[
  {
    "id": "litellm-docs-1",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/",
    "excerpt": "Call any provider using the same completion() interface, with no API to re-learn for each one",
    "fetchedAt": "2026-09-04T00:48:44.920Z"
  },
  {
    "id": "litellm-docs-2",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/",
    "excerpt": "Every response follows the OpenAI Chat Completions format, regardless of provider.",
    "fetchedAt": "2026-09-04T00:48:44.920Z"
  },
  {
    "id": "litellm-gh-1",
    "tier": "github",
    "url": "https://github.com/BerriAI/litellm",
    "excerpt": "Drop-in OpenAI compatibility — swap providers without rewriting your code",
    "fetchedAt": "2026-09-04T00:48:44.920Z"
  },
  {
    "id": "litellm-docs-3",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/routing",
    "excerpt": "Load-balance across multiple deployments (e.g. Azure/OpenAI)",
    "fetchedAt": "2026-09-04T00:48:44.920Z"
  },
  {
    "id": "litellm-docs-4",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/proxy/reliability",
    "excerpt": "If a call fails after num_retries, LiteLLM falls back to another model group, so a failing model or provider automatically fails over to a healthy backup.",
    "fetchedAt": "2026-09-04T00:48:44.920Z"
  },
  {
    "id": "litellm-docs-5",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/",
    "excerpt": "Self-hosted LLM Gateway (Proxy) with virtual keys, cost tracking, and an admin UI",
    "fetchedAt": "2026-09-04T00:48:44.920Z"
  },
  {
    "id": "litellm-docs-6",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/proxy/cost_tracking",
    "excerpt": "Track spend for keys, users, and teams across 100+ LLMs.",
    "fetchedAt": "2026-09-04T00:48:44.920Z"
  },
  {
    "id": "litellm-docs-7",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/proxy/users",
    "excerpt": "Personal budgets: Create virtual keys without team_id for individual spending limits",
    "fetchedAt": "2026-09-04T00:48:44.920Z"
  },
  {
    "id": "litellm-docs-8",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/proxy/virtual_keys",
    "excerpt": "Track Spend, and control model access via virtual keys for the proxy",
    "fetchedAt": "2026-09-04T00:48:44.920Z"
  },
  {
    "id": "litellm-docs-9",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/proxy/caching",
    "excerpt": "LiteLLM's caching system stores and reuses LLM responses to save costs and reduce latency.",
    "fetchedAt": "2026-09-04T00:48:44.920Z"
  },
  {
    "id": "litellm-docs-10",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/proxy/logging",
    "excerpt": "Log Proxy input, output, and exceptions using: Langfuse, OpenTelemetry, GCS, s3, Azure (Blob) Buckets...",
    "fetchedAt": "2026-09-04T00:48:44.920Z"
  },
  {
    "id": "litellm-docs-11",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/proxy/logging",
    "excerpt": "LiteLLM generates a unique call_id for each request. This call_id can be used to track the request across the system.",
    "fetchedAt": "2026-09-04T00:48:44.920Z"
  },
  {
    "id": "litellm-docs-12",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/proxy/logging",
    "excerpt": "This will prevent the messages and responses from being logged to your logging provider, but request metadata - e.g. spend, will still be tracked.",
    "fetchedAt": "2026-09-04T00:48:44.920Z"
  },
  {
    "id": "litellm-docs-13",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/proxy/cli",
    "excerpt": "The number of worker processes to spin up (uvicorn, gunicorn, or Granian --workers).",
    "fetchedAt": "2026-09-04T00:48:44.920Z"
  },
  {
    "id": "litellm-docs-14",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/mcp",
    "excerpt": "LiteLLM Proxy provides an MCP Gateway that allows you to use a fixed endpoint for all MCP tools and control MCP access by Key, Team.",
    "fetchedAt": "2026-09-04T00:48:44.920Z"
  },
  {
    "id": "litellm-docs-15",
    "tier": "claimed-docs",
    "url": "https://www.litellm.ai",
    "excerpt": "Put your full AI stack behind one key. See who is driving spend, cap it before it runs, and send each request to the model that should handle it.",
    "fetchedAt": "2026-09-04T00:48:44.920Z"
  },
  {
    "id": "litellm-docs-16",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/",
    "excerpt": "Call any provider using the same `completion()` interface, with no API to re-learn for each one",
    "fetchedAt": "2026-09-04T00:50:13.993Z"
  },
  {
    "id": "litellm-docs-17",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/",
