feat(mcp): per-server outcomes for aggregate tools/list and truthful single-server REST statuses by tin-berri · Pull Request #33153 · BerriAI/litellm

tin-berri · 2026-07-14T02:29:36Z

Relevant issues

Builds on #33113 (phase 1 of the MCP error-handling framework, merged)

Behavior changes at a glance

Scenario	Before	After
Aggregate /mcp tools/list with one broken server (unreachable, timeout, upstream 5xx)	broken server silently contributes zero tools; indistinguishable from a healthy server with no tools	healthy subset unchanged; the result's `_meta["litellm.ai/server_outcomes"]` carries each server's outcome, e.g. `{"healthy_wiki": {"status": "ok", "tool_count": 3}, "broken_box": {"status": "unreachable"}}`
Aggregate /mcp tools/list with a server needing upstream auth	server silently omitted	still omitted (the session layer cannot carry a 401 challenge) but its outcome says `auth_required`/`forbidden` with the status
Spend logs for list_tools	`per_server_tool_counts` only; a failed server logs `0` like an empty one	additionally `per_server_list_outcomes` with the classified outcome per server
Single-server REST list, upstream broken	`200 {"tools": [], "error": null, "message": "Successfully retrieved tools"}`	truthful status: 502 (unreachable/upstream error), 504 (timeout), 500 (gateway fault) with `{"error": <category>, "message": ...}`
Single-server REST list, key not allowed to access the server	`200 {"tools": [], "error": "unexpected_error", "message": "... access_denied ..."}`	real 403 with `{"error": "access_denied", ...}`
Upstream 403 during tool listing	absorbed to an empty list everywhere	surfaces through `MCPUpstreamAuthError` with its own status (`forbidden` outcome in the aggregate, real 403 on single-server routes). An upstream-sent `WWW-Authenticate` relays verbatim since a 403 challenge is the RFC 6750 insufficient_scope scope-step-up; a challenge is never fabricated for a 403, only for a challenge-less 401

Outcome wire values carry only a category and HTTP status; upstream prose and URLs never cross (same trust-boundary rule as phase 1). The multi-server REST aggregate keeps its legacy {"tools", "error", "message"} dict shape

Linear ticket

Resolves LIT-4421

Pre-Submission checklist

Please complete all items before asking a LiteLLM maintainer to review your PR

I have added meaningful tests
My PR passes all CI/CD checks (e.g., lint, format, unit tests)
My PR's scope is as isolated as possible; it only solves 1 specific problem
I have received a Greptile Confidence Score of at least 4/5 before requesting a maintainer review (Greptile reviews automatically once the PR is opened; only comment @greptileai to re-request a review after pushing changes)

Delays in PR merge?

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Screenshots / Proof of Fix

Rig: proxy on localhost:4000 backed by Postgres with two registered servers; healthy_wiki points at the real public deepwiki MCP server (https://mcp.deepwiki.com/mcp), broken_box points at an unreachable address. The aggregate call is a real streamable-HTTP handshake (initialize, notifications/initialized, tools/list) via curl

Before (at b70de76, the pre-change state including phase 1): the aggregate lists the 3 deepwiki tools and nothing else; the broken server leaves no trace

tool_count: 3
sample: ['healthy_wiki-read_wiki_structure', 'healthy_wiki-read_wiki_contents', 'healthy_wiki-ask_question']
_meta: None

and the single-server REST list on the broken server reports success

$ curl -s "http://localhost:4000/mcp-rest/tools/list?server_id=<broken_id>" -H "Authorization: Bearer sk-1234"
{"tools":[],"error":null,"message":"Successfully retrieved tools"}
HTTP_STATUS:200

After (at dbcc52e): same healthy tools, and the listing now says what happened to every server

tool_count: 3
_meta: {"litellm.ai/server_outcomes": {"healthy_wiki": {"status": "ok", "tool_count": 3}, "broken_box": {"status": "unreachable"}}}

and the broken server's single-server REST list answers truthfully

{"detail":{"error":"unreachable","message":"Failed to list tools from server broken_box"}}
HTTP_STATUS:502

The healthy server's single-server REST list still returns HTTP 200 with its tools

