refactor(branch-a): A1 — adopt openenv-core MCPEnvironment + create_app for canonical OpenEnv compliance

- Drop wrong PyPI 'openenv' dep (gym-style squat); add 'openenv-core>=0.2.3' (Meta-PyTorch OpenEnv)
- New env/wire.py: CITriageAction / CITriageObservation / CITriageState subclassing OpenEnv's Pydantic Action/Observation/State; carries domain Pydantic schemas as `payload` so frozen Phase 0 schemas stay untouched
- env/server.py: CITriageEnv(MCPEnvironment) with FastMCP server advertising all 11 tools via mcp.tool(); reset/step/_step_impl/state implemented; build_app() uses openenv.core.env_server.http_server.create_app for canonical /reset, /step, /state, /schema, /mcp (POST + WS), /ws, /docs
- Tool execution path stays on /step (CITriageAction kind="tool_call") so episode-level budget/cost bookkeeping is preserved; FastMCP layer handles tools/list discovery
- Tests rewritten against OpenEnv wire format: HTTP for reset shape + error, WebSocket /ws for stateful multi-step flows (canonical EnvClient path), POST /mcp JSON-RPC for tools/list, plus /schema endpoint check; all 12 phase-A1 tests + full schemas suite green (44 passed)
- requirements.txt regenerated

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

pyproject.toml

@@ -13,7 +13,7 @@ dependencies = [
     "datasets>=2.18",
     "huggingface_hub>=0.23",
     "jsonschema>=4.21",
-    "openenv>=0.1.13",
+    "openenv-core>=0.2.3",
 ]
 
 [project.optional-dependencies]

requirements.txt

@@ -1,4 +1,3 @@
-Resolved 131 packages in 2ms
 # This file was autogenerated by uv via the following command:
 #    uv export --no-dev --extra training --format requirements-txt
 -e .
@@ -8,6 +7,10 @@ accelerate==1.13.0 \
     # via
     #   ci-triage-env
     #   trl
+aiofile==3.9.0 \
+    --hash=sha256:ce2f6c1571538cbdfa0143b04e16b208ecb0e9cb4148e528af8a640ed51cc8aa \
+    --hash=sha256:e5ad718bb148b265b6df1b3752c4d1d83024b93da9bd599df74b9d9ffcf7919b
+    # via py-key-value-aio
 aiohappyeyeballs==2.6.1 \
     --hash=sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558 \
     --hash=sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8
@@ -67,7 +70,12 @@ anyio==4.13.0 \
     --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
     --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
     # via
+    #   gradio
     #   httpx
+    #   mcp
+    #   openai
+    #   py-key-value-aio
+    #   sse-starlette
     #   starlette
     #   watchfiles
 attrs==26.1.0 \
@@ -75,8 +83,60 @@ attrs==26.1.0 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
     #   aiohttp
+    #   cyclopts
     #   jsonschema
     #   referencing
+authlib==1.7.0 \
+    --hash=sha256:b3e326c9aa9cc3ea95fe7d89fd880722d3608da4d00e8a27e061e64b48d801d5 \
+    --hash=sha256:e36817afb02f6f0b6bf55f150782499ddd6ddf44b402bb055d3263cc65ac9ae0
+    # via fastmcp
+backports-tarfile==1.2.0 ; python_full_version < '3.12' \
+    --hash=sha256:77e284d754527b01fb1e6fa8a1afe577858ebe4e9dad8919e34c862cb399bc34 \
+    --hash=sha256:d75e02c268746e1b8144c278978b6e98e85de6ad16f8e4b0844a154557eca991
+    # via jaraco-context
+beartype==0.22.9 \
+    --hash=sha256:8f82b54aa723a2848a56008d18875f91c1db02c32ef6a62319a002e3e25a975f \
+    --hash=sha256:d16c9bbc61ea14637596c5f6fbff2ee99cbe3573e46a716401734ef50c3060c2
+    # via py-key-value-aio
+brotli==1.2.0 \
+    --hash=sha256:022426c9e99fd65d9475dce5c195526f04bb8be8907607e27e747893f6ee3e24 \
+    --hash=sha256:072e7624b1fc4d601036ab3f4f27942ef772887e876beff0301d261210bca97f \
+    --hash=sha256:15b33fe93cedc4caaff8a0bd1eb7e3dab1c61bb22a0bf5bdfdfd97cd7da79744 \
+    --hash=sha256:260d3692396e1895c5034f204f0db022c056f9e2ac841593a4cf9426e2a3faca \
+    --hash=sha256:2a7f1d03727130fc875448b65b127a9ec5d06d19d0148e7554384229706f9d1b \
+    --hash=sha256:2e1ad3fda65ae0d93fec742a128d72e145c9c7a99ee2fcd667785d99eb25a7fe \
+    --hash=sha256:350c8348f0e76fff0a0fd6c26755d2653863279d086d3aa2c290a6a7251135dd \
+    --hash=sha256:35d382625778834a7f3061b15423919aa03e4f5da34ac8e02c074e4b75ab4f84 \
+    --hash=sha256:40d918bce2b427a0c4ba189df7a006ac0c7277c180aee4617d99e9ccaaf59e6a \
+    --hash=sha256:7a47ce5c2288702e09dc22a44d0ee6152f2c7eda97b3c8482d826a1f3cfc7da7 \
+    --hash=sha256:7a61c06b334bd99bc5ae84f1eeb36bfe01400264b3c352f968c6e30a10f9d08b \
+    --hash=sha256:844a8ceb8483fefafc412f85c14f2aae2fb69567bf2a0de53cdb88b73e7c43ae \
+    --hash=sha256:898be2be399c221d2671d29eed26b6b2713a02c2119168ed914e7d00ceadb56f \
+    --hash=sha256:9c79f57faa25d97900bfb119480806d783fba83cd09ee0b33c17623935b05fa3 \
+    --hash=sha256:aa47441fa3026543513139cb8926a92a8e305ee9c71a6209ef7a97d91640ea03 \
+    --hash=sha256:acec55bb7c90f1dfc476126f9711a8e81c9af7fb617409a9ee2953115343f08d \
+    --hash=sha256:adedc4a67e15327dfdd04884873c6d5a01d3e3b6f61406f99b1ed4865a2f6d28 \
+    --hash=sha256:af43b8711a8264bb4e7d6d9a6d004c3a2019c04c01127a868709ec29962b6036 \
+    --hash=sha256:b35c13ce241abdd44cb8ca70683f20c0c079728a36a996297adb5334adfc1c44 \
+    --hash=sha256:e310f77e41941c13340a95976fe66a8a95b01e783d430eeaf7a2f87e0a57dd0a \
+    --hash=sha256:e99befa0b48f3cd293dafeacdd0d191804d105d279e0b387a32054c1180f3161
+    # via gradio
+cachetools==7.0.6 \
+    --hash=sha256:4e94956cfdd3086f12042cdd29318f5ced3893014f7d0d059bf3ead3f85b7f8b \
+    --hash=sha256:e5d524d36d65703a87243a26ff08ad84f73352adbeafb1cde81e207b456aaf24
+    # via py-key-value-aio
+caio==0.9.25 \
+    --hash=sha256:06c0bb02d6b929119b1cfbe1ca403c768b2013a369e2db46bfa2a5761cf82e40 \
+    --hash=sha256:16498e7f81d1d0f5a4c0ad3f2540e65fe25691376e0a5bd367f558067113ed10 \
+    --hash=sha256:4fa69eba47e0f041b9d4f336e2ad40740681c43e686b18b191b6c5f4c5544bfb \
+    --hash=sha256:6bebf6f079f1341d19f7386db9b8b1f07e8cc15ae13bfdaff573371ba0575d69 \
+    --hash=sha256:97084e4e30dfa598449d874c4d8e0c8d5ea17d2f752ef5e48e150ff9d240cd64 \
+    --hash=sha256:ae3d62587332bce600f861a8de6256b1014d6485cfd25d68c15caf1611dd1f7c \
+    --hash=sha256:bf84bfa039f25ad91f4f52944452a5f6f405e8afab4d445450978cd6241d1478 \
+    --hash=sha256:d6956d9e4a27021c8bd6c9677f3a59eb1d820cc32d0343cea7961a03b1371965 \
