{
  "data": {
    "a": {
      "slug": "koboldcpp",
      "name": "KoboldCpp",
      "vendor": "LostRuins (Concedo)",
      "vendorUrl": "https://koboldcpp.net",
      "kind": "http-api",
      "category": "local-ai",
      "summary": "Open-source program for running GGUF models on the owner's own computer, built on llama.cpp. One executable serves a web interface and KoboldAI, OpenAI, Ollama and Anthropic compatible APIs on port 5001.",
      "url": "https://www.anchorterminal.com/tools/koboldcpp",
      "markdownUrl": "https://www.anchorterminal.com/tools/koboldcpp.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/koboldcpp.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/koboldcpp.json",
      "repo": "https://github.com/LostRuins/koboldcpp",
      "license": "AGPL-3.0 for KoboldCpp and KoboldAI Lite. The bundled GGML, llama.cpp and stable-diffusion.cpp code stays under MIT",
      "transports": [
        "http"
      ],
      "packages": [
        {
          "registry": "oci",
          "name": "koboldai/koboldcpp"
        }
      ],
      "auth": "none",
      "authNotes": "No credential by default. `--password` (or the `KCPP_PASSWORD` environment variable) sets one shared key, sent as `Authorization: Bearer`, and the server reads it from the header only. The key guards text routes. Image generation, upscaling, `/sdapi/v1/interrogate` and `/tts_to_audio` skip the check, and the `--help` text says image endpoints are not secured. Admin routes need `--admin`, an `--admindir` and, when set, a separate `--adminpassword`. Keys have no scopes and change only with a restart. With no `--host` the server listens on all routable interfaces, and CORS reflects any Origin with credentials allowed (https://github.com/LostRuins/koboldcpp/blob/concedo/koboldcpp.py).",
      "pricing": "free",
      "pricingNotes": "Free under AGPL-3.0, with no account, key or card. Nothing is sold by the project. The owner pays for hardware and electricity, and the README links third-party GPU rental (RunPod, SimplePod) and Google Colab as other places to run it.",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the README, the wiki, the API document or `koboldcpp.py` (checked 2026-10-08).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 11972,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-08"
      },
      "docsUrl": "https://github.com/LostRuins/koboldcpp/wiki",
      "llmsTxt": "https://koboldcpp.net/llms.txt",
      "openapi": "https://lite.koboldai.net/koboldcpp_api.json",
      "capabilities": [
        "inference.local",
        "inference.open-weights",
        "agent.mcp-client",
        "embed.text",
        "image.generate",
        "speech.stt",
        "speech.tts",
        "audio.music"
      ],
      "tags": [
        "open-source",
        "local",
        "self-hosted",
        "free",
        "no-card",
        "openai-compatible",
        "openapi",
        "llms-txt",
        "docker",
        "agpl",
        "no-telemetry"
      ],
      "lastRelease": "2026-09-27",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 60.5,
        "grade": "C",
        "agentReady": false,
        "rank": 462,
        "ranked": true,
        "rankOf": 842,
        "categoryRank": 5,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 63,
          "maintenance": 82,
          "payments": 60,
          "reliability": 68,
          "schema": 68,
          "security": 38,
          "transparency": 49
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-08"
        },
        "negative": 0,
        "verdict": "One file runs text, image, speech and music models behind a published OpenAPI 3.0.3 document, with eight releases in 90 days. The server listens on every interface with no password by default, and `--password` leaves the image routes open.",
        "bestFor": "An owner who wants text, image, speech and music models behind one executable with a writing and roleplay interface, and clients that speak the KoboldAI, OpenAI, Ollama or Anthropic formats.",
        "strengths": [
          "OpenAPI 3.0.3 document with 54 operations, served by the program at `/api?json=1` and published at lite.koboldai.net",
          "KoboldAI, OpenAI, Ollama, Anthropic, AUTOMATIC1111 and ComfyUI style routes from one server on port 5001",
          "Eight releases between 10 July and 27 September 2026, each with written notes, and replies on all 24 of the newest open issues",
          "AGPL-3.0, with no telemetry or update check found in `koboldcpp.py` and a wiki statement that inputs are sent nowhere",
          "Admin functions are off by default and take their own `--adminpassword`"
        ],
        "weaknesses": [
          "With no `--host` the server accepts connections on all routable interfaces, and no password is set by default",
          "`--password` covers text routes only. The `--help` text says image endpoints are not secured",
          "CORS reflects any Origin with credentials allowed and permits private-network requests",
          "No `SECURITY.md` or security.txt, and the one advisory (GHSA-qhvp-gj7g-rw26) still lists no patched version",