Type

🆕 New Feature
🐛 Bug Fix

Changes

Phase 2 of the MCP error-handling framework (LIT-4419; phase 1 is #33113). The framework rule applied here: a fan-out read may drop a member's data only if it emits that member's outcome somewhere machine-readable, and single-upstream operations relay truthfully

New module mcp_server/faults/list_outcomes.py: frozen ServerListOk/ServerListFault outcome values on a category literal (auth_required, forbidden, timeout, unreachable, upstream_error, internal), a total classify_list_exception (walks exception trees for embedded upstream responses; anything unrecognized is the gateway's own internal fault, never a re-raise), the wire form (outcome_wire_value, category plus status only), and the truthful status map for single-upstream requests. MCPServerListError (exceptions.py) carries a classified fault through the existing exception channel, the same pattern as MCPUpstreamAuthError

MCPServerManager._fetch_tools_with_timeout and _get_tools_from_server stop absorbing failures into empty lists; they raise the classified carrier (upstream 401 and now also 403 keep raising MCPUpstreamAuthError with the challenge). Every boundary then chooses per the policy matrix: the aggregate _fetch_and_filter_server_tools absorbs into a per-server outcome; _get_tools_from_mcp_servers and _list_mcp_tools return an AggregateToolListing (tools plus outcomes); handle_list_tools returns a ListToolsResult whose _meta carries the outcomes (the MCP SDK passes a ListToolsResult through unwrapped, which is what lets _meta reach the client; verified against mcp 1.26.0); spend logs gain per_server_list_outcomes; the single-server REST path relays the truthful status; the legacy list_tools/get_tools_for_server/startup-mapping callers keep absorbing at their own level

The _meta key is litellm.ai/server_outcomes, following the MCP spec's prefixed _meta key format. The MCP spec (through the 2026-07-28 draft) defines no aggregator partial-failure reporting; the design note for this choice, with the GraphQL partial-data precedent, is in the framework design doc

Deliberately deferred, tracked on LIT-4421: recording the last outcome onto the server table's health fields (a DB write per tools/list is not acceptable; needs a cached map) and the OBO classifier backport

Review findings were folded in as structure rather than spot patches. Both bugbot findings shared one root cause, two exception-tree walkers with drifted semantics, so the fix is consolidation: upstream_auth_challenge and raise_classified_list_failure in faults/list_outcomes.py are now the single traversal and the single carrier choice-point (status and challenge always read from the same response, cause-first order so an incidental 403 raised while handling the causal 401 can never shadow it), and both fetch arms plus _extract_upstream_auth_failure (which also serves the tool-call path and the connect-time probe) delegate to them. The dcr_bridge challenge suppression is a parameter of the choice-point so it holds on every path. The stale _fetch_tools_with_timeout docstring describing the pre-change 403 absorb was rewritten to the actual contract

Test updates that pin the new contract rather than the old absorb behavior: test_fetch_tools_with_timeout_absorbs_upstream_403 became ..._surfaces_upstream_403, ..._returns_empty_on_non_auth_error became ..._raises_classified_fault_on_non_auth_error, the REST access-denied tests now expect the real 403, and the aggregate tests assert outcomes alongside the healthy subset. Suite result: 2227 passed, 0 failed across the MCP test tree

Final Attestation

The tests check the right things, including the edge cases, and regressions in the respective real-world customer use-cases are not possible after this PR

Note

Medium Risk
Changes observable MCP and REST listing contracts (status codes, _meta, and error types) across aggregate and single-server paths, including auth challenge relay; behavior is heavily tested but clients depending on silent empty lists or legacy 200 error bodies may need updates.

Overview
MCP tools/list no longer treats a failed upstream as an empty tool list. Listing failures raise MCPServerListError / MCPUpstreamAuthError with classified faults (auth_required, forbidden, timeout, unreachable, upstream_error, internal), centralized in new faults/list_outcomes.py (shared exception-tree auth scanning and raise_classified_list_failure).

On the aggregate MCP path, healthy servers still contribute tools; each server’s outcome is exposed in _meta["litellm.ai/server_outcomes"] via ListToolsResult, and spend logs add per_server_list_outcomes. Single-server REST /mcp-rest/tools/list returns matching HTTP statuses (e.g. 502/504/403) instead of 200 with empty tools; access denials propagate as real 403s.

