litellm/litellm/proxy
Yassin Kortam fc484be77a
fix(proxy): keep the OIDC login refresh token as the ID-JAG subject when the SSO client is the ID-JAG client (#47004)
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-10-16 18:28:20 -07:00
..
_experimental fix(proxy): keep the OIDC login refresh token as the ID-JAG subject when the SSO client is the ID-JAG client (#47004) 2026-10-16 18:28:20 -07:00
a2a perf(types): defer pydantic schema builds via shared LiteLLMBaseModel (#44720) 2026-10-05 22:10:08 -07:00
agent_endpoints feat(proxy): add agent_access_default_deny for least-privilege agent access (#43979) 2026-10-15 16:49:26 -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 fix(proxy)!: answer 400 for malformed tools on count_tokens instead of crashing (#46583) 2026-10-16 14:57:53 -07:00
auth feat(openai)!: honor per-deployment workload identity on non-chat routes (#39966) 2026-10-16 22:25:15 +00:00
batches_endpoints feat(openai)!: honor per-deployment workload identity on non-chat routes (#39966) 2026-10-16 22:25:15 +00:00
client refactor(typing): clear 1143 basedpyright Any errors across 273 files (#46574) 2026-10-15 21:08:47 +00:00
common_utils fix(proxy): reset end-user spend in committed pages so the budget cascade survives a large LiteLLM_EndUserTable (#46502) 2026-10-15 19:47:12 -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): emit spend queue size after updates and flushes (#46956) 2026-10-16 13:44:34 -07:00
decisions_endpoints fix(decisions): read a deployment's own supports_box_questions flag before the cost map (#46696) 2026-10-15 12:34:36 -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(proxy)!: count endpoints return errors in their source API shape instead of silent local counts (#46815) 2026-10-16 00:11:39 -07:00
guardrails feat(openai)!: honor per-deployment workload identity on non-chat routes (#39966) 2026-10-16 22:25:15 +00:00
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): track and drain management audit log writes on shutdown (#43594) 2026-10-16 08:41:34 +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 fix(sso): concurrent first sign-ins land on the winner's account, worker-kill test stops waiting on the reap (#46855) 2026-10-16 14:58:05 -07:00
management_helpers fix(proxy): track and drain management audit log writes on shutdown (#43594) 2026-10-16 08:41:34 +00:00
memory refactor(proxy): rename management/teams/access.py to authz.py (#44624) 2026-10-05 19:11:20 +00:00
middleware fix(proxy): limit gzip to dashboard analytics and offload compression (#46712) 2026-10-15 17:27:03 -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 refactor(typing): clear 1143 basedpyright Any errors across 273 files (#46574) 2026-10-15 21:08:47 +00:00
pass_through_endpoints fix(proxy): keep a retried /v1/messages stream's spend log by logging the superseded attempt as a failure (#45136) 2026-10-16 21:19:58 +00:00
policy_engine refactor(typing): clear 1143 basedpyright Any errors across 273 files (#46574) 2026-10-15 21:08:47 +00:00
prompts refactor: expose core private helpers under public names (#44871) 2026-10-07 00:05:27 +00:00
public_endpoints feat: add Nace Drex decisions provider (#46523) 2026-10-16 18:07:50 -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(typing): clear 1143 basedpyright Any errors across 273 files (#46574) 2026-10-15 21:08:47 +00:00
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)!: answer 400 for malformed tools on count_tokens instead of crashing (#46583) 2026-10-16 14:57:53 -07:00
response_polling refactor(typing): clear 1143 basedpyright Any errors across 273 files (#46574) 2026-10-15 21:08:47 +00:00
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 fix(responses): log and bill every round of non-stream MCP auto-execute (#43667) 2026-10-16 17:37:33 +00:00
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(ui): turn the Chat UI on by default (#46918) 2026-10-16 09:33:49 -07:00
vector_store_endpoints refactor(typing): clear 1143 basedpyright Any errors across 273 files (#46574) 2026-10-15 21:08:47 +00:00
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 refactor(typing): clear 1143 basedpyright Any errors across 273 files (#46574) 2026-10-15 21:08:47 +00:00
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 feat(mcp): accept an ID-JAG as an RFC 7523 jwt-bearer grant on the gateway token endpoint (#46748) 2026-10-16 12:16:55 -07:00
_lazy_openapi_snapshot.json fix(guardrails): accept Gemini tools in generic_guardrail_api, add opt-in forward_messages_as_sent, name the error type on fail-open (#46338) 2026-10-16 14:52:35 -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 feat(mcp): accept an ID-JAG as an RFC 7523 jwt-bearer grant on the gateway token endpoint (#46748) 2026-10-16 12:16:55 -07:00
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
common_request_processing.py fix(openai_like)!: surface provider response headers on non-streaming chat completions (#46928) 2026-10-16 17:25:50 -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 fix: keep model capability flags out of provider requests (#46647) 2026-10-15 14:30:10 +00:00
lambda.py
litellm_pre_call_utils.py fix(count_tokens): apply context_management edits in the Gemini /v1/messages/count_tokens count (#46843) 2026-10-16 17:53:06 +00:00
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): streaming responses hand the event loop back every 50 ms instead of holding it for the whole buffered stream (#46925) 2026-10-16 11:33:01 -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 fix(interactions): keep background interaction bills through crashes, late restarts, and deployment keys (#45743) 2026-10-16 12:00:08 +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 fix(proxy): cooldown errors carry 429, Sentry starts at boot without request bodies, tracing failures log at ERROR, exporter counters exported (#46344) 2026-10-16 00:53:52 +00:00
utils.py fix(proxy)!: answer 400 for malformed tools on count_tokens instead of crashing (#46583) 2026-10-16 14:57:53 -07:00
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