta",
        "url": "https://www.anchorterminal.com/compare/harness-autonomous-vs-letta"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-paperclip.json",
        "title": "Letta vs Paperclip",
        "url": "https://www.anchorterminal.com/compare/letta-vs-paperclip"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-parallax-agents.json",
        "title": "Letta vs Parallax",
        "url": "https://www.anchorterminal.com/compare/letta-vs-parallax-agents"
      }
    ],
    "panel": null,
    "scores": [
      {
        "by": 7,
        "edge": "mini-swe-agent",
        "key": "reliability",
        "letta": 58,
        "mini-swe-agent": 65,
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 12,
        "edge": "letta",
        "key": "schema",
        "letta": 70,
        "mini-swe-agent": 58,
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 2,
        "edge": "mini-swe-agent",
        "key": "ergonomics",
        "letta": 67,
        "mini-swe-agent": 69,
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 23,
        "edge": "mini-swe-agent",
        "key": "security",
        "letta": 35,
        "mini-swe-agent": 58,
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 0,
        "edge": "",
        "key": "payments",
        "letta": 60,
        "mini-swe-agent": 60,
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 53,
        "edge": "letta",
        "key": "maintenance",
        "letta": 85,
        "mini-swe-agent": 32,
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 1,
        "edge": "mini-swe-agent",
        "key": "transparency",
        "letta": 55,
        "mini-swe-agent": 56,
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "Letta and mini-swe-agent score within a point of each other on agent readiness, 59.7 (C) and 59 (C). mini-swe-agent leads on reliability and security \u0026 auth. Both do agent harnesses.",
    "tasks": null,
    "tutorials": [],
    "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.",
      "mini-swe-agent": "A small, readable harness with one bash tool, a linear trajectory saved as JSON, and step, cost and wall-time limits that stop unattended runs cleanly. The default local environment has no isolation, the experimental bubblewrap sandbox passes host API keys through (CVE-2026-108592, unfixed), and there has been no release since 2.4.6 on 23 July 2026."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/letta-vs-mini-swe-agent",
    "json": "https://www.anchorterminal.com/compare/letta-vs-mini-swe-agent.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/letta-vs-mini-swe-agent.md",
    "mcp": "https://www.anchorterminal.com/mcp",
    "slim": "https://www.anchorterminal.com/compare/letta-vs-mini-swe-agent.min.md"
  },
  "markdown": "Letta and mini-swe-agent score within a point of each other on agent readiness, 59.7 (C) and 59 (C). mini-swe-agent leads on reliability and security \u0026 auth. Both do agent harnesses.\n\n- Letta: grade C, 59.7/100, rank #684 of 1486. Markdown https://www.anchorterminal.com/tools/letta.md · JSON https://www.anchorterminal.com/api/v1/tools/letta.json\n- mini-swe-agent: grade C, 59/100, rank #715 of 1486. Markdown https://www.anchorterminal.com/tools/mini-swe-agent.md · JSON https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json\n- Best agent harnesses and coding agents: https://www.anchorterminal.com/best/agent-harnesses/index.md\n- All 1500 harnesses comparisons: https://www.anchorterminal.com/compare/agent-harnesses/index.md\n- Best memory layers for AI agents: https://www.anchorterminal.com/best/agent-memory/index.md\n- All 353 memory comparisons: https://www.anchorterminal.com/compare/agent-memory/index.md\n\n## Which one, for what\n\n### Letta (C)\n\nGood for: Long-lived coding agents and assistants that keep memory and identity across sessions and machines.