+    --hash=sha256:fb7ff95af4c31ad3f03179149aab61097a71fd85e05f89b4786de0359dffd044 \
+    --hash=sha256:fc220b8533dcf0f238a6b1a4a937f92024c71e7b10b5a2dfc1c73604a25709bc
+    # via aiofile
 certifi==2026.4.22 \
     --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
     --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
@@ -85,6 +145,34 @@ certifi==2026.4.22 \
     #   httpx
     #   requests
     #   sentry-sdk
+cffi==2.0.0 ; platform_python_implementation != 'PyPy' \
+    --hash=sha256:1e3a615586f05fc4065a8b22b8152f0c1b00cdbc60596d187c2a74f9e3036e4e \
+    --hash=sha256:21d1152871b019407d8ac3985f6775c079416c282e431a4da6afe7aefd2bccbe \
+    --hash=sha256:2c8f814d84194c9ea681642fd164267891702542f028a15fc97d4674b6206187 \
+    --hash=sha256:2de9a304e27f7596cd03d16f1b7c72219bd944e99cc52b84d0145aefb07cbd3c \
+    --hash=sha256:3925dd22fa2b7699ed2617149842d2e6adde22b262fcbfada50e3d195e4b3a94 \
+    --hash=sha256:3e17ed538242334bf70832644a32a7aae3d83b57567f9fd60a26257e992b79ba \
+    --hash=sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529 \
+    --hash=sha256:4671d9dd5ec934cb9a73e7ee9676f9362aba54f7f34910956b84d727b0d73fb6 \
+    --hash=sha256:5fed36fccc0612a53f1d4d9a816b50a36702c28a2aa880cb8a122b3466638743 \
+    --hash=sha256:66f011380d0e49ed280c789fbd08ff0d40968ee7b665575489afa95c98196ab5 \
+    --hash=sha256:6824f87845e3396029f3820c206e459ccc91760e8fa24422f8b0c3d1731cbec5 \
+    --hash=sha256:6d02d6655b0e54f54c4ef0b94eb6be0607b70853c45ce98bd278dc7de718be5d \
+    --hash=sha256:730cacb21e1bdff3ce90babf007d0a0917cc3e6492f336c2f0134101e0944f93 \
+    --hash=sha256:81afed14892743bbe14dacb9e36d9e0e504cd204e0b165062c488942b9718037 \
+    --hash=sha256:8941aaadaf67246224cee8c3803777eed332a19d909b47e29c9842ef1e79ac26 \
+    --hash=sha256:8eca2a813c1cb7ad4fb74d368c2ffbbb4789d377ee5bb8df98373c2cc0dee76c \
+    --hash=sha256:94698a9c5f91f9d138526b48fe26a199609544591f859c870d477351dc7b2414 \
+    --hash=sha256:9de40a7b0323d889cf8d23d1ef214f565ab154443c42737dfe52ff82cf857664 \
+    --hash=sha256:a05d0c237b3349096d3981b727493e22147f934b20f6f125a3eba8f994bec4a9 \
+    --hash=sha256:b21e08af67b8a103c71a250401c78d5e0893beff75e28c53c98f4de42f774062 \
+    --hash=sha256:b4c854ef3adc177950a8dfc81a86f5115d2abd545751a304c5bcf2c2c7283cfe \
+    --hash=sha256:baf5215e0ab74c16e2dd324e8ec067ef59e41125d3eade2b863d294fd5035c92 \
+    --hash=sha256:c649e3a33450ec82378822b3dad03cc228b8f5963c0c12fc3b1e0ab940f768a5 \
+    --hash=sha256:c6638687455baf640e37344fe26d37c404db8b80d037c3d29f58fe8d1c3b194d \
+    --hash=sha256:da68248800ad6320861f129cd9c1bf96ca849a2771a59e0344e88681905916f5 \
+    --hash=sha256:da902562c3e9c550df360bfa53c035b2f241fed6d9aef119048073680ace4a18
+    # via cryptography
 charset-normalizer==3.4.7 \
     --hash=sha256:08e721811161356f97b4059a9ba7bafb23ea5ee2255402c42881c214e173c6b4 \
     --hash=sha256:0f7eb884681e3938906ed0434f20c63046eacd0111c4ba96f27b76084cd679f5 \
@@ -165,6 +253,47 @@ contourpy==1.3.3 \
     --hash=sha256:cd5dfcaeb10f7b7f9dc8941717c6c2ade08f587be2226222c12b25f0483ed497 \
     --hash=sha256:fd907ae12cd483cd83e414b12941c632a969171bf90fc937d0c9f268a31cafff
     # via matplotlib
+cryptography==47.0.0 \
+    --hash=sha256:0024b87d47ae2399165a6bfb20d24888881eeab83ae2566d62467c5ff0030ce7 \
+    --hash=sha256:07efe86201817e7d3c18781ca9770bc0db04e1e48c994be384e4602bc38f8f27 \
+    --hash=sha256:11dbb9f50a0f1bb9757b3d8c27c1101780efb8f0bdecfb12439c22a74d64c001 \
+    --hash=sha256:14432c8a9bcb37009784f9594a62fae211a2ae9543e96c92b2a8e4c3cd5cd0c4 \
+    --hash=sha256:1581aef4219f7ca2849d0250edaa3866212fb74bf5667284f46aa92f9e65c1ca \
+    --hash=sha256:160ad728f128972d362e714054f6ba0067cab7fb350c5202a9ae8ae4ce3ef1a0 \
+    --hash=sha256:1a405c08857258c11016777e11c02bacbe7ef596faf259305d282272a3a05cbe \
+    --hash=sha256:1e47422b5557bb82d3fff997e8d92cff4e28b9789576984f08c248d2b3535d93 \
+    --hash=sha256:20fdbe3e38fb67c385d233c89371fa27f9909f6ebca1cecc20c13518dae65475 \
+    --hash=sha256:2207a498b03275d0051589e326b79d4cf59985c99031b05bb292ac52631c37fe \
+    --hash=sha256:256d07c78a04d6b276f5df935a9923275f53bd1522f214447fdf365494e2d515 \
+    --hash=sha256:2b45761c6ec22b7c726d6a829558777e32d0f1c8be7c3f3480f9c912d5ee8a10 \
+    --hash=sha256:34b4358b925a5ea3e14384ca781a2c0ef7ac219b57bb9eacc4457078e2b19f92 \
+    --hash=sha256:4e1de79e047e25d6e9f8cea71c86b4a53aced64134f0f003bbcbf3655fd172c8 \
+    --hash=sha256:5d0e362ff51041b0c0d219cc7d6924d7b8996f57ce5712bdcef71eb3c65a59cc \
+    --hash=sha256:6f29f36582e6151d9686235e586dd35bb67491f024767d10b842e520dc6a07ac \
+    --hash=sha256:7a02675e2fabd0c0fc04c868b8781863cbf1967691543c22f5470500ff840b31 \
+    --hash=sha256:7f1207974a904e005f762869996cf620e9bf79ecb4622f148550bb48e0eb35a7 \
+    --hash=sha256:7fda2f02c9015db3f42bb8a22324a454516ed10a8c29ca6ece6cdbb5efe2a203 \
+    --hash=sha256:80887c5cbd1774683cb126f0ab4184567f080071d5acf62205acb354b4b753b7 \
+    --hash=sha256:835d2d7f47cdc53b3224e90810fb1d36ca94ea29cc1801fb4c1bc43876735769 \
+    --hash=sha256:9af828c0d5a65c70ec729cd7495a4bf1a67ecb66417b8f02ff125ab8a6326a74 \
+    --hash=sha256:9c59ab0e0fa3a180a5a9c59f3a5abe3ef90d474bc56d7fadfbe80359491b615b \
+    --hash=sha256:9f8e55fe4e63613a5e1cc5819030f27b97742d720203a087802ce4ce9ceb52bb \
+    --hash=sha256:9fe6b7c64926c765f9dff301f9c1b867febcda5768868ca084e18589113732ab \
+    --hash=sha256:a49a3eb5341b9503fa3000a9a0db033161db90d47285291f53c2a9d2cd1b7f76 \
+    --hash=sha256:a9b761f012a943b7de0e828843c5688d0de94a0578d44d6c85a1bae32f87791f \
+    --hash=sha256:b9a8943e359b7615db1a3ba587994618e094ff3d6fa5a390c73d079ce18b3973 \
+    --hash=sha256:cffbba3392df0fa8629bb7f43454ee2925059ee158e23c54620b9063912b86c8 \
+    --hash=sha256:ed67ea4e0cfb5faa5bc7ecb6e2b8838f3807a03758eec239d6c21c8769355310 \
+    --hash=sha256:edd4da498015da5b9f26d38d3bfc2e90257bfa9cbed1f6767c282a0025ae649b \
+    --hash=sha256:ef6b3634087f18d2155b1e8ce264e5345a753da2c5fa9815e7d41315c90f8318 \
+    --hash=sha256:f5c15764f261394b22aef6b00252f5195f46f2ca300bec57149474e2538b31f8 \
