{ "data": { "a": { "slug": "guilds-run", "name": "guilds.run", "vendor": "Cigale AI", "vendorUrl": "https://guilds.run", "kind": "framework", "category": "frameworks", "summary": "Open-source, self-hosted system from Cigale AI for standing teams of AI agents, each with its own role, model and tools. A guild shares chat, notes and tables, and every run keeps the prompt, tool calls and memory changes.", "url": "https://www.anchorterminal.com/tools/guilds-run", "markdownUrl": "https://www.anchorterminal.com/tools/guilds-run.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/guilds-run.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/guilds-run.json", "dns": "guilds-run.grade.anchorterminal.com", "repo": "https://github.com/CigaleAI/guilds", "license": "AGPL-3.0-only", "transports": [], "packages": [], "auth": "api-key", "authNotes": "The box has no model key of its own. Each organisation pastes a key for OpenAI, OpenRouter, xAI, DeepInfra or Kimi Code, or points at a local OpenAI-compatible endpoint, and the key is sent only to that provider. The web app on 127.0.0.1:8080 has no login by default; whoever reaches the port is the operator. AUTH_MODE=trusted-header takes identity from an authenticating proxy with a shared secret.", "pricing": "free", "pricingNotes": "Free under AGPL-3.0 to run yourself, with model usage billed by your own provider and no spend cap set by guilds.run. A hosted edition from $19 a month is listed as coming soon and not available on 14 October 2026 (https://www.guilds.run/pricing).", "priceSummary": "Free · OSS", "where": "library", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the repository, the docs or on guilds.run (checked 2026-10-14).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 57, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-14" }, "docsUrl": "https://docs.guilds.run/", "capabilities": [ "agent.framework", "agent.multi-agent", "agent.mcp-client", "agent.durable" ], "tags": [ "framework", "open-source", "self-hosted", "local", "docker", "typescript", "free", "no-card", "pre-1.0" ], "graded": true, "anchor": { "graded": true, "score": 53.4, "grade": "D", "agentReady": false, "rank": 945, "ranked": true, "rankOf": 1486, "categoryRank": 20, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 67, "maintenance": 21, "payments": 60, "reliability": 43, "schema": 58, "security": 68, "transparency": 60 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-11-04" }, "negative": -2, "negativeNotes": [ "2026-10-14, still live on 2026-11-04. The home page says each agent has its own computer, and its script example reads sandboxed in scout's workspace. Since the change of 13 October 2026 (pull request #8, per-org machines), agents are placed on shared machines, and the vendor's own register (SEC-24, open and accepted) and machines page say agents on one machine can read each other's homes, git tokens, browser sessions and running commands' environments. The footer also links to terms and privacy pages that return 404. The docs state the shared-machine risk plainly, so 2 points. https://www.guilds.run/ and https://github.com/CigaleAI/guilds/blob/main/docs/architecture/security-register.md" ], "verdict": "A self-hosted multi-agent system that records each run's prompt, tool calls and memory changes, with per-agent models and tools and no telemetry by default. It has no tagged release, version or package, so users track main, its own security register lists 28 open issues of 58, and the site's terms and privacy links return 404.", "bestFor": "A person or small team that wants a standing, inspectable team of agents with schedules, shared tables and a web app, run on one machine, and is comfortable tracking main.", "strengths": [ "Every run stores the prompt the model saw, each tool call and result, and versioned memory with the author of each change", "Free under AGPL-3.0, with Sentry off unless SENTRY_DSN is set and the model catalogue fetch switchable", "MCP tools that write or are marked destructive start Off for a new login, and each agent is offered only the tools turned on for it", "CI runs typecheck, lint, unit tests and a smoke test of the Compose stack on every push", "A public security register records 58 issues with status, exposure and residual risk" ], "weaknesses": [ "No tagged release, version number or published image on 4 November 2026. Users install whatever is on main, including breaking changes", "28 issues in the vendor's security register are open, among them shared machines (SEC-24), root shells (SEC-6) and prompt injection into coding agents (SEC-8)", "No login on the default box. Whoever reaches port 8080 is the operator, and remote use needs a proxy or tailnet", "Terms and privacy links on guilds.run return 404, and no privacy statement for the software was found", "The changelog holds only an Unreleased section with no dates" ], "agentNotes": [ "Keep the box on loopback or behind an authenticating proxy with AUTH_MODE=trusted-header. The default mode does not authenticate", "Put agents that hold different secrets or GitHub tokens on different machines. Agents on one machine can read each other's homes and tokens", "Back up the .env file written by ./setup.sh. It holds the only copy of the key that encrypts stored credentials", "Pin a commit of main when you deploy and read CHANGELOG.md's Unreleased section before pulling. Breaking changes land on main", "Set MODELS_DEV_URL empty for an offline box. The model catalogue is otherwise fetched from models.dev hourly" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "D", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 53.4 } ], "editorialScores": { "ergonomics": 67, "maintenance": 21, "payments": 60, "reliability": 43, "schema": 58, "security": 68, "transparency": 63 }, "provenanceScore": 56, "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": "git clone https://github.com/CigaleAI/guilds.git \u0026\u0026 cd guilds \u0026\u0026 ./setup.sh \u0026\u0026 docker compose up --detach --wait" }, "letme": { "capability": "https://letme.dev/agent.framework", "tool": "https://letme.dev/guilds-run" }, "area": "frameworks", "provenance": { "legalEntity": "Cigale