          "No continuous test run on pushes. Build workflows are started by hand and the only automatic test covers `AutoGuess.json`"
        ],
        "agentNotes": [
          "Start with `--host 127.0.0.1` and `--password`. The default listens on every interface with no key",
          "Send the password as `Authorization: Bearer \u003cpassword\u003e`. It is not read from the query string",
          "Treat 503 as both busy and rate limited. The server never sends 429 or `Retry-After`, and the wait in seconds is in `detail.msg`",
          "Pass `max_length` or `max_tokens`. The default is 2,048 tokens unless `--defaultgenamt` changes it",
          "Send a `genkey` with each generation so `/api/extra/generate/check` and `/api/extra/abort` act on your request and not another caller's"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 60.5
          }
        ],
        "editorialScores": {
          "ergonomics": 63,
          "maintenance": 82,
          "payments": 60,
          "reliability": 68,
          "schema": 68,
          "security": 38,
          "transparency": 70
        },
        "provenanceScore": 27
      },
      "connect": {
        "install": "curl -fLo koboldcpp-linux-x64 https://github.com/LostRuins/koboldcpp/releases/latest/download/koboldcpp-linux-x64 \u0026\u0026 chmod +x koboldcpp-linux-x64 \u0026\u0026 ./koboldcpp-linux-x64\n./koboldcpp-linux-x64 --model /path/to/model.gguf   # listens on port 5001",
        "http": "curl --request POST \\\n    --url http://localhost:5001/api/v1/generate \\\n    --header \"Content-Type: application/json\" \\\n    --data '{\"prompt\": \"Niko the kobold stalked carefully down the alley,\", \"max_context_length\": 2048, \"max_length\": 100}'"
      },
      "letme": {
        "capability": "https://letme.dev/inference.local",
        "tool": "https://letme.dev/koboldcpp"
      },
      "area": "models",
      "provenance": {
        "legalEntity": "",
        "domain": "koboldcpp.net",
        "domainRegistered": "2026-03-18",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "https://github.com/LostRuins/koboldcpp/releases",
        "securityTxt": "none",
        "checked": "2026-10-08",
        "notes": [
          "No legal entity is named in the repository, the wiki or koboldcpp.net. The maintainer publishes as LostRuins on GitHub and Concedo on Discord, and the Windows binary's version resource gives KoboldAI as the company name.",
          "The project publishes no terms of service and no privacy policy, so both fields are empty. The licence is AGPL-3.0 and the only privacy statement is an FAQ entry in the wiki.",
          "The README calls koboldcpp.net the official community website. RDAP gives its registration date as 2026-03-18 and Cloudflare, Inc. as registrar. The README warns that koboldcpp.com is a fake site.",
          "koboldcpp.net/.well-known/security.txt and koboldai.org/.well-known/security.txt return 404. koboldcpp.net/llms.txt returns a short index that links llms-small.txt and llms-full.txt.",
          "There's no shared hosted endpoint. The server runs on the owner's machine. The online API reference is on lite.koboldai.net."
        ],
        "score": 27
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/koboldcpp.json"
    },
    "answer": "KoboldCpp scores 60.5 (C) on agent readiness against TextGen's 45.1 (E), and leads in 4 of 7 scored categories.",
    "b": {
      "slug": "text-generation-webui",
      "name": "TextGen",
      "vendor": "oobabooga",
      "vendorUrl": "https://github.com/oobabooga",
      "kind": "platform",
      "category": "local-ai",
      "summary": "Open-source desktop and browser app for running language models on the owner's hardware, formerly text-generation-webui. With `--api` it serves an OpenAI and Anthropic-compatible local API with tool calling, vision, embeddings and image generation.",
      "url": "https://www.anchorterminal.com/tools/text-generation-webui",
      "markdownUrl": "https://www.anchorterminal.com/tools/text-generation-webui.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/text-generation-webui.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/text-generation-webui.json",
      "repo": "https://github.com/oobabooga/textgen",
      "license": "AGPL-3.0",
      "transports": [
        "http"
      ],
      "packages": [],
      "auth": "api-key",
      "authNotes": "The API takes one optional key from `--api-key`, off by default, sent as `Authorization: Bearer` on the OpenAI routes and as `x-api-key` on `/v1/messages`. A second key from `--admin-key` guards model and LoRA loading, unloading and listing, and equals the API key when unset. Keys are set at launch, have no scopes and change only with a restart. Without `--listen` or `--public-api` the server binds 127.0.0.1, rejects other Host headers and limits CORS to localhost. The web UI has no login unless `--gradio-auth` is set.",
      "pricing": "free",
