litellm/litellm/proxy
devin-ai-integration[bot] bf56719f09
fix: cap cold MCP schema workers at usable CPUs and deflake wall-clock unit tests (#45791)
* test: inject clocks and wait on conditions in three wall-clock-flaky unit tests

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* test: keep generic API logger tests on 3.10 and cover automatic sending

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* test: pin router usage minute in shared rate-limit header test

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* test: stabilize three wall-clock-sensitive unit tests

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(mcp): cap cold schema validation workers at the CPUs the proxy can use

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* test: inject the cache clock and wait on lock contention instead of 1s deadlines

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* test(mcp): wait on listing events instead of 1s deadlines in the discovery drain test

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

---------

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: mateo <mateo@berri.ai>
2026-10-15 00:47:59 -07:00
..
_experimental fix: cap cold MCP schema workers at usable CPUs and deflake wall-clock unit tests (#45791) 2026-10-15 00:47:59 -07:00
a2a perf(types): defer pydantic schema builds via shared LiteLLMBaseModel (#44720) 2026-10-05 22:10:08 -07:00
agent_endpoints fix(mcp): leave out tool texts too long to embed instead of failing tool search (#43554) 2026-10-14 14:53:00 -07:00
analytics_endpoints fix(proxy): scope /global/activity/cache_hits analytics to the caller's own and permitted-team logs (#46210) 2026-10-14 10:01:21 +02:00
anthropic_endpoints feat(access-groups): grant Claude Code skills through access groups (#46294) 2026-10-14 23:18:50 +00:00
auth feat(access-groups): grant Claude Code skills through access groups (#46294) 2026-10-14 23:18:50 +00:00
batches_endpoints fix(proxy): save file details for every batch output file so they list and retrieve (#41761) 2026-10-08 18:51:45 -07:00
client fix(cli): run group subcommands in the lite shell and default to the logged-in gateway (#46511) 2026-10-14 18:25:34 -07:00
common_utils fix(proxy): resolve model aliases to their target deployment for listing metadata (#41041) 2026-10-15 00:38:50 -07:00
config_management_endpoints
config_resolvers fix(proxy): enforce internal-user model creation prohibition (#44438) 2026-10-05 11:32:05 -07:00
container_endpoints refactor(proxy): expose public names for private proxy helpers (#45170) 2026-10-07 18:59:27 -07:00
credential_endpoints refactor: clean up fresh tech debt in per-user Copilot auth, Ternary FOCUS export and telemetry (#45769) 2026-10-15 04:29:27 +00:00
custom_hooks refactor(proxy): expose public names for private proxy helpers (#45170) 2026-10-07 18:59:27 -07:00
db fix(proxy): finish prisma engine requests when their caller is cancelled (#46503) 2026-10-14 15:09:16 -07:00
decisions_endpoints feat(typesafe): support Jev 1.14 images, box questions, and long-context headers (#46596) 2026-10-14 22:29:48 -07:00
discovery_endpoints feat(helm): support a separate hostname per component in the componentized deploy (#46360) 2026-10-14 14:56:36 -07:00
enterprise_billing
example_config_yaml chore(lint): remove the LIT002 mutable-construction rule (#43971) 2026-10-01 12:24:02 -07:00
fine_tuning_endpoints refactor(proxy): expose public names for private proxy helpers (#45170) 2026-10-07 18:59:27 -07:00
google_endpoints fix(bedrock): count tokens on bedrock-mantle when bedrock-runtime cannot count a Claude model (#45317) 2026-10-08 15:26:49 -07:00
guardrails fix(responses bridge): round-trip tool_search_call and tool_search_output items between turns (#46444) 2026-10-14 21:40:14 -07:00