AI", "domain": "guilds.run", "domainRegistered": "2026-09-19", "endpointOnVendorDomain": null, "terms": "", "privacy": "", "statusPage": "", "changelog": "https://github.com/CigaleAI/guilds/blob/main/CHANGELOG.md", "securityTxt": "none", "checked": "2026-11-04", "notes": [ "The site footer says Cigale is the company behind guilds.run, and THIRD_PARTY_NOTICES.md reads copyright Cigale AI. No legal form or address was found.", "The footer links to https://www.guilds.run/terms and https://www.guilds.run/privacy, and both returned 404 on 14 October and 4 November 2026.", "www.guilds.run/.well-known/security.txt returns 404. The repository has SECURITY.md with GitHub private vulnerability reporting.", "CHANGELOG.md in the repository since 15 October 2026, with an Unreleased section only.", "RDAP gives guilds.run a registration date of 2026-09-19.", "The GitHub organisation CigaleAI was created on 2025-02-17 and is not verified." ], "score": 56 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/guilds-run.json", "live": { "slug": "guilds-run", "githubStars": 67, "securityTxt": { "url": "https://guilds.run/.well-known/security.txt", "state": "none", "checkedAt": "2026-11-07T15:59:37.244745625Z" }, "domain": { "domain": "guilds.run", "registered": "2026-09-19", "source": "https://rdap.identitydigital.services/rdap/domain/guilds.run", "checkedAt": "2026-11-01T14:12:07.621535185Z" }, "pages": [ { "url": "https://raw.githubusercontent.com/CigaleAI/guilds/main/CHANGELOG.md", "kind": "changelog", "status": 304, "checkedAt": "2026-11-07T14:18:06.648722196Z", "changedAt": "2026-11-06T13:39:41.628947519Z", "fingerprint": "f9038c621e32" }, { "url": "https://www.guilds.run/pricing", "kind": "pricing", "status": 304, "checkedAt": "2026-11-07T14:29:26.228895188Z", "changedAt": "2026-10-15T22:10:00.990326283Z", "fingerprint": "e3efa801ad24" } ], "github": { "repo": "cigaleai/guilds", "checkedAt": "2026-11-02T08:38:38.17968009Z", "stars": 67, "archived": false, "issuesEnabled": true, "pushedAt": "2026-11-01T17:47:15Z", "openIssues": 0, "openPRs": 0, "issuesOpened90d": 5, "issuesClosed90d": 5, "prsMerged90d": 17, "ci": { "branch": "main", "runs": 50, "success": 49, "failure": 1, "other": 0, "latest": "success", "latestAt": "2026-11-01T17:52:53Z" }, "replies": { "sampled": 5, "unanswered": 0, "medianDays": 0 } }, "updatedAt": "2026-11-07T15:59:37.244745625Z" } }, "answer": "smolagents scores 58.7 (C) on agent readiness against guilds.run's 53.4 (D), and leads in 5 of 7 scored categories.", "b": { "slug": "smolagents", "name": "smolagents", "vendor": "Hugging Face", "vendorUrl": "https://github.com/huggingface/smolagents", "kind": "framework", "category": "frameworks", "summary": "smolagents is Hugging Face's small Python library for agents that write and run Python code (CodeAgent) or call tools as JSON (ToolCallingAgent), with MCP tools, any model provider and sandboxed execution through E2B, Docker, Modal or Blaxel.", "url": "https://www.anchorterminal.com/tools/smolagents", "markdownUrl": "https://www.anchorterminal.com/tools/smolagents.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/smolagents.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/smolagents.json", "dns": "smolagents.grade.anchorterminal.com", "repo": "https://github.com/huggingface/smolagents", "license": "Apache-2.0", "transports": [], "packages": [ { "registry": "pypi", "name": "smolagents" } ], "auth": "none", "authNotes": "A library with no credentials of its own. The default InferenceClientModel uses a Hugging Face token; other providers and remote sandboxes take their own keys.", "pricing": "free", "pricingNotes": "Free and open source under Apache-2.0. You pay for model calls and for any remote sandbox (E2B, Modal, Blaxel) you use.", "priceSummary": "Free · OSS", "where": "library", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs or the repository (checked 2026-11-06).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 30234, "npmWeekly": null, "pypiWeekly": 171063, "asOf": "2026-11-06" }, "docsUrl": "https://huggingface.co/docs/smolagents/index", "llmsTxt": "https://huggingface.co/docs/smolagents/llms.txt", "capabilities": [ "agent.framework", "agent.mcp-client", "agent.multi-agent" ], "tags": [ "framework", "python", "open-source", "llms-txt", "mcp", "code-agent", "sandbox" ], "lastRelease": "2026-05-29", "graded": true, "anchor": { "graded": true, "score": 58.7, "grade": "C", "agentReady": false, "rank": 735, "ranked": true, "rankOf": 1486, "categoryRank": 18, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 68, "maintenance": 34, "payments": 60, "reliability": 64, "schema": 81, "security": 66, "transparency": 65 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-11-06" }, "negative": -6, "negativeNotes": [ "2025-12-23 to 2026-03-27. GHSA-q9r5-6hrr-9ph7 (CVE-2025-14931, critical, from the Zero Day Initiative) reports remote code execution through pickle deserialisation in the remote Python executor; the fix for remote executors merged on 15 February 2026, about eight weeks after publication. CVE-2026-2654 (SSRF, 1.24.0) and CVE-2026-4963 (code injection in LocalPythonExecutor, an incomplete earlier fix) are rated low, and both records say the vendor did not respond. Fixed or low, under 12 months old, 6 points. https://osv.dev/vulnerability/GHSA-q9r5-6hrr-9ph7" ], "verdict": "A compact Python library for code-writing and tool-calling agents, with MCP tools, any model provider and remote sandboxes through E2B, Docker, Modal or Blaxel. The newest release is 1.26.0 of 29 May 2026, a critical remote-executor RCE took about eight weeks to fix, and the local executor isn't a security boundary.", "bestFor": "Small Python projects and research that want code-writing agents with minimal abstraction.", "strengths": [ "CodeAgent and ToolCallingAgent in a small, readable codebase", "MCP tools from any server through MCPClient", "Remote execution through E2B, Docker, Modal or Blaxel, with a guide on when it's needed", "No telemetry found in the source", "llms.txt and Markdown docs on huggingface.co" ], "weaknesses": [ "No release since 1.26.0 on 29 May 2026, and few commits to main since August", "The local Python executor isn't a security boundary, per its own guide", "A critical RCE in the remote