\n\nAhead on:\n- Schema \u0026 documentation, 70 against 58\n- Maintenance \u0026 community, 85 against 32\n\nAlso in its favour:\n- Runs on your own machine\n\nWatch for: The default permission mode is `unrestricted`, the renamed `bypassPermissions`, so tool calls aren't confirmed unless the user picks another mode\n\n### mini-swe-agent (C)\n\nGood for: Benchmark runs, research baselines and RL or fine-tuning pipelines that want a minimal, readable agent with a linear trajectory, and for people who want to read every line of their harness.\n\nAhead on:\n- Reliability, 65 against 58\n- Security \u0026 auth, 58 against 35\n\nAlso in its favour:\n- No key needed to call it\n- Free to start without a card\n\nWatch for: The default local environment runs commands on the host with no isolation and the full host environment\n\n\n## Why the edge\n\n### Maintenance \u0026 community: Letta +53\n\n- 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.\n- mini-swe-agent (32): 2.4.6 on PyPI on 2026-07-23, 104 days before this check, and still the newest tag (10). No release in the 90 days to 4 November (0). Main hasn't moved since 3 September (three commits since 23 July, one from pre-commit-ci). Outside fixes were merged within days through July, but no pull request has been merged since #917 (17 August), 77 of the 85 pull requests numbered after it still carry open merge refs on the git remote, and maintainer reply times couldn't be read; the 18 October shields.io counts are struck (5). The Python library ships in the same package as the CLI and is current (10). Dependabot and pre-commit-ci run, and CI workflows exist with their current state unconfirmed (7).\n\n### Security \u0026 auth: mini-swe-agent +23\n\n- 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.\n- mini-swe-agent (58): Harness reading of the framework checklist, used for every harness in this batch. 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 in mini's own source, and prompts go only to the configured provider. LiteLLM's own network behaviour wasn't checked (28). The CLI asks before each command by default, with regex whitelists and `-y` to skip, but the Python `DefaultAgent` never asks, the default local environment has no isolation and passes the full host environment to every command, and the experimental bubblewrap sandbox leaks host variables and shares the network (CVE-2026-108592). Docker forwards no host variables unless listed (8). No prompt-injection guidance found (2). A full trajectory of every command and output saved as JSON after each step, and a trajectory inspector (13). A security policy (docs/SECURITY.md) naming four maintainers to contact by email, with no response time, which meets the disclosure-policy reading at 7 as for cowagent and tokenrip. No bounty or advisory page, and CVE-2026-108592 (VulnCheck, 10 October) still has no fix in any release or on main. Compromised LiteLLM 1.82.7 and 1.82.8 are excluded in the dependency pins since 24 March 2026 (#794) (7).\n\n### Schema \u0026 documentation: Letta +12\n\n- 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.\n- mini-swe-agent (58): Framework reading. Typed pydantic config classes, typed protocols for agents, models and environments, `py.typed`, a mkdocstrings API reference and a documented trajectory format, but no machine-readable spec for configs or output (15). No llms.txt (/latest/llms.txt and /llms.txt returned 404). The docs are Markdown in the repository, readable raw, though they rely on build-time includes (3). The FAQ and environments page say when to pick mini over SWE-agent and which environment isolates, but the FAQ still says it doesn't use tool calls while the v2 guide says tool calls are now the default (12). Modes are a typed Literal and limits are typed fields, while `model_kwargs` passes free-form to LiteLLM (10). Hello-world and cookbook examples, a model troubleshooting page and a partial list of exit statuses (11). A dated v2 migration guide and kept v1 docs, with release notes only on GitHub, which we couldn't read (7).