+    --hash=sha256:f5c3296dab66202f1b18a91fa266be93d6aa0c2806ea3d67762c69f60adc71aa \
+    --hash=sha256:f7db373287273d8af1414cf95dc4118b13ffdc62be521997b0f2b270771fef50
+    # via
+    #   authlib
+    #   joserfc
+    #   pyjwt
+    #   secretstorage
 cuda-bindings==13.2.0 ; sys_platform == 'linux' \
     --hash=sha256:1eba9504ac70667dd48313395fe05157518fd6371b532790e96fbb31bbb5a5e1 \
     --hash=sha256:46d8776a55d6d5da9dd6e9858fba2efcda2abe6743871dee47dd06eb8cb6d955 \
@@ -181,6 +310,10 @@ cycler==0.12.1 \
     --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
     --hash=sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c
     # via matplotlib
+cyclopts==4.11.0 \
+    --hash=sha256:1ffcb9990dbd56b90da19980d31596de9e99019980a215a5d76cf88fe452e94d \
+    --hash=sha256:34318e3823b44b5baa754a5e37ec70a5c17dc81c65e4295ed70e17bc1aeae50d
+    # via fastmcp
 datasets==4.8.4 \
     --hash=sha256:a1429ed853275ce7943a01c6d2e25475b4501eb758934362106a280470df3a52 \
     --hash=sha256:cdc8bee4698e549d78bf1fed6aea2eebc760b22b084f07e6fc020c6577a6ce6d
@@ -193,10 +326,41 @@ dill==0.4.1 \
     # via
     #   datasets
     #   multiprocess
+distro==1.9.0 \
+    --hash=sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed \
+    --hash=sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2
+    # via openai
+dnspython==2.8.0 \
+    --hash=sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af \
+    --hash=sha256:181d3c6996452cb1189c4046c61599b84a5a86e099562ffde77d26984ff26d0f
+    # via email-validator
+docstring-parser==0.18.0 \
+    --hash=sha256:292510982205c12b1248696f44959db3cdd1740237a968ea1e2e7a900eeb2015 \
+    --hash=sha256:b3fcbed555c47d8479be0796ef7e19c2670d428d72e96da63f3a40122860374b
+    # via cyclopts
+docutils==0.22.4 \
+    --hash=sha256:4db53b1fde9abecbb74d91230d32ab626d94f6badfc575d6db9194a49df29968 \
+    --hash=sha256:d0013f540772d1420576855455d050a2180186c91c15779301ac2ccb3eeb68de
+    # via rich-rst
+email-validator==2.3.0 \
+    --hash=sha256:80f13f623413e6b197ae73bb10bf4eb0908faf509ad8362c5edeb0be7fd450b4 \
+    --hash=sha256:9fc05c37f2f6cf439ff414f8fc46d917929974a82244c20eb10231ba60c54426
+    # via pydantic
+exceptiongroup==1.3.1 \
+    --hash=sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219 \
+    --hash=sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598
+    # via fastmcp
 fastapi==0.136.1 \
     --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
     --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
-    # via ci-triage-env
+    # via
+    #   ci-triage-env
+    #   gradio
+    #   openenv-core
+fastmcp==3.2.4 \
+    --hash=sha256:083ecb75b44a4169e7fc0f632f94b781bdb0ff877c6b35b9877cbb566fd4d4d1 \
+    --hash=sha256:e6c9c429171041455e47ab94bb3f83c4657622a0ec28922f6940053959bd58a9
+    # via openenv-core
 filelock==3.29.0 \
     --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
     --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
@@ -267,6 +431,7 @@ fsspec==2026.2.0 \
     --hash=sha256:98de475b5cb3bd66bedd5c4679e87b4fdfe1a3bf4d707b151b3c07e58c9a2437
     # via
     #   datasets
+    #   gradio-client
     #   huggingface-hub
     #   torch
 gitdb==4.0.12 \
@@ -277,12 +442,34 @@ gitpython==3.1.47 \
     --hash=sha256:489f590edfd6d20571b2c0e72c6a6ac6915ee8b8cd04572330e3842207a78905 \
     --hash=sha256:dba27f922bd2b42cb54c87a8ab3cb6beb6bf07f3d564e21ac848913a05a8a3cd
     # via wandb
+gradio==6.13.0 \
+    --hash=sha256:23457dde02202d97f636a5c170967a846297e20f40c3152b41aa4c3460245e3b \
+    --hash=sha256:46953f88aad36db9bc369ad2d1d6c4f200274da28f232b54842b2d4942a24f8f
+    # via openenv-core
+gradio-client==2.5.0 \
+    --hash=sha256:4cde99bad62149595c30c90876ca2e405e3a13687ecf895474f3412cb476673d \
+    --hash=sha256:d43e2179c29076292a76485ad7ed2e6eaa19d14ac58283bd7f5beabfe4ca958c
+    # via
+    #   gradio
+    #   hf-gradio
+griffelib==2.0.2 \
+    --hash=sha256:3cf20b3bc470e83763ffbf236e0076b1211bac1bc67de13daf494640f2de707e \
+    --hash=sha256:925c857658fb1ba40c0772c37acbc2ab650bd794d9c1b9726922e36ea4117ea1
+    # via fastmcp
+groovy==0.1.2 \
+    --hash=sha256:25c1dc09b3f9d7e292458aa762c6beb96ea037071bf5e917fc81fb78d2231083 \
+    --hash=sha256:7f7975bab18c729a257a8b1ae9dcd70b7cafb1720481beae47719af57c35fa64
+    # via gradio
 h11==0.16.0 \
     --hash=sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1 \
     --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
     # via
     #   httpcore
     #   uvicorn
+hf-gradio==0.4.1 \
+    --hash=sha256:76b8cb8be6abe62d74c1ad2d35b42f0629db89aa9e1a8d033cecfe7c856eeab3 \
+    --hash=sha256:a017d942618f0d495a58ee4563047fa04bef614c00e0cb789a9a6d0633cffa7b
+    # via gradio
 hf-xet==1.4.3 ; platform_machine == 'AMD64' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'arm64' or platform_machine == 'x86_64' \
     --hash=sha256:39f2d2e9654cd9b4319885733993807aab6de9dfbd34c42f0b78338d6617421f \
     --hash=sha256:49ad8a8cead2b56051aa84d7fce3e1335efe68df3cf6c058f22a65513885baac \
@@ -321,7 +508,18 @@ httpx==0.28.1 \
     # via
     #   ci-triage-env
     #   datasets
+    #   fastmcp
+    #   gradio
+    #   gradio-client
     #   huggingface-hub
+    #   mcp
+    #   openai
+    #   openenv-core
+    #   safehttpx
+httpx-sse==0.4.3 \
+    --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
+    --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
+    # via mcp
 huggingface-hub==1.12.0 \
     --hash=sha256:7c3fe85e24b652334e5d456d7a812cd9a071e75630fac4365d9165ab5e4a34b6 \
     --hash=sha256:d74939969585ee35748bd66de09baf84099d461bda7287cd9043bfb99b0e424d
@@ -329,6 +527,9 @@ huggingface-hub==1.12.0 \
     #   accelerate
     #   ci-triage-env
     #   datasets
+    #   gradio
+    #   gradio-client
+    #   openenv-core
     #   tokenizers
     #   transformers
 idna==3.13 \
@@ -336,23 +537,106 @@ idna==3.13 \
     --hash=sha256:892ea0cde124a99ce773decba204c5552b69c3c67ffd5f232eb7696135bc8bb3
     # via
     #   anyio
+    #   email-validator
     #   httpx
     #   requests