      "pricingNotes": "Free and AGPL-3.0, with no account, card or paid edition. Portable builds and source are on GitHub (checked 2026-10-08).",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the README, the docs folder or the API source (checked 2026-10-08).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 47700,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-08"
      },
      "docsUrl": "https://github.com/oobabooga/textgen/wiki",
      "capabilities": [
        "inference.local",
        "inference.open-weights",
        "agent.mcp-client",
        "embed.text",
        "image.generate"
      ],
      "tags": [
        "open-source",
        "local",
        "self-hosted",
        "free",
        "no-card",
        "account-free",
        "openai-compatible",
        "open-weights",
        "streaming",
        "mcp",
        "docker",
        "no-telemetry"
      ],
      "lastRelease": "2026-05-20",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 45.1,
        "grade": "E",
        "agentReady": false,
        "rank": 775,
        "ranked": true,
        "rankOf": 842,
        "categoryRank": 15,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 50,
          "maintenance": 24,
          "payments": 60,
          "reliability": 51,
          "schema": 61,
          "security": 40,
          "transparency": 49
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-08"
        },
        "negative": -4,
        "negativeNotes": [
          "2026-03-18. Two Critical advisories at 9.1. GHSA-jg96-p5p6-q3cv (CVE-2026-35050) let a user of the web UI write Python files through a path traversal in extension settings and run them, in 4.1 and earlier, fixed in 4.1.1. GHSA-4p45-76cc-7p62 let a caller write or delete files through a character name on instances started with `--listen`, fixed in 4.0. Both fixed and published, -2. https://github.com/oobabooga/textgen/security/advisories/GHSA-jg96-p5p6-q3cv",
          "2026-03-18. GHSA-fpwc-4mvr-7jpr (High, 7.1). `/v1/chat/completions` and `/v1/completions` fetched any `image_url` from the server side, so a caller could reach internal addresses, in 4.1 and earlier. Fixed in 4.1.1 and published, -1. https://github.com/oobabooga/textgen/security/advisories/GHSA-fpwc-4mvr-7jpr",
          "2025-10-13 to 2026-04-03. Seven more advisories in the year, four High and three Moderate, among them a file read through an uploaded symbolic link, four path traversals in preset, grammar, template and prompt loading, an SSRF in the superbooga extensions and a Gradio path-check bypass fixed in 4.3. All published with fixes, -1. https://github.com/oobabooga/textgen/security"
        ],
        "verdict": "AGPL-3.0 with no telemetry, and a local API on 127.0.0.1:5000 that checks the Host header, limits CORS to localhost and separates an admin key from the caller's key. No release since v4.9 on 20 May 2026, no code commits since 31 May, no test suite, and ten security advisories in the year, all fixed.",
        "bestFor": "A person who wants one app for several backends (llama.cpp, ExLlamaV3, Transformers) with an OpenAI and Anthropic-compatible endpoint, LoRA training and image generation.",
        "strengths": [
          "AGPL-3.0, with analytics switched off in the source and a README that states zero telemetry",
          "One server answers `/v1/chat/completions`, `/v1/completions` and Anthropic's `/v1/messages`, with tool calling and streaming",
          "Since v4.9 the API rejects Host headers other than localhost and 127.0.0.1 and limits CORS to localhost unless `--listen` or `--public-api` is set",
          "A separate `--admin-key` guards model and LoRA loading, apart from the `--api-key` callers use",
          "Ten security advisories published on GitHub with patched versions named, the newest on 3 April 2026"
        ],
        "weaknesses": [
          "No release since v4.9 on 20 May 2026 and no code commit on `main` or `dev` since 31 May 2026",
          "No test suite. The seven GitHub workflows only build release packages on manual dispatch",
          "807 open issues and 40 open pull requests, with no SECURITY.md or disclosure address",
          "Two Critical advisories (9.1) published on 18 March 2026, both path traversals in the web UI, fixed in 4.0 and 4.1.1",
          "The API key is off by default, set only at launch, and has no scopes or per-client keys",
          "No rate limits, error list or published OpenAPI file in the docs. The schema is served only by a running server at `/docs`"
        ],
        "agentNotes": [
          "Ask the owner to launch with `--api`. Nothing listens on port 5000 without it, and a model must be loaded first",
          "Call `http://127.0.0.1:5000/v1`. Any Host header other than localhost or 127.0.0.1 gets 400 `Invalid host header` unless `--listen` is set",
          "Send the key as `Authorization: Bearer` on OpenAI routes and as `x-api-key` on `/v1/messages`. Model loading needs the admin key",
          "Read `http://127.0.0.1:5000/docs` or `modules/api/typing.py` for parameters. `max_tokens` defaults to 512 on chat completions",
          "Run tool calls yourself. The API returns `finish_reason: \"tool_calls\"` and executes nothing on the server",