Upstream 403 during listing now follows the auth channel (with challenge relay where applicable) rather than being absorbed silently. Callers that aggregated tools now use AggregateToolListing.tools instead of a bare list.

^{Reviewed by Cursor Bugbot for commit cf08c07. Bugbot is set up for automated code reviews on this repo. Configure here.}

codecov · 2026-07-14T02:36:30Z

Codecov Report

❌ Patch coverage is 89.10256% with 17 lines in your changes missing coverage. Please review.

Files with missing lines	Patch %	Lines
litellm/proxy/_experimental/mcp_server/server.py	69.23%	8 Missing ⚠️
...y/_experimental/mcp_server/faults/list_outcomes.py	94.89%	5 Missing ⚠️
...oxy/_experimental/mcp_server/mcp_server_manager.py	84.61%	2 Missing ⚠️
...y/management_endpoints/mcp_management_endpoints.py	0.00%	2 Missing ⚠️

📢 Thoughts on this report? Let us know!

greptile-apps · 2026-07-14T02:38:27Z

Greptile Summary

Phase 2 of the MCP error-handling framework replaces silent empty-list absorbs with classified per-server outcomes, so a broken upstream is never indistinguishable from a healthy server with no tools. Single-server REST routes now relay truthful HTTP statuses (502/504/500/403) instead of returning 200 {"tools": [], "error": null}.

New faults/list_outcomes.py provides a single classification entry point (raise_classified_list_failure) and a deliberate exception-tree traversal (_iter_upstream_responses) that processes explicit causal links before ExceptionGroup members before incidental context chains, so a nested 401 behind an unrelated 5xx still surfaces with its challenge.
_fetch_tools_with_timeout / _get_tools_from_server now raise MCPServerListError or MCPUpstreamAuthError on every failure path; the aggregate fan-out (_fetch_and_filter_server_tools) absorbs them into per-server outcomes while single-server routes relay the truthful status. dcr_bridge challenge suppression is applied in _get_tools_from_server's generic arm, covering both fetch-time and client-build-time failure paths.
handle_list_tools returns a ListToolsResult whose _meta["litellm.ai/server_outcomes"] carries wire-safe outcome values (category + HTTP status, never upstream prose); spend logs gain per_server_list_outcomes alongside the existing per_server_tool_counts.

Confidence Score: 5/5

Safe to merge; the fan-out aggregate and single-server REST paths are both thoroughly tested, the exception traversal ordering is pinned by dedicated tests, and callers that only needed the tool list are correctly adapted to the new AggregateToolListing wrapper.

The classification logic is total (every exception maps to exactly one outcome), the dcr_bridge challenge suppression is correctly threaded through both fetch-time and client-build-time error paths, and all test changes reflect intentional behavior improvements rather than masking existing failures. The MCP protocol and REST paths each apply the correct policy at their boundary.

No files require special attention.

Important Files Changed

Filename	Overview
litellm/proxy/_experimental/mcp_server/faults/list_outcomes.py	New module providing total, centralized classification of per-server listing failures into typed outcomes; traversal order (cause before ExceptionGroup members before context) and wire representation are both correct and well-tested.
litellm/proxy/_experimental/mcp_server/exceptions.py	Adds MCPServerListError as a typed carrier for classified faults; typing fault as object to break the circular import with faults/ is clearly documented.
litellm/proxy/_experimental/mcp_server/mcp_server_manager.py	_fetch_tools_with_timeout and _get_tools_from_server now raise typed exceptions instead of silently returning []; _extract_upstream_auth_failure delegates to the shared traversal in faults/list_outcomes.py; suppress_challenge for dcr_bridge servers is correctly applied in the _get_tools_from_server generic arm.
litellm/proxy/_experimental/mcp_server/rest_endpoints.py	Single-server REST requests now propagate truthful HTTP statuses (502/504/500/403) via the new MCPServerListError handler; the HTTPException re-raise condition correctly gates which path relays the real status vs the legacy error-dict shape.
litellm/proxy/_experimental/mcp_server/server.py	_get_tools_from_mcp_servers, _list_mcp_tools, and handle_list_tools updated to return AggregateToolListing; _aggregate_server_key correctly keys outcomes by display prefix (alias) rather than canonical server name.
tests/test_litellm/proxy/_experimental/mcp_server/faults/test_list_outcomes.py	New test file comprehensively covers the classification matrix, traversal ordering, wire value format, and HTTP status mapping for every fault category.
tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py	Existing tests updated to match the new raise-instead-of-return-[] contract; all changes reflect intentional behavior improvements, not regression masking.
tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py	Access-denied and upstream-fault tests correctly updated from 200+error-dict expectations to HTTPException with real status codes.
litellm/proxy/_experimental/mcp_server/tool_search.py	Correctly unwraps AggregateToolListing.tools before processing.
litellm/proxy/management_endpoints/mcp_management_endpoints.py	Correctly adapts to the new AggregateToolListing return type by extracting .tools before serialization.
litellm/responses/mcp/litellm_proxy_mcp_handler.py	Correctly updated to extract .tools from the AggregateToolListing; test mocks updated to return the new type.