     #   yarl
+importlib-metadata==8.7.1 \
+    --hash=sha256:49fef1ae6440c182052f407c8d34a68f72efc36db9ca90dc0113398f2fdde8bb \
+    --hash=sha256:5a1f80bf1daa489495071efbb095d75a634cf28a8bc299581244063b53176151
+    # via
+    #   keyring
+    #   opentelemetry-api
+jaraco-classes==3.4.0 \
+    --hash=sha256:47a024b51d0239c0dd8c8540c6c7f484be3b8fcf0b2d85c13825780d3b3f3acd \
+    --hash=sha256:f662826b6bed8cace05e7ff873ce0f9283b5c924470fe664fff1c2f00f581790
+    # via keyring
+jaraco-context==6.1.2 \
+    --hash=sha256:bf8150b79a2d5d91ae48629d8b427a8f7ba0e1097dd6202a9059f29a36379535 \
+    --hash=sha256:f1a6c9d391e661cc5b8d39861ff077a7dc24dc23833ccee564b234b81c82dfe3
+    # via keyring
+jaraco-functools==4.4.0 \
+    --hash=sha256:9eec1e36f45c818d9bf307c8948eb03b2b56cd44087b3cdc989abca1f20b9176 \
+    --hash=sha256:da21933b0417b89515562656547a77b4931f98176eb173644c0d35032a33d6bb
+    # via keyring
+jeepney==0.9.0 ; sys_platform == 'linux' \
+    --hash=sha256:97e5714520c16fc0a45695e5365a2e11b81ea79bba796e26f9f1d178cb182683 \
+    --hash=sha256:cf0e9e845622b81e4a28df94c40345400256ec608d0e55bb8a3feaa9163f5732
+    # via
+    #   keyring
+    #   secretstorage
 jinja2==3.1.6 \
     --hash=sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d \
     --hash=sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67
     # via
+    #   gradio
     #   torch
     #   trl
+jiter==0.14.0 \
+    --hash=sha256:02c4a7ab56f746014874f2c525584c0daca1dec37f66fd707ecef3b7e5c2228c \
+    --hash=sha256:0ac9cbaa86c10996b92bd12c91659b60f939f8e28fcfa6bc11a0e90a774ce95b \
+    --hash=sha256:23ad2a7a9da1935575c820428dd8d2490ce4d23189691ce33da1fc0a58e14e1c \
+    --hash=sha256:2fb2ce3a7bc331256dfb14cefc34832366bb28a9aca81deaf43bbf2a5659e607 \
+    --hash=sha256:33a20d838b91ef376b3a56896d5b04e725c7df5bc4864cc6569cf046a8d73b6d \
+    --hash=sha256:351bf6eda4e3a7ceb876377840c702e9a3e4ecc4624dbfb2d6463c67ae52637d \
+    --hash=sha256:376e9dafff914253bb9d46cdc5f7965607fbe7feb0a491c34e35f92b2770702e \
+    --hash=sha256:42d6ed359ac49eb922fdd565f209c57340aa06d589c84c8413e42a0f9ae1b842 \
+    --hash=sha256:432c4db5255d86a259efde91e55cb4c8d18c0521d844c9e2e7efcce3899fb016 \
+    --hash=sha256:4927d09b3e572787cc5e0a5318601448e1ab9391bcef95677f5840c2d00eaa6d \
+    --hash=sha256:4e9178be60e229b1b2b0710f61b9e24d1f4f8556985a83ff4c4f95920eea7314 \
+    --hash=sha256:5252a7ca23785cef5d02d4ece6077a1b556a410c591b379f82091c3001e14844 \
+    --hash=sha256:54b3ddf5786bc7732d293bba3411ac637ecfa200a39983166d1df86a59a43c9f \
+    --hash=sha256:5c001d5a646c2a50dc055dd526dad5d5245969e8234d2b1131d0451e81f3a373 \
+    --hash=sha256:5dec7c0a3e98d2a3f8a2e67382d0d7c3ac60c69103a4b271da889b4e8bb1e129 \
+    --hash=sha256:67f00d94b281174144d6532a04b66a12cb866cbdc47c3af3bfe2973677f9861a \
+    --hash=sha256:69539d936fb5d55caf6ecd33e2e884de083ff0ea28579780d56c4403094bb8d9 \
+    --hash=sha256:6dd689f5f4a5a33747b28686e051095beb214fe28cfda5e9fe58a295a788f593 \
+    --hash=sha256:71527ce13fd5a0c4e40ad37331f8c547177dbb2dd0a93e5278b6a5eecf748804 \
+    --hash=sha256:7d9d51eb96c82a9652933bd769fe6de66877d6eb2b2440e281f2938c51b5643e \
+    --hash=sha256:7e791e247b8044512e070bd1f3633dc08350d32776d2d6e7473309d0edf256a2 \
+    --hash=sha256:7ede4331a1899d604463369c730dbb961ffdc5312bc7f16c41c2896415b1304a \
+    --hash=sha256:834bb5bdabca2e91592a03d373838a8d0a1b8bbde7077ae6913fd2fc51812d00 \
+    --hash=sha256:844e73b6c56b505e9e169234ea3bdea2ea43f769f847f47ac559ba1d2361ebea \
+    --hash=sha256:92cd8b6025981a041f5310430310b55b25ca593972c16407af8837d3d7d2ca01 \
+    --hash=sha256:a25ffa2dbbdf8721855612f6dca15c108224b12d0c4024d0ac3d7902132b4211 \
+    --hash=sha256:a7e4ccff04ec03614e62c613e976a3a5860dc9714ce8266f44328bdc8b1cab2c \
+    --hash=sha256:ae039aaef8de3f8157ecc1fdd4d85043ac4f57538c245a0afaecb8321ec951c3 \
+    --hash=sha256:c1dcfbeb93d9ecd9ca128bbf8910120367777973fa193fb9a39c31237d8df165 \
+    --hash=sha256:c409578cbd77c338975670ada777add4efd53379667edf0aceea730cabede6fb \
+    --hash=sha256:d824ca4148b705970bf4e120924a212fdfca9859a73e42bd7889a63a4ea6bb98 \
+    --hash=sha256:e52c076f187405fc21523c746c04399c9af8ece566077ed147b2126f2bcba577 \
+    --hash=sha256:e8a39e66dac7153cf3f964a12aad515afa8d74938ec5cc0018adcdae5367c79e \
+    --hash=sha256:ee4a72f12847ef29b072aee9ad5474041ab2924106bdca9fcf5d7d965853e057 \
+    --hash=sha256:fbd9e482663ca9d005d051330e4d2d8150bb208a209409c10f7e7dfdf7c49da9 \
+    --hash=sha256:fc7e37b4b8bc7e80a63ad6cfa5fc11fab27dbfea4cc4ae644b1ab3f273dc348f \
+    --hash=sha256:ff3a6465b3a0f54b1a430f45c3c0ba7d61ceb45cbc3e33f9e1a7f638d690baf3
+    # via openai
+joserfc==1.6.4 \
+    --hash=sha256:34ce5f499bfcc5e9ad4cc75077f9278ab3227b71da9aaf28f9ab705f8a560d3c \
+    --hash=sha256:3e4a22b509b41908989237a045e25c8308d5fd47ab96bdae2dd8057c6451003a
+    # via authlib
+jsonref==1.1.0 \
+    --hash=sha256:32fe8e1d85af0fdefbebce950af85590b22b60f9e95443176adbde4e1ecea552 \
+    --hash=sha256:590dc7773df6c21cbf948b5dac07a72a251db28b0238ceecce0a2abfa8ec30a9
+    # via fastmcp
 jsonschema==4.26.0 \
     --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
     --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
-    # via ci-triage-env
+    # via
+    #   ci-triage-env
+    #   mcp
+jsonschema-path==0.4.5 \
+    --hash=sha256:7d77a2c3f3ec569a40efe5c5f942c44c1af2a6f96fe0866794c9ef5b8f87fd65 \
+    --hash=sha256:c6cd7d577ae290c7defd4f4029e86fdb248ca1bd41a07557795b3c95e5144918
+    # via fastmcp
 jsonschema-specifications==2025.9.1 \
     --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
     --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
     # via jsonschema
+keyring==25.7.0 \
+    --hash=sha256:be4a0b195f149690c166e850609a477c532ddbfbaed96a404d4e43f8d5e2689f \
+    --hash=sha256:fe01bd85eb3f8fb3dd0405defdeac9a5b4f6f0439edbb3149577f244a2e8245b
+    # via py-key-value-aio
 kiwisolver==1.5.0 \
     --hash=sha256:01808c6d15f4c3e8559595d6d1fe6411c68e4a3822b4b9972b44473b24f4e679 \
     --hash=sha256:0df54df7e686afa55e6f21fb86195224a6d9beb71d637e8d7920c95cf0f89aac \