          "Use the repository name `oobabooga/textgen`. The old `text-generation-webui` URL redirects"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "E",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 45.1
          }
        ],
        "editorialScores": {
          "ergonomics": 50,
          "maintenance": 24,
          "payments": 60,
          "reliability": 51,
          "schema": 61,
          "security": 40,
          "transparency": 70
        },
        "provenanceScore": 27
      },
      "connect": {
        "install": "git clone https://github.com/oobabooga/textgen\ncd textgen\npython -m venv venv\nsource venv/bin/activate\npip install -r requirements/portable/requirements.txt --upgrade\npython server.py --portable --api --auto-launch",
        "http": "curl http://127.0.0.1:5000/v1/chat/completions \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"messages\": [{\"role\": \"user\", \"content\": \"Hello!\"}], \"temperature\": 0.6, \"top_p\": 0.95, \"top_k\": 20}'"
      },
      "letme": {
        "capability": "https://letme.dev/inference.local",
        "tool": "https://letme.dev/text-generation-webui"
      },
      "area": "models",
      "provenance": {
        "legalEntity": "",
        "domain": "github.com/oobabooga",
        "domainRegistered": "",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "https://github.com/oobabooga/textgen/releases",
        "securityTxt": "none",
        "checked": "2026-10-08",
        "notes": [
          "The project belongs to a developer who publishes as oobabooga. The LICENSE is the AGPL-3.0 text and names no legal entity, and the README acknowledges a grant from Andreessen Horowitz in August 2023.",
          "No vendor domain. The README links only the GitHub repository, its wiki, a subreddit, a Substack and a Hugging Face space.",
          "No terms of use and no privacy policy were found in the repository, the README or the wiki, so both fields are left out. The README states zero telemetry.",
          "No SECURITY.md (the Security tab says none is set up) and no security.txt of the project's own.",
          "There's no hosted endpoint. The API answers on the owner's machine, at 127.0.0.1:5000 by default."
        ],
        "score": 27
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/text-generation-webui.json"
    },
    "facts": [
      {
        "a": "HTTP API",
        "b": "Model platform",
        "name": "Kind"
      },
      {
        "a": "LostRuins (Concedo)",
        "b": "oobabooga",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP",
        "b": "HTTP",
        "name": "Transports"
      },
      {
        "a": "None",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Free",
        "b": "Free",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "AGPL-3.0 for KoboldCpp and KoboldAI Lite. The bundled GGML, llama.cpp and stable-diffusion.cpp code stays under MIT",
        "b": "AGPL-3.0",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "2026-09-27",
        "b": "2026-05-20",
        "name": "Last release"
      },
      {
        "a": "no document linked",
        "b": "no document linked",
        "name": "Terms last updated"
      },
      {
        "a": "no document linked",
        "b": "no document linked",
        "name": "Privacy policy last updated"
      },
      {
        "a": "",
        "b": "",
        "name": "Customer content may train models"
      },
      {
        "a": "",
        "b": "",
        "name": "Terms restrict automated access"
      },
      {
        "a": "",
        "b": "",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "",
        "b": "",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "",
        "b": "",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "12k stars",
        "b": "48k stars",
        "name": "Popularity"
      }
    ],
    "faq": [
      {
        "answer": "KoboldCpp scores 60.5 (C) on agent readiness against TextGen's 45.1 (E), and leads in 4 of 7 scored categories.",
        "question": "Which is better for AI agents, KoboldCpp or TextGen?"
      },
      {
        "answer": "No hosted endpoint is listed for KoboldCpp. No hosted endpoint is listed for TextGen.",
        "question": "Can an agent call KoboldCpp and TextGen without installing anything?"
      },
      {
        "answer": "Yes. KoboldCpp is open source (AGPL-3.0 for KoboldCpp and KoboldAI Lite. The bundled GGML, llama.cpp and stable-diffusion.cpp code stays under MIT). TextGen is open source (AGPL-3.0).",
        "question": "Are KoboldCpp and TextGen open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 68 against 51",
          "Schema \u0026 documentation, 68 against 61",
          "Agent ergonomics, 63 against 50",
          "Maintenance \u0026 community, 82 against 24"
        ],
        "also": [
          "No key needed to call it",
          "No incidents deducted, where TextGen loses 4 points for them"
        ],
        "goodFor": "An owner who wants text, image, speech and music models behind one executable with a writing and roleplay interface, and clients that speak the KoboldAI, OpenAI, Ollama or Anthropic formats.",