_{Reviews (9): Last reviewed commit: "fix(mcp): key every caller-visible listi..." | Re-trigger Greptile}

tin-berri · 2026-07-14T02:43:39Z

@greptileai

codspeed-hq · 2026-07-14T03:04:16Z

Merging this PR will not alter performance

✅ 31 untouched benchmarks

_{Comparing litellm_mcp_aggregate_outcomes (cf08c07) with litellm_internal_staging (442fdc1)}

tin-berri · 2026-07-14T17:06:58Z

bugbot run

tin-berri · 2026-07-14T17:07:01Z

@greptileai rereview

tin-berri · 2026-07-15T02:52:34Z

@greptileai

tin-berri · 2026-07-15T02:52:35Z

bugbot run

…single-server REST statuses The aggregate MCP tools/list absorbed every per-server failure (upstream 401/403/5xx, timeouts, network errors) into that server contributing zero tools, making a broken upstream indistinguishable from a healthy server with no tools; the single-server REST list masked the same failures as {"tools": [], "error": null, "message": "Successfully retrieved tools"} Phase 2 of the MCP error-handling framework (LIT-4419): the manager fetch hops now raise a classified MCPServerListError (faults/list_outcomes.py: total classifier, frozen outcome values) instead of returning [], and each boundary applies the relay-vs-absorb policy matrix. The aggregate keeps serving the healthy subset but records each server's outcome, surfaced on the tools/list result _meta under litellm.ai/server_outcomes (the SDK passes a ListToolsResult through unwrapped) and in spend logs as per_server_list_outcomes. Single-server REST requests relay truthful statuses (unreachable/upstream_error 502, timeout 504, internal 500) and access denials now surface as real 403s instead of 200 unexpected_error bodies; upstream 403s surface through MCPUpstreamAuthError like 401s. Outcome wire values carry category and status code only, never upstream prose Resolves LIT-4421

…a healthy empty server A cancelled fetch absorbed to [] made that server contribute ServerListOk(tool_count=0), the exact healthy-but-empty impostor this change removes. Cancellation stays suppressed (the pre-existing choice); it now carries an internal fault so outcomes stay truthful

…ding the upstream response

…m listing failures Both review findings shared one root cause: two exception-tree walkers with drifted semantics. _extract_upstream_auth_failure walked the incidental __context__ chain before explicit causes, so a 403 raised while handling the causal 401 could shadow it; and the generic _get_tools_from_server arm classified without extracting the challenge, so a nested 401 at client-build time surfaced without the WWW-Authenticate the client needs. upstream_auth_challenge and raise_classified_list_failure in faults/list_outcomes.py are now the single traversal and the single choice-point; both fetch arms and _extract_upstream_auth_failure (also serving tool calls and the connect-time probe) delegate to them, with dcr_bridge challenge suppression as a parameter so it holds on every path. The stale _fetch_tools_with_timeout docstring describing the pre-change 403 absorb is rewritten to the actual contract: 403 relays with its own status, an upstream-sent challenge relays verbatim per RFC 6750 insufficient_scope, and a challenge is only ever fabricated for a challenge-less 401

…ader read

tin-berri · 2026-07-15T03:26:39Z

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tin-berri · 2026-07-15T03:26:40Z

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1 issue from previous review remains unresolved.