executor (published December 2025) was fixed in February 2026", "No human approval hook, retry or resume built in", "Breaking removals such as WasmExecutor shipped in minor releases" ], "agentNotes": [ "Run CodeAgent with `executor_type` set to e2b, docker, modal or blaxel whenever the model or its inputs aren't trusted", "Use smolagents 1.24.0 or later to get the remote-executor deserialisation fix", "Set max_steps and final_answer_checks so a run stops on its own", "Pass structured_output explicitly to MCPClient to avoid the default-change warning", "Pin the version, since minor releases have removed APIs" ], "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": 58.7 } ], "editorialScores": { "ergonomics": 68, "maintenance": 34, "payments": 60, "reliability": 64, "schema": 81, "security": 66, "transparency": 67 }, "provenanceScore": 62, "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": "pip install smolagents # MCP: pip install 'smolagents[mcp]'" }, "letme": { "capability": "https://letme.dev/agent.framework", "tool": "https://letme.dev/smolagents" }, "sameCompany": [ "hugging-face-inference-providers", "hugging-face-inference-endpoints", "carbon-x", "smollm3-3b" ], "area": "frameworks", "provenance": { "legalEntity": "Hugging Face, Inc.", "domain": "huggingface.co", "domainRegistered": "", "endpointOnVendorDomain": null, "terms": "https://huggingface.co/terms-of-service", "privacy": "https://huggingface.co/privacy", "statusPage": "", "changelog": "https://github.com/huggingface/smolagents/releases", "securityTxt": "unknown", "checked": "2026-11-06", "notes": [ "SECURITY.md takes reports through GitHub private vulnerability reporting or security@huggingface.co, with no bounty.", "huggingface.co/robots.txt allows all crawlers.", "The terms and privacy links are Hugging Face's site-wide documents; the library itself collects nothing." ], "score": 62 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/smolagents.json", "live": { "slug": "smolagents", "versions": [ { "registry": "github", "name": "huggingface/smolagents", "version": "v1.26.0", "released": "2026-05-29", "seenAt": "2026-11-07T00:06:55.865567193Z" }, { "registry": "pypi", "name": "smolagents", "version": "1.26.0", "released": "2026-05-29", "seenAt": "2026-11-07T00:06:55.546186347Z" } ], "githubStars": 30238, "pypiWeekly": 171063, "securityTxt": { "url": "https://huggingface.co/.well-known/security.txt", "state": "valid", "expires": "2030-07-01T08:42:00.000Z", "checkedAt": "2026-11-07T16:00:00.493446773Z" }, "llmsTxt": { "url": "https://huggingface.co/docs/smolagents/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-11-07T15:33:57.593545427Z" }, "updatedAt": "2026-11-07T16:00:00.493446773Z" } }, "edges": [ { "by": 23, "category": "schema", "leads": "smolagents", "name": "Schema \u0026 documentation", "reasons": { "a": "Framework reading. No OpenAPI document for the HTTP API. The recipe format guilds.recipe v2 rejects unknown keys, and connector manifests are validated with TypeBox at load (12 of 25). No llms.txt on docs.guilds.run (404 on 4 November). The docs are Markdown in the repository with an AGENTS.md (5 of 10). Pages state what the code does today, which page to read for which job, and the trust boundary in numbered rules (15 of 20). Tool input schemas, recipe caps and typed manifest fields (11 of 15). The getting-started walk says what you should see at each step, and the Operate page explains each startup error message (11 of 15). CHANGELOG.md (since 15 October) holds only an Unreleased section with no version or date, and the security register keeps dated history (4 of 15, the earlier partial kept). 12 + 5 + 15 + 11 + 11 + 4 = 58.", "b": "Framework reading. A typed Python API with reference pages for agents, models, tools and executors (22). llms.txt and Markdown pages on huggingface.co (10). The docs say when to use CodeAgent or ToolCallingAgent and when a sandbox is needed (17). Tools declare typed inputs in a schema dictionary or from a decorated function (12). Many runnable examples; error classes exist but aren't catalogued (10). Versions tagged with release notes, no changelog file (10). 22+10+17+12+10+10 = 81." }, "scores": { "a": 58, "b": 81 } }, { "by": 21, "category": "reliability", "leads": "smolagents", "name": "Reliability", "reasons": { "a": "Read with the local-software lines, because the owner runs it. Docker with Compose is the stated requirement, and the install is a git clone of main plus ./setup.sh, which builds the images. No package, tagged release or published image exists, since the image workflow runs only on a v* tag and the remote still has none on 4 November 2026 (10 of 20, the earlier partial kept). The verify workflow runs scripts/check.sh on every push, with typecheck, lint, orchestrator, UI and web tests and a smoke test of the Compose stack, and the clone has 356 test files. GitHub's Actions pages and API answered 403 on 4 November, so the pass state on main is unread (15 of 25, down from 25 on the 14 October reading of 13 passing runs). Open issues per the 14 October check, not re-read on 4 November (18 of 25). CHANGELOG.md, added on 15 October, marks each change no impact, rebuild or breaking and CONTRIBUTING.md defines a semver tag policy, but no version has been cut (0, the earlier value kept). Not versioned or declared stable (0). 10 + 15 + 18 + 0 + 0 = 43.", "b": "Local-package reading. Official PyPI package with Python 3.10 or newer (20). A public tests workflow runs pytest on Python 3.10 and 3.12 for pushes and pull requests; whether main passes wasn't read (15). 416 open issues and 1,045 open issues and pull requests on 6 November, with 144 issues opened in the 90 days to 3 November. Of the 50 newest, 26 had a comment and 1 was closed. Two 2026 CVE records say the vendor didn't respond to the reporter, and seven commits reached main from 8 August to 6 November (6). Release notes on GitHub tags but no changelog file, and the remote WasmExecutor was removed in a minor release (8). 1.0 since 31 December 2024 (15). 