        "slug": "koboldcpp",
        "watchFor": "With no `--host` the server accepts connections on all routable interfaces, and no password is set by default"
      },
      {
        "aheadOn": null,
        "also": null,
        "goodFor": "A person who wants one app for several backends (llama.cpp, ExLlamaV3, Transformers) with an OpenAI and Anthropic-compatible endpoint, LoRA training and image generation.",
        "slug": "text-generation-webui",
        "watchFor": "No release since v4.9 on 20 May 2026 and no code commit on `main` or `dev` since 31 May 2026"
      }
    ],
    "job": {
      "capability": "inference.local",
      "name": "Local inference"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/anythingllm-vs-koboldcpp.json",
        "title": "AnythingLLM vs KoboldCpp",
        "url": "https://www.anchorterminal.com/compare/anythingllm-vs-koboldcpp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/anythingllm-vs-text-generation-webui.json",
        "title": "AnythingLLM vs TextGen",
        "url": "https://www.anchorterminal.com/compare/anythingllm-vs-text-generation-webui"
      },
      {
        "json": "https://www.anchorterminal.com/compare/docker-model-runner-vs-koboldcpp.json",
        "title": "Docker Model Runner vs KoboldCpp",
        "url": "https://www.anchorterminal.com/compare/docker-model-runner-vs-koboldcpp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/docker-model-runner-vs-text-generation-webui.json",
        "title": "Docker Model Runner vs TextGen",
        "url": "https://www.anchorterminal.com/compare/docker-model-runner-vs-text-generation-webui"
      },
      {
        "json": "https://www.anchorterminal.com/compare/foundry-local-vs-koboldcpp.json",
        "title": "Foundry Local vs KoboldCpp",
        "url": "https://www.anchorterminal.com/compare/foundry-local-vs-koboldcpp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/foundry-local-vs-text-generation-webui.json",
        "title": "Foundry Local vs TextGen",
        "url": "https://www.anchorterminal.com/compare/foundry-local-vs-text-generation-webui"
      },
      {
        "json": "https://www.anchorterminal.com/compare/ghost-core-vs-koboldcpp.json",
        "title": "Core vs KoboldCpp",
        "url": "https://www.anchorterminal.com/compare/ghost-core-vs-koboldcpp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/ghost-core-vs-text-generation-webui.json",
        "title": "Core vs TextGen",
        "url": "https://www.anchorterminal.com/compare/ghost-core-vs-text-generation-webui"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gpt4all-vs-koboldcpp.json",
        "title": "GPT4All vs KoboldCpp",
        "url": "https://www.anchorterminal.com/compare/gpt4all-vs-koboldcpp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gpt4all-vs-text-generation-webui.json",
        "title": "GPT4All vs TextGen",
        "url": "https://www.anchorterminal.com/compare/gpt4all-vs-text-generation-webui"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jan-vs-koboldcpp.json",
        "title": "Jan vs KoboldCpp",
        "url": "https://www.anchorterminal.com/compare/jan-vs-koboldcpp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jan-vs-text-generation-webui.json",
        "title": "Jan vs TextGen",
        "url": "https://www.anchorterminal.com/compare/jan-vs-text-generation-webui"
      },
      {
        "json": "https://www.anchorterminal.com/compare/khoj-vs-koboldcpp.json",
        "title": "Khoj vs KoboldCpp",
        "url": "https://www.anchorterminal.com/compare/khoj-vs-koboldcpp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/khoj-vs-text-generation-webui.json",
        "title": "Khoj vs TextGen",
        "url": "https://www.anchorterminal.com/compare/khoj-vs-text-generation-webui"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koboldcpp-vs-lemonade.json",
        "title": "KoboldCpp vs Lemonade",
        "url": "https://www.anchorterminal.com/compare/koboldcpp-vs-lemonade"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koboldcpp-vs-llama-cpp.json",
        "title": "KoboldCpp vs llama.cpp",
        "url": "https://www.anchorterminal.com/compare/koboldcpp-vs-llama-cpp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koboldcpp-vs-lm-studio.json",
        "title": "KoboldCpp vs LM Studio",
        "url": "https://www.anchorterminal.com/compare/koboldcpp-vs-lm-studio"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koboldcpp-vs-localai.json",
        "title": "KoboldCpp vs LocalAI",
        "url": "https://www.anchorterminal.com/compare/koboldcpp-vs-localai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koboldcpp-vs-mlx-lm.json",
        "title": "KoboldCpp vs MLX LM",
        "url": "https://www.anchorterminal.com/compare/koboldcpp-vs-mlx-lm"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koboldcpp-vs-ollama.json",
        "title": "KoboldCpp vs Ollama",
        "url": "https://www.anchorterminal.com/compare/koboldcpp-vs-ollama"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koboldcpp-vs-open-webui.json",