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The consolidation regressed the pre-existing walker semantics: _extract_upstream_auth_failure used to keep scanning until it found a 401/403, while the consolidated helper took the first response of any status and then tested it, so a causal 401 sitting behind an unrelated 5xx (retry attempts, multi-stream task groups) was misclassified as upstream_error and its challenge lost on the listing, tool-call, and probe paths. The traversal is now an iterator in deliberate order and each consumer applies its predicate over the stream: the auth scan takes the first 401/403 even behind non-auth responses, generic classification takes the first response, and classify_list_exception derives its auth arm from the same scan so the carrier choice and the classification can never disagree

tin-berri · 2026-07-17T06:10:11Z

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tin-berri · 2026-07-17T06:10:13Z

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…omes Append-append conflict at the end of test_mcp_server.py between this branch's aggregate-outcome tests and the mode-aware preemptive-401 tests from staging; both kept

tin-berri · 2026-07-17T17:21:50Z

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tin-berri · 2026-07-17T17:21:51Z

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…omes Conflict in _list_mcp_tools: staging (#33612) moved toolset-grant expansion into the shared permission primitives and removed the _merge_toolset_permissions call; resolution applies that removal to this branch's AggregateToolListing structure

tin-berri · 2026-07-17T18:54:17Z

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tin-berri · 2026-07-17T18:54:18Z

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veria-ai · 2026-07-17T19:03:37Z

PR overview

All previously flagged issues have been addressed. No open security concerns remain on this pull request.

Security review

No open security issues remain on this pull request.

Fixed/addressed: 1 · PR risk: 0/10

…fix, never canonical names Outcome keys in the tools/list _meta, the spend-log outcome and count maps, and the REST error messages now all use get_server_prefix (alias, or the short prefix when that mode is enabled), the same naming the caller already sees on tool names. Keying them by canonical server_name let an authenticated caller enumerate internal server names and their health or auth state that the alias and short-prefix schemes deliberately hide (Veria finding). One helper decides the key for every surface; exception messages reaching the multi-server REST error list are mapped to their fault tag with the display prefix instead of relaying exception text carrying canonical names. Server-side logs keep the real names

tin-berri · 2026-07-17T20:31:38Z

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…dation Staging now contains #33153, whose final rounds made _extract_upstream_auth_failure a thin delegate to upstream_auth_challenge and introduced the response-level iterator this branch predates. The resolution completes the consolidation both branches were converging on: iter_exception_tree (faults/traversal.py) is the one tree walk, _iter_upstream_responses is rebuilt on top of it instead of carrying a second copy of the traversal, the manager keeps the delegate, and the semantic filter port from this branch stands. Test conflicts were append-append and both sides are kept

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tin-berri mentioned this pull request Jul 14, 2026

refactor(mcp): consolidate exception-tree walkers into one shared faults traversal #33183

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tin-berri added 5 commits July 14, 2026 20:03

fix(mcp): search explicit exception links before __context__ when fin…

424443c

…ding the upstream response

style(mcp): drop impossible-scenario handling around the challenge he…

c6d6567

…ader read

tin-berri force-pushed the litellm_mcp_aggregate_outcomes branch from 192b502 to c6d6567 Compare July 15, 2026 03:04

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Merge origin/litellm_internal_staging into litellm_mcp_aggregate_outc…

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…omes Append-append conflict at the end of test_mcp_server.py between this branch's aggregate-outcome tests and the mode-aware preemptive-401 tests from staging; both kept

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yassin-berriai approved these changes Jul 17, 2026

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tin-berri merged commit c5b4456 into litellm_internal_staging Jul 17, 2026
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tin-berri deleted the litellm_mcp_aggregate_outcomes branch July 17, 2026 21:25

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Relevant issues

Behavior changes at a glance

Linear ticket

Pre-Submission checklist

Delays in PR merge?

Screenshots / Proof of Fix

Type

Changes

Final Attestation

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Greptile Summary

Confidence Score: 5/5

Important Files Changed

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Merging this PR will not alter performance

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