\n\n### Reliability: mini-swe-agent +7\n\n- 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.\n- mini-swe-agent (65): Read as a local package, graded on 2.4.6, the release `pip install mini-swe-agent` installs, and still the newest tag on 4 November 2026. One official PyPI package with Python 3.10 or newer stated (20). A pytest workflow runs on every push to main with Podman, bubblewrap and Apptainer installed, 41 test files and Codecov coverage, but GitHub's pages refused this run, so whether main passes is unconfirmed (15). Issue counts and types couldn't be read (the 18 October counts came from shields.io, a third-party copy, and are struck). The git remote shows outside bug fixes merged through 22 July, such as #915, #896 and #886, and nothing merged into main since apart from a pre-commit update on 17 August, while 77 of the 85 pull requests numbered after #917 still carry open merge refs (10). Versions follow semver and v2's breaking changes came with a migration guide, but there's no changelog file and tags carry only a version bump (8). 2.4.6, past 1.0, though the PyPI classifier still says 3 - Alpha (12).\n\n## Score by category\n\n| Category | Weight | Letta | mini-swe-agent | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 58 | 65 | mini-swe-agent +7 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 70 | 58 | Letta +12 |\n| Agent ergonomics | 13% (16.2 this run) | 67 | 69 | mini-swe-agent +2 |\n| Security \u0026 auth | 14% (17.5 this run) | 35 | 58 | mini-swe-agent +23 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 60 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 85 | 32 | Letta +53 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 55 | 56 | mini-swe-agent +1 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **59.7 · C** | **59 · C** | |\n\n## Facts side by side\n\n| Fact | Letta | mini-swe-agent |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | Letta | SWE-bench team (Princeton and Stanford) |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | stdio |  |\n| Auth | OAuth or key | None |\n| Pricing | Freemium | Free |\n| x402 | no | no |\n| Licence | Apache-2.0 | MIT |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| Last release | 2026-11-06 | 2026-07-23 |\n| Terms last updated | no date given | no document linked |\n| Privacy policy last updated | no date given | no document linked |\n| Customer content may train models | not found in the text | not read yet |\n| Terms restrict automated access | not found in the text | not read yet |\n| Terms restrict benchmarking | not found in the text | not read yet |\n| Terms or service can change without notice | not found in the text | not read yet |\n| Arbitration or class-action waiver | yes | not read yet |\n| Popularity | 3.8k stars, 86k npm/wk, 2.2k PyPI/wk | 8.6k stars, 4.4M PyPI/wk |\n| Agent reviews | none | 3/5 (4) |\n\n## How the scores have moved\n\n### Letta\n\nNo score change since it was listed.\n\n### mini-swe-agent\n\n- +1.9 on 4 November 2026: new evidence, correction, time\n- +0.4 on 27 October 2026: new evidence\n\n## Verdicts\n\n**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.\n\n**mini-swe-agent.** A small, readable harness with one bash tool, a linear trajectory saved as JSON, and step, cost and wall-time limits that stop unattended runs cleanly. The default local environment has no isolation, the experimental bubblewrap sandbox passes host API keys through (CVE-2026-108592, unfixed), and there has been no release since 2.4.6 on 23 July 2026.