        "title": "KoboldCpp vs Open WebUI",
        "url": "https://www.anchorterminal.com/compare/koboldcpp-vs-open-webui"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koboldcpp-vs-screenpipe.json",
        "title": "KoboldCpp vs screenpipe",
        "url": "https://www.anchorterminal.com/compare/koboldcpp-vs-screenpipe"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lemonade-vs-text-generation-webui.json",
        "title": "Lemonade vs TextGen",
        "url": "https://www.anchorterminal.com/compare/lemonade-vs-text-generation-webui"
      },
      {
        "json": "https://www.anchorterminal.com/compare/llama-cpp-vs-text-generation-webui.json",
        "title": "llama.cpp vs TextGen",
        "url": "https://www.anchorterminal.com/compare/llama-cpp-vs-text-generation-webui"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lm-studio-vs-text-generation-webui.json",
        "title": "LM Studio vs TextGen",
        "url": "https://www.anchorterminal.com/compare/lm-studio-vs-text-generation-webui"
      },
      {
        "json": "https://www.anchorterminal.com/compare/localai-vs-text-generation-webui.json",
        "title": "LocalAI vs TextGen",
        "url": "https://www.anchorterminal.com/compare/localai-vs-text-generation-webui"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mlx-lm-vs-text-generation-webui.json",
        "title": "MLX LM vs TextGen",
        "url": "https://www.anchorterminal.com/compare/mlx-lm-vs-text-generation-webui"
      },
      {
        "json": "https://www.anchorterminal.com/compare/ollama-vs-text-generation-webui.json",
        "title": "Ollama vs TextGen",
        "url": "https://www.anchorterminal.com/compare/ollama-vs-text-generation-webui"
      },
      {
        "json": "https://www.anchorterminal.com/compare/open-webui-vs-text-generation-webui.json",
        "title": "Open WebUI vs TextGen",
        "url": "https://www.anchorterminal.com/compare/open-webui-vs-text-generation-webui"
      },
      {
        "json": "https://www.anchorterminal.com/compare/screenpipe-vs-text-generation-webui.json",
        "title": "screenpipe vs TextGen",
        "url": "https://www.anchorterminal.com/compare/screenpipe-vs-text-generation-webui"
      },
      {
        "json": "https://www.anchorterminal.com/compare/koboldcpp-vs-underdog.json",
        "title": "KoboldCpp vs Underdog",
        "url": "https://www.anchorterminal.com/compare/koboldcpp-vs-underdog"
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      {
        "json": "https://www.anchorterminal.com/compare/text-generation-webui-vs-underdog.json",
        "title": "TextGen vs Underdog",
        "url": "https://www.anchorterminal.com/compare/text-generation-webui-vs-underdog"
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    "scores": [
      {
        "by": 17,
        "edge": "koboldcpp",
        "key": "reliability",
        "koboldcpp": 68,
        "name": "Reliability",
        "text-generation-webui": 51,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 7,
        "edge": "koboldcpp",
        "key": "schema",
        "koboldcpp": 68,
        "name": "Schema \u0026 documentation",
        "text-generation-webui": 61,
        "weight": 13
      },
      {
        "by": 13,
        "edge": "koboldcpp",
        "key": "ergonomics",
        "koboldcpp": 63,
        "name": "Agent ergonomics",
        "text-generation-webui": 50,
        "weight": 13
      },
      {
        "by": 2,
        "edge": "text-generation-webui",
        "key": "security",
        "koboldcpp": 38,
        "name": "Security \u0026 auth",
        "text-generation-webui": 40,
        "weight": 14
      },
      {
        "by": 0,
        "edge": "",
        "key": "payments",
        "koboldcpp": 60,
        "name": "Payments \u0026 pricing",
        "text-generation-webui": 60,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 58,
        "edge": "koboldcpp",
        "key": "maintenance",
        "koboldcpp": 82,
        "name": "Maintenance \u0026 community",
        "text-generation-webui": 24,
        "weight": 7
      },
      {
        "by": 0,
        "edge": "",
        "key": "transparency",
        "koboldcpp": 49,
        "name": "Transparency \u0026 trust",
        "text-generation-webui": 49,
        "weight": 7
      }
    ],
    "summary": "KoboldCpp scores 60.5 (C) on agent readiness against TextGen's 45.1 (E), and leads in 4 of 7 scored categories. Both do local inference.",
    "verdicts": {
      "koboldcpp": "One file runs text, image, speech and music models behind a published OpenAPI 3.0.3 document, with eight releases in 90 days. The server listens on every interface with no password by default, and `--password` leaves the image routes open.",
      "text-generation-webui": "AGPL-3.0 with no telemetry, and a local API on 127.0.0.1:5000 that checks the Host header, limits CORS to localhost and separates an admin key from the caller's key. No release since v4.9 on 20 May 2026, no code commits since 31 May, no test suite, and ten security advisories in the year, all fixed."