    "excerpt": "Consistent output format regardless of which provider or model you use",
    "fetchedAt": "2026-09-04T00:50:13.993Z"
  },
  {
    "id": "litellm-docs-18",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/proxy/reliability",
    "excerpt": "content_policy_fallbacks: For litellm.ContentPolicyViolationError - LiteLLM maps content policy violation errors across providers",
    "fetchedAt": "2026-09-04T00:50:13.993Z"
  },
  {
    "id": "litellm-docs-19",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/proxy/logging",
    "excerpt": "LiteLLM generates a unique `call_id` for each request. This `call_id` can be used to track the request across the system.",
    "fetchedAt": "2026-09-04T00:50:13.993Z"
  },
  {
    "id": "litellm-docs-20",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/proxy/cli",
    "excerpt": "The number of worker processes to spin up (uvicorn, gunicorn, or Granian `--workers`).",
    "fetchedAt": "2026-09-04T00:50:13.993Z"
  },
  {
    "id": "litellm-docs-21",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/proxy/reliability",
    "excerpt": "so a failing model or provider automatically fails over to a healthy backup",
    "fetchedAt": "2026-09-04T00:51:57.555Z"
  },
  {
    "id": "litellm-docs-22",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/proxy/reliability",
    "excerpt": "The request to `model=\"zephyr-beta\"` will fail... litellm proxy will loop through all the model_groups specified in `fallbacks=[\"gpt-3.5-turbo\"]`",
    "fetchedAt": "2026-09-04T00:51:57.555Z"
  },
  {
    "id": "litellm-docs-23",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/",
    "excerpt": "Self-hosted [LLM Gateway (Proxy)](/docs/simple_proxy) with virtual keys, cost tracking, and an admin UI",
    "fetchedAt": "2026-09-04T00:51:57.555Z"
  },
  {
    "id": "litellm-docs-24",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/proxy/cost_tracking",
    "excerpt": "pass tags to track spend by tags",
    "fetchedAt": "2026-09-04T00:51:57.555Z"
  },
  {
    "id": "litellm-docs-25",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/proxy/users",
    "excerpt": "Apply a budget across all calls on the proxy... budget_duration: 30d # (str) frequency of reset",
    "fetchedAt": "2026-09-04T00:51:57.555Z"
  },
  {
    "id": "litellm-docs-26",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/proxy/users",
    "excerpt": "\"team_alias\": \"my-new-team_4\", ... \"rpm_limit\": 99",
    "fetchedAt": "2026-09-04T00:51:57.555Z"
  },
  {
    "id": "litellm-docs-27",
    "tier": "claimed-docs",
    "url": "https://docs.litellm.ai/docs/mcp",
    "excerpt": "On the LiteLLM UI, Navigate to \"MCP Servers\" and click \"Add New MCP Server\".",
    "fetchedAt": "2026-09-04T00:51:57.555Z"
  },
  {
    "id": "litellm-comm-1",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=47501426",
    "excerpt": "LiteLLM 1.82.7 and 1.82.8 on PyPI were compromised with a credential-stealing package; user said 'I only use it as lightweight wrapper and will most likely move away from it entirely. Not worth the risk.'",
    "fetchedAt": "2026-09-04T00:53:44.865Z"
  },
  {
    "id": "litellm-comm-2",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=47501426",
    "excerpt": "The GitHub account of LiteLLM's Founder/CTO (krrishdholakia) appears to have been fully compromised, with public repos vandalized to say 'teampcp owns BerriAI.'",
    "fetchedAt": "2026-09-04T00:53:44.865Z"
  },
  {
    "id": "litellm-comm-3",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=47501426",
    "excerpt": "'Does anyone know a good alternate project... LiteLLM has been getting worse and trying to get me to upgrade to a paid version. I also had issues with creating tokens for other users etc.'",
    "fetchedAt": "2026-09-04T00:53:44.865Z"
  },
  {
    "id": "litellm-comm-4",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=47501426",
    "excerpt": "'Now I feel lucky that I switched to just using OpenRouter a year ago because LiteLLM was incredible flaky and kept causing outages.'",
    "fetchedAt": "2026-09-04T00:53:44.865Z"
  },
  {
    "id": "litellm-comm-5",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=47501426",
    "excerpt": "'LiteLLM is the second worst software project known to man. (First is LangChain. Third is OpenClaw.)'",
    "fetchedAt": "2026-09-04T00:53:44.865Z"
  },
  {
    "id": "litellm-comm-6",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=47501426",