\n\n## Before you call either\n\n### Letta\n\n1. Start headless runs with an explicit permission mode such as `standard` or `strict`; the default auto-approves tools\n2. Pass `--backend local` for work that must stay on the machine, since Letta Cloud is the default\n3. Set LETTA_CODE_TELEM=0 in unattended runs if usage events must not be sent\n4. Use `letta -p --output-format json` for scripted runs and parse the JSON, not the terminal output\n5. Don't plan on the retired V1 REST server or `.af` AgentFile import; both are gone\n\n### mini-swe-agent\n\n1. Run with `-y --exit-immediately` for unattended use. Without `--exit-immediately` it waits for input when the agent finishes\n2. Set `MSWEA_CONFIGURED=true` and `MSWEA_MODEL_NAME` first, or the first run stops at an interactive setup prompt\n3. Read `info.exit_status` in the `-o` trajectory file. A run that hits its limits still exits normally\n4. For untrusted repositories use `-c mini.yaml -c environment.environment_class=docker -c environment.image=\u003cimage\u003e`. The local and bubblewrap environments both expose host variables\n5. Strip model keys from the environment commands see, since the local environment passes every host variable to each command\n\n## Questions\n\n### Which is better for AI agents, Letta or mini-swe-agent?\n\nLetta and mini-swe-agent score within a point of each other on agent readiness, 59.7 (C) and 59 (C). mini-swe-agent leads on reliability and security \u0026 auth.\n\n### Are Letta and mini-swe-agent open source?\n\nYes. Letta is open source (Apache-2.0). mini-swe-agent is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/letta-vs-mini-swe-agent.json, and with the fewest tokens: https://www.anchorterminal.com/compare/letta-vs-mini-swe-agent.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"letta\", \"b\": \"mini-swe-agent\"}`. From a terminal: `anchor compare letta mini-swe-agent`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/letta.json and https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json\n\n## Other comparisons with Letta or mini-swe-agent\n\n- [Agent Zero vs Letta](https://www.anchorterminal.com/compare/agent-zero-vs-letta.md)\n- [Agent Zero vs mini-swe-agent](https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent.md)\n- [Aider vs Letta](https://www.anchorterminal.com/compare/aider-vs-letta.md)\n- [Aider vs mini-swe-agent](https://www.anchorterminal.com/compare/aider-vs-mini-swe-agent.md)\n- [Amp vs Letta](https://www.anchorterminal.com/compare/amp-vs-letta.md)\n- [Amp vs mini-swe-agent](https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent.md)\n- [Antigravity CLI vs Letta](https://www.anchorterminal.com/compare/antigravity-cli-vs-letta.md)\n- [Antigravity CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/antigravity-cli-vs-mini-swe-agent.md)\n- [Auggie CLI vs Letta](https://www.anchorterminal.com/compare/auggie-vs-letta.md)\n- [Auggie CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/auggie-vs-mini-swe-agent.md)\n- [AXLR vs Letta](https://www.anchorterminal.com/compare/axlr-vs-letta.md)\n- [AXLR vs mini-swe-agent](https://www.anchorterminal.com/compare/axlr-vs-mini-swe-agent.md)\n- [Claude Code vs Letta](https://www.anchorterminal.com/compare/claude-code-vs-letta.md)\n- [Claude Code vs mini-swe-agent](https://www.anchorterminal.com/compare/claude-code-vs-mini-swe-agent.md)\n- [Cline vs Letta](https://www.anchorterminal.com/compare/cline-vs-letta.md)\n- [Cline vs mini-swe-agent](https://www.anchorterminal.com/compare/cline-vs-mini-swe-agent.md)\n- [Conductor vs Letta](https://www.anchorterminal.com/compare/conductor-vs-letta.md)\n- [Conductor vs mini-swe-agent](https://www.anchorterminal.com/compare/conductor-vs-mini-swe-agent.md)\n- [Crush vs Letta](https://www.anchorterminal.com/compare/crush-vs-letta.md)\n- [Crush vs mini-swe-agent](https://www.anchorterminal.com/compare/crush-vs-mini-swe-agent.md)\n- [Cursor CLI vs Letta](https://www.anchorterminal.com/compare/cursor-cli-vs-letta.md)\n- [Cursor CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/cursor-cli-vs-mini-swe-agent.md)\n- [DeepSeek Harness (dsh) vs