@@ -423,7 +707,9 @@ markupsafe==3.0.3 \
     --hash=sha256:d88b440e37a16e651bda4c7c2b930eb586fd15ca7406cb39e211fcff3bf3017d \
     --hash=sha256:de8a88e63464af587c950061a5e6a67d3632e36df62b986892331d4620a35c01 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a
-    # via jinja2
+    # via
+    #   gradio
+    #   jinja2
 matplotlib==3.10.9 \
     --hash=sha256:10cc5ce06d10231c36f40e875f3c7e8050362a4ee8f0ee5d29a6b3277d57bb42 \
     --hash=sha256:3fc0364dfbe1d07f6d15c5ebd0c5bf89e126916e5a8667dd4a7a6e84c36653d4 \
@@ -446,10 +732,20 @@ matplotlib==3.10.9 \
     # via
     #   ci-triage-env
     #   seaborn
+mcp==1.27.0 \
+    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
+    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
+    # via fastmcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
     --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
     # via markdown-it-py
+more-itertools==11.0.2 \
+    --hash=sha256:392a9e1e362cbc106a2457d37cabf9b36e5e12efd4ebff1654630e76597df804 \
+    --hash=sha256:6e35b35f818b01f691643c6c611bc0902f2e92b46c18fffa77ae1e7c46e912e4
+    # via
+    #   jaraco-classes
+    #   jaraco-functools
 mpmath==1.3.0 \
     --hash=sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f \
     --hash=sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c
@@ -545,8 +841,8 @@ numpy==2.4.4 \
     #   accelerate
     #   contourpy
     #   datasets
+    #   gradio
     #   matplotlib
-    #   openenv
     #   pandas
     #   seaborn
     #   transformers
@@ -619,16 +915,64 @@ nvidia-nvtx==13.0.85 ; sys_platform == 'linux' \
     --hash=sha256:4936d1d6780fbe68db454f5e72a42ff64d1fd6397df9f363ae786930fd5c1cd4 \
     --hash=sha256:cb7780edb6b14107373c835bf8b72e7a178bac7367e23da7acb108f973f157a6
     # via cuda-toolkit
-openenv==0.1.13 \
-    --hash=sha256:726971d2289472c1c20261436bcccdf3edfcf0b201d16aec127815bd83bfcb3d \
-    --hash=sha256:813249d7f526f40c6e8b325f705294761a5bc887b9144c3383fa2bae7baa7726
+openai==2.32.0 \
+    --hash=sha256:4dcc9badeb4bf54ad0d187453742f290226d30150890b7890711bda4f32f192f \
+    --hash=sha256:c54b27a9e4cb8d51f0dd94972ffd1a04437efeb259a9e60d8922b8bd26fe55e0
+    # via openenv-core
+openapi-pydantic==0.5.1 \
+    --hash=sha256:a3a09ef4586f5bd760a8df7f43028b60cafb6d9f61de2acba9574766255ab146 \
+    --hash=sha256:ff6835af6bde7a459fb93eb93bb92b8749b754fc6e51b2f1590a19dc3005ee0d
+    # via fastmcp
+openenv-core==0.2.3 \
+    --hash=sha256:48aefd774474556297ce012b80f2ceb271db51253d7fd0838e6e2dcc329db0c3 \
+    --hash=sha256:f75a20c94452057a5f53a86e6d71a9f6a461524c3d6a865aa9344d257a92b795
     # via ci-triage-env
+opentelemetry-api==1.41.1 \
+    --hash=sha256:0ad1814d73b875f84494387dae86ce0b12c68556331ce6ce8fe789197c949621 \
+    --hash=sha256:a22df900e75c76dc08440710e51f52f1aa6b451b429298896023e60db5b3139f
+    # via fastmcp
+orjson==3.11.8 \
+    --hash=sha256:0022bb50f90da04b009ce32c512dc1885910daa7cb10b7b0cba4505b16db82a8 \
+    --hash=sha256:003646067cc48b7fcab2ae0c562491c9b5d2cbd43f1e5f16d98fd118c5522d34 \
+    --hash=sha256:093d489fa039ddade2db541097dbb484999fcc65fc2b0ff9819141e2ab364f25 \
+    --hash=sha256:0e32f7154299f42ae66f13488963269e5eccb8d588a65bc839ed986919fc9fac \
+    --hash=sha256:14778ffd0f6896aa613951a7fbf4690229aa7a543cb2bfbe9f358e08aafa9546 \
+    --hash=sha256:1cd0b77e77c95758f8e1100139844e99f3ccc87e71e6fc8e1c027e55807c549f \
+    --hash=sha256:25e0c672a2e32348d2eb33057b41e754091f2835f87222e4675b796b92264f06 \
+    --hash=sha256:3cf17c141617b88ced4536b2135c552490f07799f6ad565948ea07bef0dcb9a6 \
+    --hash=sha256:3f262401086a3960586af06c054609365e98407151f5ea24a62893a40d80dbbb \
+    --hash=sha256:469ac2125611b7c5741a0b3798cd9e5786cbad6345f9f400c77212be89563bec \
+    --hash=sha256:48854463b0572cc87dac7d981aa72ed8bf6deedc0511853dc76b8bbd5482d36d \
+    --hash=sha256:53a0f57e59a530d18a142f4d4ba6dfc708dc5fdedce45e98ff06b44930a2a48f \
+    --hash=sha256:54153d21520a71a4c82a0dbb4523e468941d549d221dc173de0f019678cf3813 \
+    --hash=sha256:58a4a208a6fbfdb7a7327b8f201c6014f189f721fd55d047cafc4157af1bc62a \
+    --hash=sha256:5d8b5231de76c528a46b57010bbd83fb51e056aa0220a372fd5065e978406f1c \
+    --hash=sha256:5f8952d6d2505c003e8f0224ff7858d341fa4e33fef82b91c4ff0ef070f2393c \
+    --hash=sha256:6a3d159d5ffa0e3961f353c4b036540996bf8b9697ccc38261c0eac1fd3347a6 \
+    --hash=sha256:6dbe9a97bdb4d8d9d5367b52a7c32549bba70b2739c58ef74a6964a6d05ae054 \
+    --hash=sha256:6eda5b8b6be91d3f26efb7dc6e5e68ee805bc5617f65a328587b35255f138bf4 \
+    --hash=sha256:76070a76e9c5ae661e2d9848f216980d8d533e0f8143e6ed462807b242e3c5e8 \
+    --hash=sha256:8e8c6218b614badf8e229b697865df4301afa74b791b6c9ade01d19a9953a942 \
+    --hash=sha256:9185589c1f2a944c17e26c9925dcdbc2df061cc4a145395c57f0c51f9b5dbfcd \
+    --hash=sha256:96163d9cdc5a202703e9ad1b9ae757d5f0ca62f4fa0cc93d1f27b0e180cc404e \
+    --hash=sha256:9b48e274f8824567d74e2158199e269597edf00823a1b12b63d48462bbf5123e \
+    --hash=sha256:a5c370674ebabe16c6ccac33ff80c62bf8a6e59439f5e9d40c1f5ab8fd2215b7 \
+    --hash=sha256:e0950ed1bcb9893f4293fd5c5a7ee10934fbf82c4101c70be360db23ce24b7d2 \
+    --hash=sha256:ea56a955056a6d6c550cf18b3348656a9d9a4f02e2d0c02cabf3c73f1055d506 \
+    --hash=sha256:ed193ce51d77a3830cad399a529cd4ef029968761f43ddc549e1bc62b40d88f8 \
+    --hash=sha256:ee8db7bfb6fe03581bbab54d7c4124a6dd6a7f4273a38f7267197890f094675f \
+    --hash=sha256:f30491bc4f862aa15744b9738517454f1e46e56c972a2be87d70d727d5b2a8f8 \
+    --hash=sha256:ff51f9d657d1afb6f410cb435792ce4e1fe427aab23d2fcd727a2876e21d4cb6
+    # via gradio
 packaging==26.2 \
     --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
     --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   accelerate
     #   datasets
+    #   fastmcp
+    #   gradio
+    #   gradio-client
     #   huggingface-hub
     #   matplotlib
     #   transformers
@@ -655,7 +999,12 @@ pandas==3.0.2 \
     # via
     #   ci-triage-env
     #   datasets
+    #   gradio
     #   seaborn
+pathable==0.5.0 \
+    --hash=sha256:646e3d09491a6351a0c82632a09c02cdf70a252e73196b36d8a15ba0a114f0a6 \