health_check_utils chore(typing): clear 670 basedpyright Any errors by validating provider payloads at the boundary (#45388) 2026-10-13 15:35:23 -07:00
health_endpoints fix(proxy): accept every known logging callback on /health/services (#46297) 2026-10-14 12:30:50 -07:00
hooks fix(proxy): check previous_response_id ownership on /v1/responses/compact (#46408) 2026-10-14 17:57:34 +00:00
image_endpoints refactor(proxy): expose public names for private proxy helpers (#45170) 2026-10-07 18:59:27 -07:00
lens refactor(lens): connect LiteLLM to the independent Lens service (#45529) 2026-10-09 16:17:05 -07:00
list_api fix(proxy): keep the submitted body out of 422 validation errors (#43231) 2026-09-25 17:05:53 -07:00
logging_endpoints refactor(types): replace Any with proven types in 157 files (#44798) 2026-10-06 15:31:54 +00:00
management fix(projects): show Projects to team and org admins and scope it correctly (#41325) 2026-10-06 14:33:31 -07:00
management_endpoints feat(proxy): let proxy admins open team metadata to team admins, keeping proxy settings with proxy admins (#46506) 2026-10-14 23:51:44 +00:00
management_helpers fix(managed_files): enforce input file ownership on batch and fine-tuning create (#45855) 2026-10-12 13:58:25 -04:00
memory refactor(proxy): rename management/teams/access.py to authz.py (#44624) 2026-10-05 19:11:20 +00:00
middleware fix(proxy): gzip responses over 16 KiB off the event loop (#46362) 2026-10-14 22:36:59 -07:00
ocr_endpoints fix(proxy)!: return provider-matching 4xx for the LIT-8062 status code follow-ups (#45537) 2026-10-13 11:42:39 -07:00
openai_evals_endpoints refactor(proxy): expose public names for private proxy helpers (#45170) 2026-10-07 18:59:27 -07:00
openai_files_endpoints chore(typing): clear 670 basedpyright Any errors by validating provider payloads at the boundary (#45388) 2026-10-13 15:35:23 -07:00
pass_through_endpoints feat(typesafe): support Jev 1.14 images, box questions, and long-context headers (#46596) 2026-10-14 22:29:48 -07:00
policy_engine chore(typing): clear 670 basedpyright Any errors by validating provider payloads at the boundary (#45388) 2026-10-13 15:35:23 -07:00
prompts refactor: expose core private helpers under public names (#44871) 2026-10-07 00:05:27 +00:00
public_endpoints perf(proxy): cache the public provider and agent field endpoints (#46617) 2026-10-15 00:13:07 -07:00
rag_endpoints refactor(proxy): expose public names for private proxy helpers (#45170) 2026-10-07 18:59:27 -07:00
realtime_endpoints refactor(proxy): expose public names for private proxy helpers (#45170) 2026-10-07 18:59:27 -07:00
rerank_endpoints fix(proxy): seed litellm_call_id into request data before parsing can fail 2026-09-16 20:55:32 +00:00
response_api_endpoints fix(proxy): keep idle responses websockets open until a configurable session limit (#44433) 2026-10-07 19:26:30 -07:00
response_polling chore(typing): clear 670 basedpyright Any errors by validating provider payloads at the boundary (#45388) 2026-10-13 15:35:23 -07:00
roi_calculator perf(types): defer pydantic schema builds via shared LiteLLMBaseModel (#44720) 2026-10-05 22:10:08 -07:00
search_endpoints refactor(proxy): expose public names for private proxy helpers (#45170) 2026-10-07 18:59:27 -07:00
shutdown fix(proxy): bound SIGTERM connection wait by GRACEFUL_SHUTDOWN_TIMEOUT (#46186) 2026-10-13 14:47:35 -07:00
spend_tracking feat(proxy): general_settings.disable_requester_ip_address_logging keeps caller IP out of spend logs (#45804) 2026-10-14 18:16:40 -07:00
swagger feat(ui): adopt the new LiteLLM logo and monogram (#43913) 2026-09-30 14:51:06 -07:00
telemetry refactor: clean up fresh tech debt in per-user Copilot auth, Ternary FOCUS export and telemetry (#45769) 2026-10-15 04:29:27 +00:00
test_prompts