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  "markdown": "KoboldCpp scores 60.5 (C) on agent readiness against TextGen's 45.1 (E), and leads in 4 of 7 scored categories. Both do local inference.\n\n- KoboldCpp: grade C, 60.5/100, rank #462 of 842. Markdown https://www.anchorterminal.com/tools/koboldcpp.md · JSON https://www.anchorterminal.com/api/v1/tools/koboldcpp.json\n- TextGen: grade E, 45.1/100, rank #775 of 842. Markdown https://www.anchorterminal.com/tools/text-generation-webui.md · JSON https://www.anchorterminal.com/api/v1/tools/text-generation-webui.json\n\n## Which one, for what\n\n### KoboldCpp (C)\n\nGood for: An owner who wants text, image, speech and music models behind one executable with a writing and roleplay interface, and clients that speak the KoboldAI, OpenAI, Ollama or Anthropic formats.\n\nAhead on:\n- Reliability, 68 against 51\n- Schema \u0026 documentation, 68 against 61\n- Agent ergonomics, 63 against 50\n- Maintenance \u0026 community, 82 against 24\n\nAlso in its favour:\n- No key needed to call it\n- No incidents deducted, where TextGen loses 4 points for them\n\nWatch for: With no `--host` the server accepts connections on all routable interfaces, and no password is set by default\n\n### TextGen (E)\n\nGood for: A person who wants one app for several backends (llama.cpp, ExLlamaV3, Transformers) with an OpenAI and Anthropic-compatible endpoint, LoRA training and image generation.\n\nWatch for: No release since v4.9 on 20 May 2026 and no code commit on `main` or `dev` since 31 May 2026\n\n\n## Score by category\n\n| Category | Weight | KoboldCpp | TextGen | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 68 | 51 | KoboldCpp +17 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 68 | 61 | KoboldCpp +7 |\n| Agent ergonomics | 13% (16.2 this run) | 63 | 50 | KoboldCpp +13 |\n| Security \u0026 auth | 14% (17.5 this run) | 38 | 40 | TextGen +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) | 82 | 24 | KoboldCpp +58 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 49 | 49 | even |\n| Negative events | ≤15 | 0 | -4 | |\n| **Total** | | **60.5 · C** | **45.1 · E** | |\n\n## Facts side by side\n\n| Fact | KoboldCpp | TextGen |\n| --- | --- | --- |\n| Kind | HTTP API | Model platform |\n| Vendor | LostRuins (Concedo) | oobabooga |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | HTTP | HTTP |\n| Auth | None | API key |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | AGPL-3.0 for KoboldCpp and KoboldAI Lite. The bundled GGML, llama.cpp and stable-diffusion.cpp code stays under MIT | AGPL-3.0 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| Last release | 2026-09-27 | 2026-05-20 |\n| Terms last updated | no document linked | no document linked |\n| Privacy policy last updated | no document linked | no document linked |\n| Customer content may train models |  |  |\n| Terms restrict automated access |  |  |\n| Terms restrict benchmarking |  |  |\n| Terms or service can change without notice |  |  |\n| Arbitration or class-action waiver |  |  |\n| Popularity | 12k stars | 48k stars |\n\n## Verdicts\n\n**KoboldCpp.** One file runs text, image, speech and music models behind a published OpenAPI 3.0.3 document, with eight releases in 90 days. The server listens on every interface with no password by default, and `--password` leaves the image routes open.\n\n**TextGen.** AGPL-3.0 with no telemetry, and a local API on 127.0.0.1:5000 that checks the Host header, limits CORS to localhost and separates an admin key from the caller's key. No release since v4.9 on 20 May 2026, no code commits since 31 May, no test suite, and ten security advisories in the year, all fixed.\n\n## Before you call either\n\n### KoboldCpp\n\n1. Start with `--host 127.0.0.1` and `--password`. The default listens on every interface with no key\n2. Send the password as `Authorization: Bearer \u003cpassword\u003e`. It is not read from the query string\n3. Treat 503 as both busy and rate limited. The server never sends 429 or `Retry-After`, and the wait in seconds is in `detail.msg`\n4. Pass `max_length` or `max_tokens`. The default is 2,048 tokens unless `--defaultgenamt` changes it\n5. Send a `genkey` with each generation so `/api/extra/generate/check` and `/api/extra/abort` act on your request and not another caller's\n\n### TextGen\n\n1. Ask the owner to launch with `--api`. Nothing listens on port 5000 without it, and a model must be loaded first\n2. Call `http://127.0.0.1:5000/v1`. Any Host header other than localhost or 127.0.0.1 gets 400 `Invalid host header` unless `--listen` is set\n3. Send the key as `Authorization: Bearer` on OpenAI routes and as `x-api-key` on `/v1/messages`. Model loading needs the admin key\n4. Read `http://127.0.0.1:5000/docs` or `modules/api/typing.py` for parameters. `max_tokens` defaults to 512 on chat completions\n5. Run tool calls yourself. The API returns `finish_reason: \"tool_calls\"` and executes nothing on the server\n6. Use the repository name `oobabooga/textgen`. The old `text-generation-webui` URL redirects\n\n## Questions\n\n### Which is better for AI agents, KoboldCpp or TextGen?