+    --hash=sha256:d81938348a1cacb525e7c75166270644782c0fb9c8cecc16be033e71427e0ef1
+    # via jsonschema-path
 pillow==12.2.0 \
     --hash=sha256:01afa7cf67f74f09523699b4e88c73fb55c13346d212a59a2db1f86b0a63e8c5 \
     --hash=sha256:03e7e372d5240cc23e9f07deca4d775c0817bffc641b01e9c3af208dbd300987 \
@@ -687,11 +1036,15 @@ pillow==12.2.0 \
     --hash=sha256:f3f40b3c5a968281fd507d519e444c35f0ff171237f4fdde090dd60699458421 \
     --hash=sha256:f490f9368b6fc026f021db16d7ec2fbf7d89e2edb42e8ec09d2c60505f5729c7 \
     --hash=sha256:fc3d34d4a8fbec3e88a79b92e5465e0f9b842b628675850d860b8bd300b159f5
-    # via matplotlib
+    # via
+    #   gradio
+    #   matplotlib
 platformdirs==4.9.6 \
     --hash=sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a \
     --hash=sha256:e61adb1d5e5cb3441b4b7710bea7e4c12250ca49439228cc1021c00dcfac0917
-    # via wandb
+    # via
+    #   fastmcp
+    #   wandb
 propcache==0.4.1 \
     --hash=sha256:0013cb6f8dde4b2a2f66903b8ba740bdfe378c943c4377a200551ceb27f379e4 \
     --hash=sha256:031dce78b9dc099f4c29785d9cf5577a3faf9ebf74ecbd3c856a7b92768c3df3 \
@@ -749,6 +1102,10 @@ psutil==7.2.2 \
     --hash=sha256:ed0cace939114f62738d808fdcecd4c869222507e266e574799e9c0faa17d486 \
     --hash=sha256:fd04ef36b4a6d599bbdb225dd1d3f51e00105f6d48a28f006da7f9822f2606d8
     # via accelerate
+py-key-value-aio==0.4.4 \
+    --hash=sha256:18e17564ecae61b987f909fc2cd41ee2012c84b4b1dcb8c055cf8b4bc1bf3f5d \
+    --hash=sha256:e3012e6243ed7cc09bb05457bd4d03b1ba5c2b1ca8700096b3927db79ffbbe55
+    # via fastmcp
 pyarrow==24.0.0 \
     --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
     --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
@@ -766,12 +1123,23 @@ pyarrow==24.0.0 \
     --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
     --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a
     # via datasets
+pycparser==3.0 ; implementation_name != 'PyPy' and platform_python_implementation != 'PyPy' \
+    --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
+    --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
+    # via cffi
 pydantic==2.13.3 \
     --hash=sha256:6db14ac8dfc9a1e57f87ea2c0de670c251240f43cb0c30a5130e9720dc612927 \
     --hash=sha256:af09e9d1d09f4e7fe37145c1f577e1d61ceb9a41924bf0094a36506285d0a84d
     # via
     #   ci-triage-env
     #   fastapi
+    #   fastmcp
+    #   gradio
+    #   mcp
+    #   openai
+    #   openapi-pydantic
+    #   openenv-core
+    #   pydantic-settings
     #   wandb
 pydantic-core==2.46.3 \
     --hash=sha256:06d5d8820cbbdb4147578c1fe7ffcd5b83f34508cb9f9ab76e807be7db6ff0a4 \
@@ -822,14 +1190,30 @@ pydantic-core==2.46.3 \
     --hash=sha256:fc331a5314ffddd5385b9ee9d0d2fee0b13c27e0e02dad71b1ae5d6561f51eeb \
     --hash=sha256:fd35aa21299def8db7ef4fe5c4ff862941a9a158ca7b63d61e66fe67d30416b4
     # via pydantic
+pydantic-settings==2.14.0 \
+    --hash=sha256:24285fd4b0e0c06507dd9fdfd331ee23794305352aaec8fc4eb92d4047aeb67d \
+    --hash=sha256:fc8d5d692eb7092e43c8647c1c35a3ecd00e040fcf02ed86f4cb5458ca62182e
+    # via mcp
+pydub==0.25.1 \
+    --hash=sha256:65617e33033874b59d87db603aa1ed450633288aefead953b30bded59cb599a6 \
+    --hash=sha256:980a33ce9949cab2a569606b65674d748ecbca4f0796887fd6f46173a7b0d30f
+    # via gradio
 pygments==2.20.0 \
     --hash=sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f \
     --hash=sha256:81a9e26dd42fd28a23a2d169d86d7ac03b46e2f8b59ed4698fb4785f946d0176
     # via rich
+pyjwt==2.12.1 \
+    --hash=sha256:28ca37c070cad8ba8cd9790cd940535d40274d22f80ab87f3ac6a713e6e8454c \
+    --hash=sha256:c74a7a2adf861c04d002db713dd85f84beb242228e671280bf709d765b03672b
+    # via mcp
 pyparsing==3.3.2 \
     --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
     --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
     # via matplotlib
+pyperclip==1.11.0 \
+    --hash=sha256:244035963e4428530d9e3a6101a1ef97209c6825edab1567beac148ccc1db1b6 \
+    --hash=sha256:299403e9ff44581cb9ba2ffeed69c7aa96a008622ad0c46cb575ca75b5b84273
+    # via fastmcp
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
     --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
@@ -839,7 +1223,32 @@ python-dateutil==2.9.0.post0 \
 python-dotenv==1.2.2 \
     --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a \
     --hash=sha256:2c371a91fbd7ba082c2c1dc1f8bf89ca22564a087c2c287cd9b662adde799cf3
-    # via uvicorn
+    # via
+    #   fastmcp
+    #   pydantic-settings
+    #   uvicorn
+python-multipart==0.0.26 \
+    --hash=sha256:08fadc45918cd615e26846437f50c5d6d23304da32c341f289a617127b081f17 \
+    --hash=sha256:c0b169f8c4484c13b0dcf2ef0ec3a4adb255c4b7d18d8e420477d2b1dd03f185
+    # via
+    #   gradio
+    #   mcp
+pytz==2026.1.post1 \
+    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
+    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+    # via gradio
+pywin32==311 ; sys_platform == 'win32' \
+    --hash=sha256:184eb5e436dea364dcd3d2316d577d625c0351bf237c4e9a5fabbcfa5a58b151 \
+    --hash=sha256:3ce80b34b22b17ccbd937a6e78e7225d80c52f5ab9940fe0506a1a16f3dab503 \
+    --hash=sha256:750ec6e621af2b948540032557b10a2d43b0cee2ae9758c54154d711cc852d31 \
+    --hash=sha256:a733f1388e1a842abb67ffa8e7aad0e70ac519e09b0f6a784e65a136ec7cefd2 \
+    --hash=sha256:b8c095edad5c211ff31c05223658e71bf7116daa0ecf3ad85f3201ea3190d067 \
+    --hash=sha256:e286f46a9a39c4a18b319c28f59b61de793654af2f395c102b4f819e584b5852
+    # via mcp
+pywin32-ctypes==0.2.3 ; sys_platform == 'win32' \
+    --hash=sha256:8a1513379d709975552d202d942d9837758905c8d01eb82b8bcc30918929e7b8 \
+    --hash=sha256:d162dc04946d704503b2edc4d55f3dba5c1d539ead017afa00142c38b9885755
+    # via keyring
 pyyaml==6.0.3 \
     --hash=sha256:10892704fc220243f5305762e276552a0395f7beb4dbf9b14ec8fd43b57f126c \
     --hash=sha256:1d37d57ad971609cf3c53ba6a7e365e40660e3be0e5175fa9f2365a379d6095a \
@@ -865,7 +1274,11 @@ pyyaml==6.0.3 \
     #   accelerate
     #   ci-triage-env
     #   datasets
+    #   fastmcp
+    #   gradio
     #   huggingface-hub