types_utils chore(typing): clear 670 basedpyright Any errors by validating provider payloads at the boundary (#45388) 2026-10-13 15:35:23 -07:00
ui_crud_endpoints feat(proxy): let team admins create keys for team members behind an opt-in setting (#45870) 2026-10-14 06:25:58 +00:00
vector_store_endpoints chore(typing): clear 670 basedpyright Any errors by validating provider payloads at the boundary (#45388) 2026-10-13 15:35:23 -07:00
vector_store_files_endpoints refactor(proxy): expose public names for private proxy helpers (#45170) 2026-10-07 18:59:27 -07:00
vertex_ai_endpoints refactor(proxy): expose public names for private proxy helpers (#45170) 2026-10-07 18:59:27 -07:00
video_endpoints feat(dashscope): add Wan 3.0, Wan 2.7 and HappyHorse video generation via /v1/videos (#43706) 2026-10-14 10:10:07 -07:00
workflows docs: stop advertising sk-1234 as the master key in shipped configs and examples 2026-09-19 12:59:48 -07:00
.gitignore
__init__.py refactor(logging): load enterprise alerting loggers lazily so import litellm skips proxy types (#44762) 2026-10-05 22:06:53 -07:00
_lazy_features.py fix(proxy): let configured pass-through endpoints outrank built-in provider prefix routes (#44133) 2026-10-10 12:26:17 -07:00
_lazy_openapi_snapshot.json feat(typesafe): support Jev 1.14 images, box questions, and long-context headers (#46596) 2026-10-14 22:29:48 -07:00
_lazy_openapi_snapshot.py ci: render lint, unit and smoke checks as <tier> / <job> with one collector per tier (#45480) 2026-10-09 04:28:41 +00:00
_new_new_secret_config.yaml
_new_secret_config.yaml docs: stop advertising sk-1234 as the master key in shipped configs and examples 2026-09-19 12:59:48 -07:00
_super_secret_config.yaml
_types.py fix(proxy): keep JSON nulls as null in audit log values (#46577) 2026-10-15 05:50:09 +00:00
admin_mcp.py feat(proxy): embed enterprise LiteAdmin MCP in LiteLLM images (#44610) 2026-10-05 15:24:34 -07:00
bug_report_config.py feat(proxy): admin-only /debug/report sharing the bug report environment (#42440) 2026-09-22 12:05:23 -07:00
cached_logo.jpg
caching_routes.py chore(typing): clear 670 basedpyright Any errors by validating provider payloads at the boundary (#45388) 2026-10-13 15:35:23 -07:00
collector.py feat(proxy): offload spend tracking to a pod-local collector sidecar (#40545) 2026-09-10 17:14:13 -07:00
common_request_processing.py fix(vllm): write spend log rows for /vllm passthrough calls to router models (#45733) 2026-10-14 12:40:48 -07:00
compliance_checks.py fix(guardrails): record not_run when a skipped role mixes text and images 2026-09-15 05:20:56 +00:00
custom_auth_auto.py
custom_prompt_management.py
custom_sso.py
custom_validate.py
dd_span_tagger.py feat: forward-port dd user_email span tag and model hub description from internal staging (#42749) 2026-10-10 16:48:49 -07:00
dev_config.yaml Merge pull request #42071 from BerriAI/litellm_remove_dead_telemetry_flag 2026-09-19 21:48:02 -07:00
enterprise
health_check.py feat(microsoft_365_copilot): add Microsoft 365 Copilot chat provider with OAuth token exchange (#45158) 2026-10-09 15:19:07 -07:00
lambda.py
litellm_pre_call_utils.py feat(typesafe): support Jev 1.14 images, box questions, and long-context headers (#46596) 2026-10-14 22:29:48 -07:00
llamaguard_prompt.txt
logo.png feat(ui): adopt the new LiteLLM logo and monogram (#43913) 2026-09-30 14:51:06 -07:00
logo_dark.png feat(ui): adopt the new LiteLLM logo and monogram (#43913) 2026-09-30 14:51:06 -07:00
logo_monogram.png feat(ui): adopt the new LiteLLM logo and monogram (#43913) 2026-09-30 14:51:06 -07:00
logo_monogram_dark.png feat(ui): adopt the new LiteLLM logo and monogram (#43913) 2026-09-30 14:51:06 -07:00
mcp_registry.json feat(mcp): add Microsoft 365 (Graph) server to the MCP catalog (#43099) 2026-10-02 02:50:29 +00:00