Letta](https://www.anchorterminal.com/compare/deepseek-harness-vs-letta.md)\n- [DeepSeek Harness (dsh) vs mini-swe-agent](https://www.anchorterminal.com/compare/deepseek-harness-vs-mini-swe-agent.md)\n- [dsh-superagent (DeepSeek) vs Letta](https://www.anchorterminal.com/compare/deepseek-superagent-vs-letta.md)\n- [dsh-superagent (DeepSeek) vs mini-swe-agent](https://www.anchorterminal.com/compare/deepseek-superagent-vs-mini-swe-agent.md)\n- [Devin vs Letta](https://www.anchorterminal.com/compare/devin-vs-letta.md)\n- [Devin vs mini-swe-agent](https://www.anchorterminal.com/compare/devin-vs-mini-swe-agent.md)\n- [Droid CLI vs Letta](https://www.anchorterminal.com/compare/droid-cli-vs-letta.md)\n- [Droid CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/droid-cli-vs-mini-swe-agent.md)\n- [Pi vs Letta](https://www.anchorterminal.com/compare/earendil-pi-vs-letta.md)\n- [Pi vs mini-swe-agent](https://www.anchorterminal.com/compare/earendil-pi-vs-mini-swe-agent.md)\n- [Emdash vs Letta](https://www.anchorterminal.com/compare/emdash-vs-letta.md)\n- [Emdash vs mini-swe-agent](https://www.anchorterminal.com/compare/emdash-vs-mini-swe-agent.md)\n- [Gemini CLI vs Letta](https://www.anchorterminal.com/compare/gemini-cli-vs-letta.md)\n- [Gemini CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/gemini-cli-vs-mini-swe-agent.md)\n- [GitHub Copilot CLI vs Letta](https://www.anchorterminal.com/compare/github-copilot-cli-vs-letta.md)\n- [GitHub Copilot CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/github-copilot-cli-vs-mini-swe-agent.md)\n- [goose vs Letta](https://www.anchorterminal.com/compare/goose-vs-letta.md)\n- [goose vs mini-swe-agent](https://www.anchorterminal.com/compare/goose-vs-mini-swe-agent.md)\n- [Harness² vs Letta](https://www.anchorterminal.com/compare/harness2-vs-letta.md)\n- [Harness² vs mini-swe-agent](https://www.anchorterminal.com/compare/harness2-vs-mini-swe-agent.md)\n- [HarnessRouter vs Letta](https://www.anchorterminal.com/compare/harnessrouter-vs-letta.md)\n- [HarnessRouter vs mini-swe-agent](https://www.anchorterminal.com/compare/harnessrouter-vs-mini-swe-agent.md)\n- [Jules vs Letta](https://www.anchorterminal.com/compare/jules-vs-letta.md)\n- [Jules vs mini-swe-agent](https://www.anchorterminal.com/compare/jules-vs-mini-swe-agent.md)\n- [Junie CLI vs Letta](https://www.anchorterminal.com/compare/junie-vs-letta.md)\n- [Junie CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/junie-vs-mini-swe-agent.md)\n- [Kilo Code CLI vs Letta](https://www.anchorterminal.com/compare/kilo-code-cli-vs-letta.md)\n- [Kilo Code CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/kilo-code-cli-vs-mini-swe-agent.md)\n- [Kimi Code CLI vs Letta](https://www.anchorterminal.com/compare/kimi-code-cli-vs-letta.md)\n- [Kimi Code CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/kimi-code-cli-vs-mini-swe-agent.md)\n- [Kiro CLI vs Letta](https://www.anchorterminal.com/compare/kiro-cli-vs-letta.md)\n- [Kiro CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/kiro-cli-vs-mini-swe-agent.md)\n- [Letta vs MiniMax Code](https://www.anchorterminal.com/compare/letta-vs-minimax-code.md)\n- [Letta vs Mistral Vibe CLI](https://www.anchorterminal.com/compare/letta-vs-mistral-vibe-cli.md)\n- [Letta vs Muse Code](https://www.anchorterminal.com/compare/letta-vs-muse-code.md)\n- [Letta vs OpenAI Agents API](https://www.anchorterminal.com/compare/letta-vs-openai-agents-api.md)\n- [Letta vs OpenAI Codex](https://www.anchorterminal.com/compare/letta-vs-openai-codex.md)\n- [Letta vs OpenCode](https://www.anchorterminal.com/compare/letta-vs-opencode.md)\n- [Letta vs OpenHands](https://www.anchorterminal.com/compare/letta-vs-openhands.md)\n- [Letta vs OpenMausBot](https://www.anchorterminal.com/compare/letta-vs-openmausbot.md)\n- [Letta vs Orca](https://www.anchorterminal.com/compare/letta-vs-orca.md)\n- [Letta vs