+    #   jsonschema-path
+    #   openenv-core
     #   transformers
     #   uvicorn
     #   wandb
@@ -874,6 +1287,7 @@ referencing==0.37.0 \
     --hash=sha256:44aefc3142c5b842538163acb373e24cce6632bd54bdb01b21ad5863489f50d8
     # via
     #   jsonschema
+    #   jsonschema-path
     #   jsonschema-specifications
 regex==2026.4.4 \
     --hash=sha256:04bb679bc0bde8a7bfb71e991493d47314e7b98380b083df2447cda4b6edb60f \
@@ -915,11 +1329,21 @@ requests==2.33.1 \
     --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
     # via
     #   datasets
+    #   openenv-core
     #   wandb
 rich==15.0.0 \
     --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb \
     --hash=sha256:edd07a4824c6b40189fb7ac9bc4c52536e9780fbbfbddf6f1e2502c31b068c36
-    # via typer
+    # via
+    #   cyclopts
+    #   fastmcp
+    #   openenv-core
+    #   rich-rst
+    #   typer
+rich-rst==1.3.2 \
+    --hash=sha256:a1196fdddf1e364b02ec68a05e8ff8f6914fee10fbca2e6b6735f166bb0da8d4 \
+    --hash=sha256:a99b4907cbe118cf9d18b0b44de272efa61f15117c61e39ebdc431baf5df722a
+    # via cyclopts
 rpds-py==0.30.0 \
     --hash=sha256:07ae8a593e1c3c6b82ca3292efbe73c30b61332fd612e05abee07c79359f292f \
     --hash=sha256:12f90dd7557b6bd57f40abe7747e81e0c0b119bef015ea7726e69fe550e394a4 \
@@ -967,6 +1391,10 @@ rpds-py==0.30.0 \
     # via
     #   jsonschema
     #   referencing
+safehttpx==0.1.7 \
+    --hash=sha256:c4f4a162db6993464d7ca3d7cc4af0ffc6515a606dfd220b9f82c6945d869cde \
+    --hash=sha256:db201c0978c41eddb8bb480f3eee59dd67304fdd91646035e9d9a720049a9d23
+    # via gradio
 safetensors==0.7.0 \
     --hash=sha256:07663963b67e8bd9f0b8ad15bb9163606cd27cc5a1b96235a50d8369803b96b0 \
     --hash=sha256:1d060c70284127fa805085d8f10fbd0962792aed71879d00864acda69dbab981 \
@@ -990,6 +1418,14 @@ seaborn==0.13.2 \
     --hash=sha256:636f8336facf092165e27924f223d3c62ca560b1f2bb5dff7ab7fad265361987 \
     --hash=sha256:93e60a40988f4d65e9f4885df477e2fdaff6b73a9ded434c1ab356dd57eefff7
     # via ci-triage-env
+secretstorage==3.5.0 ; sys_platform == 'linux' \
+    --hash=sha256:0ce65888c0725fcb2c5bc0fdb8e5438eece02c523557ea40ce0703c266248137 \
+    --hash=sha256:f04b8e4689cbce351744d5537bf6b1329c6fc68f91fa666f60a380edddcd11be
+    # via keyring
+semantic-version==2.10.0 \
+    --hash=sha256:bdabb6d336998cbb378d4b9db3a4b56a1e3235701dc05ea2690d9a997ed5041c \
+    --hash=sha256:de78a3b8e0feda74cabc54aab2da702113e33ac9d9eb9d2389bcf1f58b7d9177
+    # via gradio
 sentry-sdk==2.58.0 \
     --hash=sha256:688d1c704ddecf382ea3326f21a67453d4caa95592d722b7c780a36a9d23109e \
     --hash=sha256:c1144d947352d54e5b7daa63596d9f848adf684989c06c4f5a659f0c85a18f6f
@@ -1010,10 +1446,22 @@ smmap==5.0.3 \
     --hash=sha256:4d9debb8b99007ae47165abc08670bd74cb74b5227dda7f643eccc4e9eb5642c \
     --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
     # via gitdb
+sniffio==1.3.1 \
+    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
+    --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc
+    # via openai
+sse-starlette==3.3.4 \
+    --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
+    --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
+    # via mcp
 starlette==1.0.0 \
     --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
     --hash=sha256:d3ec55e0bb321692d275455ddfd3df75fff145d009685eb40dc91fc66b03d38b
-    # via fastapi
+    # via
+    #   fastapi
+    #   gradio
+    #   mcp
+    #   sse-starlette
 sympy==1.14.0 \
     --hash=sha256:d3d3fe8df1e5a0b42f0e7bdf50541697dbe7d23746e894990c030e2b05e72517 \
     --hash=sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5
@@ -1036,6 +1484,36 @@ tokenizers==0.22.2 \
     --hash=sha256:c9ea31edff2968b44a88f97d784c2f16dc0729b8b143ed004699ebca91f05c48 \
     --hash=sha256:df6c4265b289083bf710dff49bc51ef252f9d5be33a45ee2bed151114a56207b
     # via transformers
+tomli==2.4.1 \
+    --hash=sha256:0d85819802132122da43cb86656f8d1f8c6587d54ae7dcaf30e90533028b49fe \
+    --hash=sha256:136443dbd7e1dee43c68ac2694fde36b2849865fa258d39bf822c10e8068eac5 \
+    --hash=sha256:47149d5bd38761ac8be13a84864bf0b7b70bc051806bc3669ab1cbc56216b23c \
+    --hash=sha256:4ab97e64ccda8756376892c53a72bd1f964e519c77236368527f758fbc36a53a \
+    --hash=sha256:52c8ef851d9a240f11a88c003eacb03c31fc1c9c4ec64a99a0f922b93874fda9 \
+    --hash=sha256:5a881ab208c0baf688221f8cecc5401bd291d67e38a1ac884d6736cbcd8247e9 \
+    --hash=sha256:5cb41aa38891e073ee49d55fbc7839cfdb2bc0e600add13874d048c94aadddd1 \
+    --hash=sha256:5e262d41726bc187e69af7825504c933b6794dc3fbd5945e41a79bb14c31f585 \
+    --hash=sha256:5ee18d9ebdb417e384b58fe414e8d6af9f4e7a0ae761519fb50f721de398dd4e \
+    --hash=sha256:7c7e1a961a0b2f2472c1ac5b69affa0ae1132c39adcb67aba98568702b9cc23f \
+    --hash=sha256:7f86fd587c4ed9dd76f318225e7d9b29cfc5a9d43de44e5754db8d1128487085 \
+    --hash=sha256:96481a5786729fd470164b47cdb3e0e58062a496f455ee41b4403be77cb5a076 \
+    --hash=sha256:c2541745709bad0264b7d4705ad453b76ccd191e64aa6f0fc66b69a293a45ece \
+    --hash=sha256:c742f741d58a28940ce01d58f0ab2ea3ced8b12402f162f4d534dfe18ba1cd6a \
+    --hash=sha256:da25dc3563bff5965356133435b757a795a17b17d01dbc0f42fb32447ddfd917 \
+    --hash=sha256:ec9bfaf3ad2df51ace80688143a6a4ebc09a248f6ff781a9945e51937008fcbc \
+    --hash=sha256:f758f1b9299d059cc3f6546ae2af89670cb1c4d48ea29c3cacc4fe7de3058257 \
+    --hash=sha256:f8f0fc26ec2cc2b965b7a3b87cd19c5c6b8c5e5f436b984e85f486d652285c30 \
+    --hash=sha256:ff18e6a727ee0ab0388507b89d1bc6a22b138d1e2fa56d1ad494586d61d2eae9 \
+    --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
+    # via openenv-core
+tomli-w==1.2.0 \
+    --hash=sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90 \
+    --hash=sha256:2dd14fac5a47c27be9cd4c976af5a12d87fb1f0b4512f81d69cce3b35ae25021
+    # via openenv-core
+tomlkit==0.14.0 \
+    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
+    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+    # via gradio
 torch==2.11.0 \
     --hash=sha256:0f68f4ac6d95d12e896c3b7a912b5871619542ec54d3649cf48cc1edd4dd2756 \