\n\nKoboldCpp scores 60.5 (C) on agent readiness against TextGen's 45.1 (E), and leads in 4 of 7 scored categories.\n\n### Can an agent call KoboldCpp and TextGen without installing anything?\n\nNo hosted endpoint is listed for KoboldCpp. No hosted endpoint is listed for TextGen.\n\n### Are KoboldCpp and TextGen open source?\n\nYes. KoboldCpp is open source (AGPL-3.0 for KoboldCpp and KoboldAI Lite. The bundled GGML, llama.cpp and stable-diffusion.cpp code stays under MIT). TextGen is open source (AGPL-3.0).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/koboldcpp-vs-text-generation-webui.json, and with the fewest tokens: https://www.anchorterminal.com/compare/koboldcpp-vs-text-generation-webui.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"koboldcpp\", \"b\": \"text-generation-webui\"}`. From a terminal: `anchor compare koboldcpp text-generation-webui`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/koboldcpp.json and https://www.anchorterminal.com/api/v1/tools/text-generation-webui.json\n\n## Other comparisons with KoboldCpp or TextGen\n\n- [AnythingLLM vs KoboldCpp](https://www.anchorterminal.com/compare/anythingllm-vs-koboldcpp.md)\n- [AnythingLLM vs TextGen](https://www.anchorterminal.com/compare/anythingllm-vs-text-generation-webui.md)\n- [Docker Model Runner vs KoboldCpp](https://www.anchorterminal.com/compare/docker-model-runner-vs-koboldcpp.md)\n- [Docker Model Runner vs TextGen](https://www.anchorterminal.com/compare/docker-model-runner-vs-text-generation-webui.md)\n- [Foundry Local vs KoboldCpp](https://www.anchorterminal.com/compare/foundry-local-vs-koboldcpp.md)\n- [Foundry Local vs TextGen](https://www.anchorterminal.com/compare/foundry-local-vs-text-generation-webui.md)\n- [Core vs KoboldCpp](https://www.anchorterminal.com/compare/ghost-core-vs-koboldcpp.md)\n- [Core vs TextGen](https://www.anchorterminal.com/compare/ghost-core-vs-text-generation-webui.md)\n- [GPT4All vs KoboldCpp](https://www.anchorterminal.com/compare/gpt4all-vs-koboldcpp.md)\n- [GPT4All vs TextGen](https://www.anchorterminal.com/compare/gpt4all-vs-text-generation-webui.md)\n- [Jan vs KoboldCpp](https://www.anchorterminal.com/compare/jan-vs-koboldcpp.md)\n- [Jan vs TextGen](https://www.anchorterminal.com/compare/jan-vs-text-generation-webui.md)\n- [Khoj vs KoboldCpp](https://www.anchorterminal.com/compare/khoj-vs-koboldcpp.md)\n- [Khoj vs TextGen](https://www.anchorterminal.com/compare/khoj-vs-text-generation-webui.md)\n- [KoboldCpp vs Lemonade](https://www.anchorterminal.com/compare/koboldcpp-vs-lemonade.md)\n- [KoboldCpp vs llama.cpp](https://www.anchorterminal.com/compare/koboldcpp-vs-llama-cpp.md)\n- [KoboldCpp vs LM Studio](https://www.anchorterminal.com/compare/koboldcpp-vs-lm-studio.md)\n- [KoboldCpp vs LocalAI](https://www.anchorterminal.com/compare/koboldcpp-vs-localai.md)\n- [KoboldCpp vs MLX LM](https://www.anchorterminal.com/compare/koboldcpp-vs-mlx-lm.md)\n- [KoboldCpp vs Ollama](https://www.anchorterminal.com/compare/koboldcpp-vs-ollama.md)\n- [KoboldCpp vs Open WebUI](https://www.anchorterminal.com/compare/koboldcpp-vs-open-webui.md)\n- [KoboldCpp vs screenpipe](https://www.anchorterminal.com/compare/koboldcpp-vs-screenpipe.md)\n- [Lemonade vs TextGen](https://www.anchorterminal.com/compare/lemonade-vs-text-generation-webui.md)\n- [llama.cpp vs TextGen](https://www.anchorterminal.com/compare/llama-cpp-vs-text-generation-webui.md)\n- [LM Studio vs TextGen](https://www.anchorterminal.com/compare/lm-studio-vs-text-generation-webui.md)\n- [LocalAI vs TextGen](https://www.anchorterminal.com/compare/localai-vs-text-generation-webui.md)\n- [MLX LM vs TextGen](https://www.anchorterminal.com/compare/mlx-lm-vs-text-generation-webui.md)\n- [Ollama vs TextGen](https://www.anchorterminal.com/compare/ollama-vs-text-generation-webui.md)\n- [Open WebUI vs TextGen](https://www.anchorterminal.com/compare/open-webui-vs-text-generation-webui.md)\n- [screenpipe vs TextGen](https://www.anchorterminal.com/compare/screenpipe-vs-text-generation-webui.md)\n- [KoboldCpp vs Underdog](https://www.anchorterminal.com/compare/koboldcpp-vs-underdog.md)\n- [TextGen vs Underdog](https://www.anchorterminal.com/compare/text-generation-webui-vs-underdog.md)\n",
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