20+15+6+8+15 = 64." }, "scores": { "a": 43, "b": 64 } }, { "by": 13, "category": "maintenance", "leads": "smolagents", "name": "Maintenance \u0026 community", "reasons": { "a": "No tagged release, version or dated changelog entry. Main, which the install clones and SECURITY.md names as the supported version, last changed on 3 November 2026 (1,072 of the commits since 14 October by one author), but commits with no version or tag aren't releases in this run (hyperqwen, brave-search-mcp), and CONTRIBUTING.md itself defines a release as a vMAJOR.MINOR.PATCH tag, so nothing has been released (0, from 20). No releases or dated changelog entries in the 90 days from 6 August (0). Issues and pull requests per the 14 October check (eight, all closed, the three issues within an hour), not re-read on 4 November (15 of 25). No published package (0). CI on every push with a frozen pnpm lockfile, and still no Dependabot configuration in the repository (6 of 10). 0 + 0 + 15 + 0 + 6 = 21.", "b": "v1.26.0 on 29 May 2026, 161 days before this check (10). No release in the 90 days to 6 November (0). 416 open issues and 1,045 open issues and pull requests on 6 November, with 144 issues opened in the 90 days to 3 November. Of the 50 newest, 26 had a comment and 1 was closed. Two 2026 CVE records say the vendor didn't respond to the reporter, and seven commits reached main from 8 August to 6 November (6). Python only, and the package is the current one (10). CI with actions pinned to commit SHAs and Dependabot for actions (8). 10+0+6+10+8 = 34." }, "scores": { "a": 21, "b": 34 } }, { "by": 5, "category": "transparency", "leads": "smolagents", "name": "Transparency \u0026 trust", "reasons": { "a": "AGPL-3.0-only, OSI approved (30). No privacy policy or terms. The footer still links to both and they returned 404 on 4 November 2026. The docs say where data lives (PostgreSQL and STATE_ROOT on your host), that model keys go only to their provider, and that stored credentials are encrypted under one master key in .env (12 of 30). No deprecation policy or dated notices. CHANGELOG.md marks breaking changes with steps, undated, and the security register is dated (3 of 20, the earlier partial kept). Sentry is opt-in and documented on the Configure page, and the models.dev catalogue fetch and the connector registry address are documented with their switches (18 of 20). 30 + 12 + 3 + 18 = 63.", "b": "Apache-2.0 (30). The library stores nothing itself; the default model sends prompts to Hugging Face's inference providers, which the docs show (20). Breaking removals such as WasmExecutor shipped in minor releases, without a written deprecation policy (5). No telemetry, though no page states it (12). 30+20+5+12 = 67." }, "scores": { "a": 60, "b": 65 } } ], "facts": [ { "a": "Agent framework", "b": "Agent framework", "name": "Kind" }, { "a": "Cigale AI", "b": "Hugging Face", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "", "b": "", "name": "Transports" }, { "a": "API key", "b": "None", "name": "Auth" }, { "a": "Free", "b": "Free", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "AGPL-3.0-only", "b": "Apache-2.0", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "no", "b": "yes", "name": "llms.txt" }, { "a": "none", "b": "2026-05-29", "name": "Last release" }, { "a": "no document linked", "b": "2022-09-15", "name": "Terms last updated" }, { "a": "no document linked", "b": "2023-03-28", "name": "Privacy policy last updated" }, { "a": "not read yet", "b": "not found in the text", "name": "Customer content may train models" }, { "a": "not read yet", "b": "not found in the text", "name": "Terms restrict automated access" }, { "a": "not read yet", "b": "not found in the text", "name": "Terms restrict benchmarking" }, { "a": "not read yet", "b": "yes", "name": "Terms or service can change without notice" }, { "a": "not read yet", "b": "not found in the text", "name": "Arbitration or class-action waiver" }, { "a": "57 stars", "b": "30k stars, 171k PyPI/wk", "name": "Popularity" } ], "faq": [ { "answer": "smolagents scores 58.7 (C) on agent readiness against guilds.run's 53.4 (D), and leads in 5 of 7 scored categories.", "question": "Which is better for AI agents, guilds.run or smolagents?" }, { "answer": "Yes. guilds.run is open source (AGPL-3.0-only). smolagents is open source (Apache-2.0).", "question": "Are guilds.run and smolagents open source?" } ], "goodFor": [ { "aheadOn": null, "also": [ "Free to start without a card" ], "goodFor": "A person or small team that wants a standing, inspectable team of agents with schedules, shared tables and a web app, run on one machine, and is comfortable tracking main.", "slug": "guilds-run", "watchFor": "No tagged release, version number or published image on 4 November 2026. Users install whatever is on main, including breaking changes" }, { "aheadOn": [ "Reliability, 64 against 43", "Schema \u0026 documentation, 81 against 58", "Maintenance \u0026 community, 34 against 21", "Transparency \u0026 trust, 65 against 60" ], "also": [ "No key needed to call it" ], "goodFor": "Small Python projects and research that want code-writing agents with minimal abstraction.", "slug": "smolagents", "watchFor": "No release since 1.26.0 on 29 May 2026, and few commits to main since August" } ], "history": { "guilds-run": [ { "causes": [ "product", "evidence", "correction" ], "date": "2026-11-04", "delta": -3.2, "from": 56.6, "fromGrade": "C", "to": 53.4, "toGrade": "D" }, { "causes": [ "method" ], "date": "2026-10-27", "delta": 0.1, "from": 56.5, "fromGrade": "C", "to": 56.6, "toGrade": "C" } ], "smolagents": null }, "job": { "capability": "agent.framework", "name": "Agent frameworks" }, "others": [ { "json": "https://www.anchorterminal.com/compare/agentos-vs-guilds-run.json", "title": "AgentOS vs guilds.run", "url": "https://www.anchorterminal.com/compare/agentos-vs-guilds-run" }, { "json": "https://www.anchorterminal.com/compare/agentos-vs-smolagents.json", "title": "AgentOS vs smolagents", "url": "https://www.anchorterminal.com/compare/agentos-vs-smolagents" }, { "json": "https://www.anchorterminal.com/compare/agno-vs-guilds-run.json", "title": "Agno vs guilds.run", "url": "https://www.anchorterminal.com/compare/agno-vs-guilds-run" }, { "json": "https://www.anchorterminal.com/compare/agno-vs-smolagents.json", "title": "Agno vs