mcp_tools.py chore(typing): clear 670 basedpyright Any errors by validating provider payloads at the boundary (#45388) 2026-10-13 15:35:23 -07:00
model_config.yaml
model_insights_tasks.json feat: add model leaderboard page (#43649) 2026-09-28 19:40:04 -07:00
moyai_endpoints.py refactor(proxy): type fresh Moyai connect helpers and drop MCP rpm getattr (#45315) 2026-10-08 01:31:59 -07:00
native_compaction.py feat(router): native compact-to-fit across conversation APIs (#42074) 2026-09-21 22:52:29 -07:00
openapi.json
openapi_registry.json
plugin_routes.py chore(typing): clear 670 basedpyright Any errors by validating provider payloads at the boundary (#45388) 2026-10-13 15:35:23 -07:00
post_call_rules.py
prisma_migration.py fix(proxy): always exit when database setup fails at boot (#44141) 2026-10-01 21:51:06 -07:00
prometheus_cleanup.py feat(prometheus): cap series per metric for every labeled metric (#44420) 2026-10-06 01:28:44 +00:00
prometheus_metrics_server.py perf(types): defer pydantic schema builds via shared LiteLLMBaseModel (#44720) 2026-10-05 22:10:08 -07:00
proxy_cli.py fix(proxy): bound SIGTERM connection wait by GRACEFUL_SHUTDOWN_TIMEOUT (#46186) 2026-10-13 14:47:35 -07:00
proxy_config.yaml docs: stop advertising sk-1234 as the master key in shipped configs and examples 2026-09-19 12:59:48 -07:00
proxy_server.py fix(proxy): resolve model aliases to their target deployment for listing metadata (#41041) 2026-10-15 00:38:50 -07:00
read_model_list.py chore(typing): clear 670 basedpyright Any errors by validating provider payloads at the boundary (#45388) 2026-10-13 15:35:23 -07:00
README.md
route_llm_request.py fix(proxy)!: return provider-matching 4xx for the LIT-8062 status code follow-ups (#45537) 2026-10-13 11:42:39 -07:00
route_priority.py fix(proxy): let configured pass-through endpoints outrank built-in provider prefix routes (#44133) 2026-10-10 12:26:17 -07:00
schema.prisma feat(access-groups): grant Claude Code skills through access groups (#46294) 2026-10-14 23:18:50 +00:00
start.sh
tracing_endpoints.py refactor(lens): connect LiteLLM to the independent Lens service (#45529) 2026-10-09 16:17:05 -07:00
tracing_runtime.py refactor(lens): connect LiteLLM to the independent Lens service (#45529) 2026-10-09 16:17:05 -07:00
utils.py refactor: clean up fresh tech debt in per-user Copilot auth, Ternary FOCUS export and telemetry (#45769) 2026-10-15 04:29:27 +00:00
wildcard_config.yaml Merge pull request #42071 from BerriAI/litellm_remove_dead_telemetry_flag 2026-09-19 21:48:02 -07:00

litellm-proxy

A local, fast, and lightweight OpenAI-compatible server to call 100+ LLM APIs.

usage

$ uv tool install litellm
$ litellm --model ollama/codellama 

#INFO: Ollama running on http://0.0.0.0:8000

replace openai base

import openai # openai v1.0.0+
client = openai.OpenAI(api_key="anything",base_url="http://0.0.0.0:8000") # set proxy to base_url
# request sent to model set on litellm proxy, `litellm --model`
response = client.chat.completions.create(model="gpt-3.5-turbo", messages = [
    {
        "role": "user",
        "content": "this is a test request, write a short poem"
    }
])

print(response)

See how to call Huggingface,Bedrock,TogetherAI,Anthropic, etc.


Folder Structure

Routes

  • proxy_server.py - all openai-compatible routes - /v1/chat/completion, /v1/embedding + model info routes - /v1/models, /v1/model/info, /v1/model_group_info routes.
  • health_endpoints/ - /health, /health/liveliness, /health/readiness
  • management_endpoints/key_management_endpoints.py - all /key/* routes
  • management_endpoints/team_endpoints.py - all /team/* routes
  • management_endpoints/internal_user_endpoints.py - all /user/* routes
  • management_endpoints/ui_sso.py - all /sso/* routes