    "excerpt": "A user described running LiteLLM as a proxy in their homelab via the litellm/litellm docker image for local LLM gateway management, noting they were on an unaffected older version (1.77).",
    "fetchedAt": "2026-09-04T00:53:44.865Z"
  },
  {
    "id": "litellm-comm-7",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=47501426",
    "excerpt": "'That's a bad supply-chain attack, many folks use litellm as main gateway' — reflecting how widely used LiteLLM is as an LLM gateway.",
    "fetchedAt": "2026-09-04T00:53:44.865Z"
  },
  {
    "id": "litellm-comm-8",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=47501426",
    "excerpt": "PyPI quarantined the compromised LiteLLM package quickly after the report; commenters noted 'It's been quarantined on PyPI' and praised the fast turnaround.",
    "fetchedAt": "2026-09-04T00:53:44.865Z"
  },
  {
    "id": "litellm-comm-9",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=47501426",
    "excerpt": "Someone quoted LiteLLM's security certifications page (SOC 2 Type I/II, ISO 27001) sarcastically ('ROFL') in light of the compromise, mocking the value of such certifications given the breach.",
    "fetchedAt": "2026-09-04T00:53:44.865Z"
  },
  {
    "id": "litellm-comm-10",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=47596739",
    "excerpt": "Mercor reported being hit by a cyberattack tied to the LiteLLM compromise; the incident reportedly prompted LiteLLM to switch its compliance certification vendor from Delve to Vanta.",
    "fetchedAt": "2026-09-04T00:53:44.865Z"
  },
  {
    "id": "litellm-comm-11",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=47531967",
    "excerpt": "Description of the infection chain from a security researcher's investigation: 'Cursor → futuresearch-mcp-legacy (v0.6.0) → litellm (v1.82.8) → litellm_init.pth' shipped as an official PyPI wheel with the malicious file listed in the package manifest.",
    "fetchedAt": "2026-09-04T00:53:44.865Z"
  },
  {
    "id": "litellm-comm-12",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/37095542",
    "excerpt": "Show HN launch of LiteLLM Proxy Server: praised as 'super compelling' with maintainers noting motivation was avoiding messy 100-line if/else statements for reliable model switching across 50+ LLM providers.",
    "fetchedAt": "2026-09-04T00:53:44.865Z"
  },
  {
    "id": "litellm-comm-13",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/37095542",
    "excerpt": "LiteLLM maintainer confirmed proxy supports streaming and function-calling in the same way as the openai-python SDK, and added Ollama integration within hours of user requests for local LLM support.",
    "fetchedAt": "2026-09-04T00:53:44.865Z"
  },
  {
    "id": "litellm-comm-14",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/36887711",
    "excerpt": "Show HN launch of the original LiteLLM library; a user praised it: 'This is amazing. Really needed something like this to standardize all my different AI APIs! ... I love how quickly your team is shipping!'",
    "fetchedAt": "2026-09-04T00:53:44.865Z"
  },
  {
    "id": "litellm-comm-15",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/36887711",
    "excerpt": "Maintainer distinguished LiteLLM from a similar library (llm-client-sdk) by stating 'while your library looks really powerful my goal with Litellm is simplicity.'",
    "fetchedAt": "2026-09-04T00:53:44.865Z"
  },
  {
    "id": "litellm-probe-1",
    "tier": "probe",
    "url": "https://docs.litellm.ai/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://docs.litellm.ai/llms.txt # https://docs.litellm.ai/ llms.txt\n\n- [LiteLLM Overview](https://docs.litellm.ai/): Access and manage 100+ LLMs with Li",
    "fetchedAt": "2026-09-04T00:54:08.679Z"
  },
  {
    "id": "litellm-probe-2",
    "tier": "probe",
    "url": "https://docs.litellm.ai/docs/.md",
    "excerpt": "PROBE docs-md: HTTP 404 at https://docs.litellm.ai/docs/.md",
    "fetchedAt": "2026-09-04T00:54:08.679Z"
  },
  {
    "id": "litellm-probe-3",
    "tier": "probe",
    "url": "https://docs.litellm.ai/openapi.json",
    "excerpt": "PROBE openapi: all candidate paths 404 (https://docs.litellm.ai/openapi.json, https://docs.litellm.ai/swagger.json, https://docs.litellm.ai/api/openapi.json, https://docs.litellm.ai/.well-known/openapi.json)",
    "fetchedAt": "2026-09-04T00:54:08.679Z"
  },
  {
    "id": "litellm-probe-4",
    "tier": "probe",
    "url": "https://docs.litellm.ai/docs/proxy/cli",
    "excerpt": "official CLI documented at https://docs.litellm.ai/docs/proxy/cli",
    "fetchedAt": "2026-09-04T00:54:08.679Z"
  }
]