smolagents", "url": "https://www.anchorterminal.com/compare/agno-vs-smolagents" }, { "json": "https://www.anchorterminal.com/compare/boxlang-ai-vs-guilds-run.json", "title": "BoxLang AI vs guilds.run", "url": "https://www.anchorterminal.com/compare/boxlang-ai-vs-guilds-run" }, { "json": "https://www.anchorterminal.com/compare/boxlang-ai-vs-smolagents.json", "title": "BoxLang AI vs smolagents", "url": "https://www.anchorterminal.com/compare/boxlang-ai-vs-smolagents" }, { "json": "https://www.anchorterminal.com/compare/claude-agent-sdk-vs-guilds-run.json", "title": "Claude Agent SDK vs guilds.run", "url": "https://www.anchorterminal.com/compare/claude-agent-sdk-vs-guilds-run" }, { "json": "https://www.anchorterminal.com/compare/claude-agent-sdk-vs-smolagents.json", "title": "Claude Agent SDK vs smolagents", "url": "https://www.anchorterminal.com/compare/claude-agent-sdk-vs-smolagents" }, { "json": "https://www.anchorterminal.com/compare/crewai-vs-guilds-run.json", "title": "CrewAI vs guilds.run", "url": "https://www.anchorterminal.com/compare/crewai-vs-guilds-run" }, { "json": "https://www.anchorterminal.com/compare/crewai-vs-smolagents.json", "title": "CrewAI vs smolagents", "url": "https://www.anchorterminal.com/compare/crewai-vs-smolagents" }, { "json": "https://www.anchorterminal.com/compare/cursor-agent-sdk-vs-guilds-run.json", "title": "Cursor Agent SDK vs guilds.run", "url": "https://www.anchorterminal.com/compare/cursor-agent-sdk-vs-guilds-run" }, { "json": "https://www.anchorterminal.com/compare/cursor-agent-sdk-vs-smolagents.json", "title": "Cursor Agent SDK vs smolagents", "url": "https://www.anchorterminal.com/compare/cursor-agent-sdk-vs-smolagents" }, { "json": "https://www.anchorterminal.com/compare/docker-agent-vs-guilds-run.json", "title": "Docker Agent vs guilds.run", "url": "https://www.anchorterminal.com/compare/docker-agent-vs-guilds-run" }, { "json": "https://www.anchorterminal.com/compare/docker-agent-vs-smolagents.json", "title": "Docker Agent vs smolagents", "url": "https://www.anchorterminal.com/compare/docker-agent-vs-smolagents" }, { "json": "https://www.anchorterminal.com/compare/google-adk-vs-guilds-run.json", "title": "Agent Development Kit (ADK) vs guilds.run", "url": "https://www.anchorterminal.com/compare/google-adk-vs-guilds-run" }, { "json": "https://www.anchorterminal.com/compare/google-adk-vs-smolagents.json", "title": "Agent Development Kit (ADK) vs smolagents", "url": "https://www.anchorterminal.com/compare/google-adk-vs-smolagents" }, { "json": "https://www.anchorterminal.com/compare/guilds-run-vs-langgraph.json", "title": "guilds.run vs LangGraph", "url": "https://www.anchorterminal.com/compare/guilds-run-vs-langgraph" }, { "json": "https://www.anchorterminal.com/compare/guilds-run-vs-llamaindex.json", "title": "guilds.run vs LlamaIndex Framework", "url": "https://www.anchorterminal.com/compare/guilds-run-vs-llamaindex" }, { "json": "https://www.anchorterminal.com/compare/guilds-run-vs-mastra.json", "title": "guilds.run vs Mastra", "url": "https://www.anchorterminal.com/compare/guilds-run-vs-mastra" }, { "json": "https://www.anchorterminal.com/compare/guilds-run-vs-microsoft-agent-framework.json", "title": "guilds.run vs Microsoft Agent Framework", "url": "https://www.anchorterminal.com/compare/guilds-run-vs-microsoft-agent-framework" }, { "json": "https://www.anchorterminal.com/compare/guilds-run-vs-openai-agents-sdk.json", "title": "guilds.run vs OpenAI Agents SDK", "url": "https://www.anchorterminal.com/compare/guilds-run-vs-openai-agents-sdk" }, { "json": "https://www.anchorterminal.com/compare/guilds-run-vs-pydantic-ai.json", "title": "guilds.run vs Pydantic AI", "url": "https://www.anchorterminal.com/compare/guilds-run-vs-pydantic-ai" }, { "json": "https://www.anchorterminal.com/compare/guilds-run-vs-strands-agents.json", "title": "guilds.run vs Strands Agents", "url": "https://www.anchorterminal.com/compare/guilds-run-vs-strands-agents" }, { "json": "https://www.anchorterminal.com/compare/guilds-run-vs-tradingagents.json", "title": "guilds.run vs TradingAgents", "url": "https://www.anchorterminal.com/compare/guilds-run-vs-tradingagents" }, { "json": "https://www.anchorterminal.com/compare/guilds-run-vs-vercel-ai-sdk.json", "title": "guilds.run vs AI SDK", "url": "https://www.anchorterminal.com/compare/guilds-run-vs-vercel-ai-sdk" }, { "json": "https://www.anchorterminal.com/compare/langgraph-vs-smolagents.json", "title": "LangGraph vs smolagents", "url": "https://www.anchorterminal.com/compare/langgraph-vs-smolagents" }, { "json": "https://www.anchorterminal.com/compare/llamaindex-vs-smolagents.json", "title": "LlamaIndex Framework vs smolagents", "url": "https://www.anchorterminal.com/compare/llamaindex-vs-smolagents" }, { "json": "https://www.anchorterminal.com/compare/mastra-vs-smolagents.json", "title": "Mastra vs smolagents", "url": "https://www.anchorterminal.com/compare/mastra-vs-smolagents" }, { "json": "https://www.anchorterminal.com/compare/microsoft-agent-framework-vs-smolagents.json", "title": "Microsoft Agent Framework vs smolagents", "url": "https://www.anchorterminal.com/compare/microsoft-agent-framework-vs-smolagents" }, { "json": "https://www.anchorterminal.com/compare/openai-agents-sdk-vs-smolagents.json", "title": "OpenAI Agents SDK vs smolagents", "url": "https://www.anchorterminal.com/compare/openai-agents-sdk-vs-smolagents" }, { "json": "https://www.anchorterminal.com/compare/pydantic-ai-vs-smolagents.json", "title": "Pydantic AI vs smolagents", "url": "https://www.anchorterminal.com/compare/pydantic-ai-vs-smolagents" }, { "json": "https://www.anchorterminal.com/compare/smolagents-vs-strands-agents.json", "title": "smolagents vs Strands Agents", "url": "https://www.anchorterminal.com/compare/smolagents-vs-strands-agents" }, { "json": "https://www.anchorterminal.com/compare/smolagents-vs-tradingagents.json", "title": "smolagents vs TradingAgents", "url": "https://www.anchorterminal.com/compare/smolagents-vs-tradingagents" }, { "json": "https://www.anchorterminal.com/compare/smolagents-vs-vercel-ai-sdk.json", "title": "smolagents vs AI SDK", "url": "https://www.anchorterminal.com/compare/smolagents-vs-vercel-ai-sdk" } ], "panel": null, "scores": [ { "by": 21, "edge": "smolagents", "guilds-run": 43, "key": "reliability", "name": "Reliability", "smolagents": 64, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 23, "edge": "smolagents", "guilds-run": 58, "key": "schema", "name": "Schema \u0026 documentation", "smolagents": 81, "weight": 13 }, { "by": 1, "edge": "smolagents", "guilds-run": 67, "key": "ergonomics", "name": "Agent ergonomics", "smolagents": 68, "weight": 13 }, { "by": 2, "edge": "guilds-run", "guilds-run": 68, "key": "security", "name": "Security \u0026 auth", "smolagents": 66, "weight": 14 }, { "by": 0, "edge": "", "guilds-run": 60, "key": "payments", "name": "Payments \u0026 pricing", "smolagents": 60, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 13, "edge": "smolagents", "guilds-run": 21, "key": "maintenance", "name": "Maintenance \u0026 community", "smolagents": 34, "weight": 7 }, { "by": 5, "edge": "smolagents", "guilds-run": 60, "key": "transparency", "name": "Transparency \u0026 trust", "smolagents": 65, "weight": 7 } ], "summary": "smolagents scores 58.7 (C) on agent readiness against guilds.run's 53.4 (D), and leads in 5 of 7 scored categories. Both do agent frameworks.", "tasks": null, "tutorials": [], "verdicts": { "guilds-run": "A self-hosted multi-agent system that records each run's prompt, tool calls and memory changes, with per-agent models and tools and no telemetry by default. It has no tagged release, version or package, so users track main, its own security register lists 28 open issues of 58, and the site's terms and privacy links return 404.", "smolagents": "A compact Python library for code-writing and tool-calling agents, with MCP tools, any model provider and remote sandboxes through E2B, Docker, Modal or Blaxel. The newest release is 1.26.0 of 29 May 2026, a critical remote-executor RCE took about eight weeks to fix, and the local executor isn't a security boundary." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/guilds-run-vs-smolagents", "json": "https://www.anchorterminal.com/compare/guilds-run-vs-smolagents.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/guilds-run-vs-smolagents.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/guilds-run-vs-smolagents.min.md" }, "markdown": "smolagents scores 58.7 (C) on agent readiness against guilds.run's 53.4 (D), and leads in 5 of 7 scored categories. Both do agent frameworks.\n\n- guilds.run: grade D, 53.4/100, rank #945 of 1486. Markdown https://www.anchorterminal.com/tools/guilds-run.md · JSON https://www.anchorterminal.com/api/v1/tools/guilds-run.json\n- smolagents: grade C, 58.7/100, rank #735 of 1486. Markdown https://www.anchorterminal.com/tools/smolagents.md · JSON https://www.anchorterminal.com/api/v1/tools/smolagents.json\n- Best agent frameworks and SDKs: https://www.anchorterminal.com/best/frameworks/index.md\n- All 171 frameworks comparisons: https://www.anchorterminal.com/compare/frameworks/index.md\n\n## Which one, for what\n\n### guilds.run (D)\n\nGood for: A person or small team that wants a standing, inspectable team of agents with schedules, shared tables and a web app, run on one machine, and is comfortable tracking main.\n\nAlso in its favour:\n- Free to start without a card\n\nWatch for: No tagged release, version number or published image on 4 November 2026. Users install whatever is on main, including breaking changes\n\n### smolagents (C)\n\nGood for: Small Python projects and research that want code-writing agents with minimal abstraction.\n\nAhead on:\n- Reliability, 64 against 43\n- Schema \u0026 documentation, 81 against 58\n- Maintenance \u0026 community, 34 against 21\n- Transparency \u0026 trust, 65 against 60\n\nAlso in its favour:\n- No key needed to call it\n\nWatch for: No release since 1.26.0 on 29 May 2026, and few commits to main since August\n\n\n## Why the edge\n\n### Schema \u0026 documentation: smolagents +23\n\n- guilds.run (58): Framework reading. No OpenAPI document for the HTTP API. The recipe format guilds.recipe v2 rejects unknown keys, and connector manifests are validated with TypeBox at load (12 of 25). No llms.txt on docs.guilds.run (404 on 4 November). The docs are Markdown in the repository with an AGENTS.md (5 of 10). Pages state what the code does today, which page to read for which job, and the trust boundary in numbered rules (15 of 20). Tool input schemas, recipe caps and typed manifest fields (11 of 15). The getting-started walk says what you should see at each step, and the Operate page explains each startup error message (11 of 15). CHANGELOG.md (since 15 October) holds only an Unreleased section with no version or date, and the security register keeps dated history (4 of 15, the earlier partial kept). 12 + 5 + 15 + 11 + 11 + 4 = 58.\n- smolagents (81): Framework reading. A typed Python API with reference pages for agents, models, tools and executors (22). llms.txt and Markdown pages on huggingface.co (10). The docs say when to use CodeAgent or ToolCallingAgent and when a sandbox is needed (17). Tools declare typed inputs in a schema dictionary or from a decorated function (12). Many runnable examples; error classes exist but aren't catalogued (10). Versions tagged with release notes, no changelog file (10). 22+10+17+12+10+10 = 81.\n\n### Reliability: smolagents +21\n\n- guilds.run (43): Read with the local-software lines, because the owner runs it. Docker with Compose is the stated requirement, and the install is a git clone of main plus ./setup.sh, which builds the images. No package, tagged release or published image exists, since the image workflow runs only on a v* tag and the remote still has none on 4 November 2026 (10 of 20, the earlier partial kept). The verify workflow runs scripts/check.sh on every push, with typecheck, lint, orchestrator, UI and web tests and a smoke test of the Compose stack, and the clone has 356 test files. GitHub's Actions pages and API answered 403 on 4 November, so the pass state on main is unread (15 of 25, down from 25 on the 14 October reading of 13 passing runs). Open issues per the 14 October check, not re-read on 4 November (18 of 25). CHANGELOG.md, added on 15 October, marks each change no impact, rebuild or breaking and CONTRIBUTING.md defines a semver tag policy, but no version has been cut (0, the earlier value kept). Not versioned or declared stable (0). 