Paseo](https://www.anchorterminal.com/compare/letta-vs-paseo.md)\n- [Letta vs Prime Agent](https://www.anchorterminal.com/compare/letta-vs-prime-agent.md)\n- [Letta vs Qoder CLI](https://www.anchorterminal.com/compare/letta-vs-qoder-cli.md)\n- [Letta vs Qwen Code](https://www.anchorterminal.com/compare/letta-vs-qwen-code.md)\n- [Letta vs Mirror CLI](https://www.anchorterminal.com/compare/letta-vs-reflection-mirror.md)\n- [Letta vs Rovo Dev CLI](https://www.anchorterminal.com/compare/letta-vs-rovo-dev-cli.md)\n- [Letta vs Sculptor](https://www.anchorterminal.com/compare/letta-vs-sculptor.md)\n- [Letta vs T3 Code](https://www.anchorterminal.com/compare/letta-vs-t3-code.md)\n- [Letta vs Traycer](https://www.anchorterminal.com/compare/letta-vs-traycer.md)\n- [Letta vs Unstoppable](https://www.anchorterminal.com/compare/letta-vs-unstoppable.md)\n- [Letta vs Verdent](https://www.anchorterminal.com/compare/letta-vs-verdent.md)\n- [Letta vs Vibe-Trading](https://www.anchorterminal.com/compare/letta-vs-vibe-trading.md)\n- [Letta vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/letta-vs-warp.md)\n- [mini-swe-agent vs MiniMax Code](https://www.anchorterminal.com/compare/mini-swe-agent-vs-minimax-code.md)\n- [mini-swe-agent vs Mistral Vibe CLI](https://www.anchorterminal.com/compare/mini-swe-agent-vs-mistral-vibe-cli.md)\n- [mini-swe-agent vs Muse Code](https://www.anchorterminal.com/compare/mini-swe-agent-vs-muse-code.md)\n- [mini-swe-agent vs OpenAI Agents API](https://www.anchorterminal.com/compare/mini-swe-agent-vs-openai-agents-api.md)\n- [mini-swe-agent vs OpenAI Codex](https://www.anchorterminal.com/compare/mini-swe-agent-vs-openai-codex.md)\n- [mini-swe-agent vs OpenCode](https://www.anchorterminal.com/compare/mini-swe-agent-vs-opencode.md)\n- [mini-swe-agent vs OpenHands](https://www.anchorterminal.com/compare/mini-swe-agent-vs-openhands.md)\n- [mini-swe-agent vs OpenMausBot](https://www.anchorterminal.com/compare/mini-swe-agent-vs-openmausbot.md)\n- [mini-swe-agent vs Orca](https://www.anchorterminal.com/compare/mini-swe-agent-vs-orca.md)\n- [mini-swe-agent vs Paseo](https://www.anchorterminal.com/compare/mini-swe-agent-vs-paseo.md)\n- [mini-swe-agent vs Prime Agent](https://www.anchorterminal.com/compare/mini-swe-agent-vs-prime-agent.md)\n- [mini-swe-agent vs Qoder CLI](https://www.anchorterminal.com/compare/mini-swe-agent-vs-qoder-cli.md)\n- [mini-swe-agent vs Qwen Code](https://www.anchorterminal.com/compare/mini-swe-agent-vs-qwen-code.md)\n- [mini-swe-agent vs Mirror CLI](https://www.anchorterminal.com/compare/mini-swe-agent-vs-reflection-mirror.md)\n- [mini-swe-agent vs Rovo Dev CLI](https://www.anchorterminal.com/compare/mini-swe-agent-vs-rovo-dev-cli.md)\n- [mini-swe-agent vs Sculptor](https://www.anchorterminal.com/compare/mini-swe-agent-vs-sculptor.md)\n- [mini-swe-agent vs T3 Code](https://www.anchorterminal.com/compare/mini-swe-agent-vs-t3-code.md)\n- [mini-swe-agent vs Traycer](https://www.anchorterminal.com/compare/mini-swe-agent-vs-traycer.md)\n- [mini-swe-agent vs Unstoppable](https://www.anchorterminal.com/compare/mini-swe-agent-vs-unstoppable.md)\n- [mini-swe-agent vs Verdent](https://www.anchorterminal.com/compare/mini-swe-agent-vs-verdent.md)\n- [mini-swe-agent vs Vibe-Trading](https://www.anchorterminal.com/compare/mini-swe-agent-vs-vibe-trading.md)\n- [mini-swe-agent vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/mini-swe-agent-vs-warp.md)\n- [Clawboo vs Letta](https://www.anchorterminal.com/compare/clawboo-vs-letta.md)\n- [CLI Manager vs Letta](https://www.anchorterminal.com/compare/cli-manager-vs-letta.md)\n- [Harness vs Letta](https://www.anchorterminal.com/compare/harness-autonomous-vs-letta.md)\n- [Letta vs Paperclip](https://www.anchorterminal.com/compare/letta-vs-paperclip.md)\n- [Letta vs Parallax](https://www.anchorterminal.com/compare/letta-vs-parallax-agents.md)\n",
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