10 + 15 + 18 + 0 + 0 = 43.\n- smolagents (64): Local-package reading. Official PyPI package with Python 3.10 or newer (20). A public tests workflow runs pytest on Python 3.10 and 3.12 for pushes and pull requests; whether main passes wasn't read (15). 416 open issues and 1,045 open issues and pull requests on 6 November, with 144 issues opened in the 90 days to 3 November. Of the 50 newest, 26 had a comment and 1 was closed. Two 2026 CVE records say the vendor didn't respond to the reporter, and seven commits reached main from 8 August to 6 November (6). Release notes on GitHub tags but no changelog file, and the remote WasmExecutor was removed in a minor release (8). 1.0 since 31 December 2024 (15). 20+15+6+8+15 = 64.\n\n### Maintenance \u0026 community: smolagents +13\n\n- guilds.run (21): No tagged release, version or dated changelog entry. Main, which the install clones and SECURITY.md names as the supported version, last changed on 3 November 2026 (1,072 of the commits since 14 October by one author), but commits with no version or tag aren't releases in this run (hyperqwen, brave-search-mcp), and CONTRIBUTING.md itself defines a release as a vMAJOR.MINOR.PATCH tag, so nothing has been released (0, from 20). No releases or dated changelog entries in the 90 days from 6 August (0). Issues and pull requests per the 14 October check (eight, all closed, the three issues within an hour), not re-read on 4 November (15 of 25). No published package (0). CI on every push with a frozen pnpm lockfile, and still no Dependabot configuration in the repository (6 of 10). 0 + 0 + 15 + 0 + 6 = 21.\n- smolagents (34): v1.26.0 on 29 May 2026, 161 days before this check (10). No release in the 90 days to 6 November (0). 416 open issues and 1,045 open issues and pull requests on 6 November, with 144 issues opened in the 90 days to 3 November. Of the 50 newest, 26 had a comment and 1 was closed. Two 2026 CVE records say the vendor didn't respond to the reporter, and seven commits reached main from 8 August to 6 November (6). Python only, and the package is the current one (10). CI with actions pinned to commit SHAs and Dependabot for actions (8). 10+0+6+10+8 = 34.\n\n### Transparency \u0026 trust: smolagents +5\n\n- guilds.run (60): AGPL-3.0-only, OSI approved (30). No privacy policy or terms. The footer still links to both and they returned 404 on 4 November 2026. The docs say where data lives (PostgreSQL and STATE_ROOT on your host), that model keys go only to their provider, and that stored credentials are encrypted under one master key in .env (12 of 30). No deprecation policy or dated notices. CHANGELOG.md marks breaking changes with steps, undated, and the security register is dated (3 of 20, the earlier partial kept). Sentry is opt-in and documented on the Configure page, and the models.dev catalogue fetch and the connector registry address are documented with their switches (18 of 20). 30 + 12 + 3 + 18 = 63.\n- smolagents (65): Apache-2.0 (30). The library stores nothing itself; the default model sends prompts to Hugging Face's inference providers, which the docs show (20). Breaking removals such as WasmExecutor shipped in minor releases, without a written deprecation policy (5). No telemetry, though no page states it (12). 30+20+5+12 = 67.\n\n## Score by category\n\n| Category | Weight | guilds.run | smolagents | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 43 | 64 | smolagents +21 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 58 | 81 | smolagents +23 |\n| Agent ergonomics | 13% (16.2 this run) | 67 | 68 | smolagents +1 |\n| Security \u0026 auth | 14% (17.5 this run) | 68 | 66 | guilds.run +2 |\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) | 21 | 34 | smolagents +13 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 60 | 65 | smolagents +5 |\n| Negative events | ≤15 | -2 | -6 | |\n| **Total** | | **53.4 · D** | **58.7 · C** | |\n\n## Facts side by side\n\n| Fact | guilds.run | smolagents |\n| --- | --- | --- |\n| Kind | Agent framework | Agent framework |\n| Vendor | Cigale AI | Hugging Face |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | |\n| Auth | API key | None |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | AGPL-3.0-only | Apache-2.0 |\n| Read-only variant documented | no | no |\n| llms.txt | no | yes |\n| Last release | none | 2026-05-29 |\n| Terms last updated | no document linked | 2022-09-15 |\n| Privacy policy last updated | no document linked | 2023-03-28 |\n| Customer content may train models | not read yet | not found in the text |\n| Terms restrict automated access | not read yet | not found in the text |\n| Terms restrict benchmarking | not read yet | not found in the text |\n| Terms or service can change without notice | not read yet | yes |\n| Arbitration or class-action waiver | not read yet | not found in the text |\n| Popularity | 57 stars | 30k stars, 171k PyPI/wk |\n\n## How the scores have moved\n\n### guilds.run\n\n- -3.2 on 4 November 2026 (C to D): product, new evidence, correction\n- +0.1 on 27 October 2026: checklist\n\n### smolagents\n\nNo score change since it was listed.\n\n## Verdicts\n\n**guilds.run.** A self-hosted multi-agent system that records each run's prompt, tool calls and memory changes, with per-agent models and tools and no telemetry by default. It has no tagged release, version or package, so users track main, its own security register lists 28 open issues of 58, and the site's terms and privacy links return 404.\n\n**smolagents.** A compact Python library for code-writing and tool-calling agents, with MCP tools, any model provider and remote sandboxes through E2B, Docker, Modal or Blaxel. The newest release is 1.26.0 of 29 May 2026, a critical remote-executor RCE took about eight weeks to fix, and the local executor isn't a security boundary.\n\n## Before you call either\n\n### guilds.run\n\n1. Keep the box on loopback or behind an authenticating proxy with AUTH_MODE=trusted-header. The default mode does not authenticate\n2. Put agents that hold different secrets or GitHub tokens on different machines. Agents on one machine can read each other's homes and tokens\n3. Back up the .env file written by ./setup.sh. It holds the only copy of the key that encrypts stored credentials\n4. Pin a commit of main when you deploy and read CHANGELOG.md's Unreleased section before pulling. Breaking changes land on main\n5. Set MODELS_DEV_URL empty for an offline box. The model catalogue is otherwise fetched from models.dev hourly\n\n### smolagents\n\n1. Run CodeAgent with `executor_type` set to e2b, docker, modal or blaxel whenever the model or its inputs aren't trusted\n2. Use smolagents 1.24.0 or later to get the remote-executor deserialisation fix\n3. Set max_steps and final_answer_checks so a run stops on its own\n4. Pass structured_output explicitly to MCPClient to avoid the default-change warning\n5. Pin the version, since minor releases have removed APIs\n\n## Questions\n\n### Which is better for AI agents, guilds.run or smolagents?\n\nsmolagents scores 58.7 (C) on agent readiness against guilds.run's 53.4 (D), and leads in 5 of 7 scored categories.\n\n### Are guilds.run and smolagents open source?\n\nYes. guilds.run is open source (AGPL-3.0-only). smolagents is open source (Apache-2.0).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/guilds-run-vs-smolagents.json, and with the fewest tokens: https://www.anchorterminal.com/compare/guilds-run-vs-smolagents.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"guilds-run\", \"b\": \"smolagents\"}`. From a terminal: `anchor compare guilds-run smolagents`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/guilds-run.json and https://www.anchorterminal.com/api/v1/tools/smolagents.json\n\n## Other comparisons with guilds.run or smolagents\n\n- [AgentOS vs guilds.run](https://www.anchorterminal.com/compare/agentos-vs-guilds-run.md)\n- [AgentOS vs smolagents](https://www.anchorterminal.com/compare/agentos-vs-smolagents.md)\n- [Agno vs guilds.run](https://www.anchorterminal.com/compare/agno-vs-guilds-run.md)\n- [Agno vs smolagents](https://www.anchorterminal.com/compare/agno-vs-smolagents.md)\n- [BoxLang AI vs guilds.run](https://www.anchorterminal.com/compare/boxlang-ai-vs-guilds-run.md)\n- [BoxLang AI vs smolagents](https://www.anchorterminal.com/compare/boxlang-ai-vs-smolagents.md)\n- [Claude Agent SDK vs guilds.run](https://www.anchorterminal.com/compare/claude-agent-sdk-vs-guilds-run.md)\n- [Claude Agent SDK vs smolagents](https://www.anchorterminal.com/compare/claude-agent-sdk-vs-smolagents.md)\n- [CrewAI vs guilds.run](https://www.anchorterminal.com/compare/crewai-vs-guilds-run.md)\n- [CrewAI vs smolagents](https://www.anchorterminal.com/compare/crewai-vs-smolagents.md)\n- [Cursor Agent SDK vs guilds.run](https://www.anchorterminal.com/compare/cursor-agent-sdk-vs-guilds-run.md)\n- [Cursor Agent SDK vs smolagents](https://www.anchorterminal.com/compare/cursor-agent-sdk-vs-smolagents.md)\n- [Docker Agent vs guilds.run](https://www.anchorterminal.com/compare/docker-agent-vs-guilds-run.md)\n- [Docker Agent vs smolagents](https://www.anchorterminal.com/compare/docker-agent-vs-smolagents.md)\n- [Agent Development Kit (ADK) vs guilds.run](https://www.anchorterminal.com/compare/google-adk-vs-guilds-run.md)\n- [Agent Development Kit (ADK) vs smolagents](https://www.anchorterminal.com/compare/google-adk-vs-smolagents.md)\n- [guilds.run vs LangGraph](https://www.anchorterminal.com/compare/guilds-run-vs-langgraph.md)\n- [guilds.run vs LlamaIndex Framework](https://www.anchorterminal.com/compare/guilds-run-vs-llamaindex.md)\n- [guilds.run vs Mastra](https://www.anchorterminal.com/compare/guilds-run-vs-mastra.md)\n- [guilds.run vs Microsoft Agent Framework](https://www.anchorterminal.com/compare/guilds-run-vs-microsoft-agent-framework.md)\n- [guilds.run vs OpenAI Agents SDK](https://www.anchorterminal.com/compare/guilds-run-vs-openai-agents-sdk.md)\n- [guilds.run vs Pydantic AI](https://www.anchorterminal.com/compare/guilds-run-vs-pydantic-ai.md)\n- [guilds.run vs Strands Agents](https://www.anchorterminal.com/compare/guilds-run-vs-strands-agents.md)\n- [guilds.run vs TradingAgents](https://www.anchorterminal.com/compare/guilds-run-vs-tradingagents.md)\n- [guilds.run vs AI SDK](https://www.anchorterminal.com/compare/guilds-run-vs-vercel-ai-sdk.md)\n- [LangGraph vs smolagents](https://www.anchorterminal.com/compare/langgraph-vs-smolagents.md)\n- [LlamaIndex Framework vs smolagents](https://www.anchorterminal.com/compare/llamaindex-vs-smolagents.md)\n- [Mastra vs smolagents](https://www.anchorterminal.com/compare/mastra-vs-smolagents.md)\n- [Microsoft Agent Framework vs smolagents](https://www.anchorterminal.com/compare/microsoft-agent-framework-vs-smolagents.md)\n- [OpenAI Agents SDK vs smolagents](https://www.anchorterminal.com/compare/openai-agents-sdk-vs-smolagents.md)\n- [Pydantic AI vs smolagents](https://www.anchorterminal.com/compare/pydantic-ai-vs-smolagents.md)\n- [smolagents vs Strands Agents](https://www.anchorterminal.com/compare/smolagents-vs-strands-agents.md)\n- [smolagents vs TradingAgents](https://www.anchorterminal.com/compare/smolagents-vs-tradingagents.md)\n- [smolagents vs AI SDK](https://www.anchorterminal.com/compare/smolagents-vs-vercel-ai-sdk.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "attributionRequired": true, "credit": "CC BY 4.0, credit Anchor Terminal and link the page or API address you took it from (https://www.anchorterminal.com/terms/#data)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-11-07", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.7", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run", "terms": "https://www.anchorterminal.com/terms/#data" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "guilds.run vs smolagents", "url": "" } ], "description": "smolagents scores 58.7 (C) to guilds.run's 53.4 (D) for agent frameworks. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "guilds.run D 53.4", "smolagents C 58.7", "scores" ], "h1": "guilds.run vs smolagents", "image": "https://www.anchorterminal.com/assets/og/default.png", "path": "/compare/guilds-run-vs-smolagents", "published": "2026-10-01", "section": "tools", "title": "guilds.run vs smolagents for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-11-07", "url": "https://www.anchorterminal.com/compare/guilds-run-vs-smolagents" }, "tokens": { "markdown": 4050, "slim": 2080 }, "version": 1 }