     --hash=sha256:4b5866312ee6e52ea625cd211dcb97d6a2cdc1131a5f15cc0d87eec948f6dd34 \
@@ -1054,6 +1532,7 @@ tqdm==4.67.3 \
     # via
     #   datasets
     #   huggingface-hub
+    #   openai
     #   transformers
 transformers==5.6.2 \
     --hash=sha256:e657134c3e5a6bc00a3c35f4e2674bb51adfcd89898495b788a18552bac2b91a \
@@ -1075,7 +1554,10 @@ typer==0.24.2 \
     --hash=sha256:b618bc3d721f9a8d30f3e05565be26416d06e9bcc29d49bc491dc26aba674fa8 \
     --hash=sha256:ec070dcfca1408e85ee203c6365001e818c3b7fffe686fd07ff2d68095ca0480
     # via
+    #   gradio
+    #   hf-gradio
     #   huggingface-hub
+    #   openenv-core
     #   transformers
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
@@ -1083,8 +1565,15 @@ typing-extensions==4.15.0 \
     # via
     #   aiosignal
     #   anyio
+    #   exceptiongroup
     #   fastapi
+    #   gradio
+    #   gradio-client
     #   huggingface-hub
+    #   mcp
+    #   openai
+    #   opentelemetry-api
+    #   py-key-value-aio
     #   pydantic
     #   pydantic-core
     #   referencing
@@ -1097,11 +1586,17 @@ typing-inspection==0.4.2 \
     --hash=sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464
     # via
     #   fastapi
+    #   mcp
     #   pydantic
+    #   pydantic-settings
 tzdata==2026.2 ; sys_platform == 'emscripten' or sys_platform == 'win32' \
     --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
     --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
     # via pandas
+uncalled-for==0.3.1 \
+    --hash=sha256:074cdc92da8356278f93d0ded6f2a66dd883dbecaf9bc89437646ee2289cc200 \
+    --hash=sha256:5e412ac6708f04b56bef5867b5dcf6690ebce4eb7316058d9c50787492bb4bca
+    # via fastmcp
 urllib3==2.6.3 \
     --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
     --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
@@ -1111,7 +1606,12 @@ urllib3==2.6.3 \
 uvicorn==0.46.0 \
     --hash=sha256:bbebbcbed972d162afca128605223022bedd345b7bc7855ce66deb31487a9048 \
     --hash=sha256:fb9da0926999cc6cb22dc7cd71a94a632f078e6ae47ff683c5c420750fb7413d
-    # via ci-triage-env
+    # via
+    #   ci-triage-env
+    #   fastmcp
+    #   gradio
+    #   mcp
+    #   openenv-core
 uvloop==0.22.1 ; platform_python_implementation != 'PyPy' and sys_platform != 'cygwin' and sys_platform != 'win32' \
     --hash=sha256:3b7f102bf3cb1995cfeaee9321105e8f5da76fdb104cdad8986f85461a1b7b77 \
     --hash=sha256:40631b049d5972c6755b06d0bfe8233b1bd9a8a6392d9d1c45c10b6f9e9b2733 \
@@ -1171,7 +1671,9 @@ watchfiles==1.1.1 \
     --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
     --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
     --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa
-    # via uvicorn
+    # via
+    #   fastmcp
+    #   uvicorn
 websockets==16.0 \
     --hash=sha256:0298d07ee155e2e9fda5be8a9042200dd2e3bb0b8a38482156576f863a9d457c \
     --hash=sha256:08d7af67b64d29823fed316505a89b86705f2b7981c07848fb5e3ea3020c1abe \
@@ -1198,7 +1700,10 @@ websockets==16.0 \
     --hash=sha256:e0334872c0a37b606418ac52f6ab9cfd17317ac26365f7f65e203e2d0d0d359f \
     --hash=sha256:eaded469f5e5b7294e2bdca0ab06becb6756ea86894a47806456089298813c89 \
     --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da
-    # via uvicorn
+    # via
+    #   fastmcp
+    #   openenv-core
+    #   uvicorn
 xxhash==3.7.0 \
     --hash=sha256:03f8ff4474ee61c845758ce00711d7087a770d77efb36f7e74a6e867301000b8 \
     --hash=sha256:073c23900a9fbf3d26616c17c830db28af9803677cd5b33aea3224d824111514 \
@@ -1286,3 +1791,7 @@ yarl==1.23.0 \
     --hash=sha256:f69f57305656a4852f2a7203efc661d8c042e6cc67f7acd97d8667fb448a426e \
     --hash=sha256:fffc45637bcd6538de8b85f51e3df3223e4ad89bccbfca0481c08c7fc8b7ed7d
     # via aiohttp
+zipp==3.23.1 \
+    --hash=sha256:0b3596c50a5c700c9cb40ba8d86d9f2cc4807e9bedb06bcdf7fac85633e444dc \
+    --hash=sha256:32120e378d32cd9714ad503c1d024619063ec28aad2248dc6672ad13edfa5110
+    # via importlib-metadata

src/ci_triage_env/env/server.py

@@ -1,172 +1,238 @@
+"""OpenEnv-compliant CI triage environment.
+
+Public surface (registered automatically by ``openenv.core.env_server.http_server.create_app``):
+
+- ``POST /reset``  → ``ResetResponse`` with the initial domain Observation
+- ``POST /step``   → ``StepResponse`` for ``CITriageAction``
+- ``GET  /state``  → ``CITriageState`` (current EpisodeState)
+- ``GET  /schema`` → action / observation / state JSON Schemas
+- ``POST /mcp``    → JSON-RPC ``tools/list`` and ``tools/call``
+- ``WS   /mcp``    → MCP over WebSocket
+- ``WS   /ws``     → persistent OpenEnv session (canonical ``EnvClient`` path)
+- ``GET  /docs``   → Swagger UI
+
+Tools are registered with a ``FastMCP`` server so MCP clients can discover them
+via ``tools/list``. Step-level tool calls go through ``CITriageAction``
+(``kind="tool_call"``) so budget/cost bookkeeping stays inside the env.
+"""
+
+from __future__ import annotations
+
 import logging
 import os
-import random
-import threading
 import uuid
+from typing import Any
 
-from fastapi import FastAPI, HTTPException
-from pydantic import BaseModel
+from fastmcp import FastMCP
+from openenv.core.env_server.http_server import create_app as openenv_create_app
+from openenv.core.env_server.mcp_environment import MCPEnvironment
 
 from ci_triage_env.env.episode import EpisodeManager
 from ci_triage_env.env.scenario_loader import load_scenarios
 from ci_triage_env.env.tools import ALL_TOOL_HANDLERS, ToolHandler
-from ci_triage_env.schemas.action import TerminalAction, ToolCall
-from ci_triage_env.schemas.episode import EpisodeState
-from ci_triage_env.schemas.observation import Observation
-from ci_triage_env.schemas.scenario import Scenario
-from ci_triage_env.schemas.tools import ALL_TOOLS, MCPToolDef
+from ci_triage_env.env.wire import CITriageAction, CITriageObservation, CITriageState
+from ci_triage_env.schemas.observation import Observation as DomainObservation
+from ci_triage_env.schemas.scenario import Scenario, ToolOutput
+from ci_triage_env.schemas.tools import ALL_TOOLS
 
 logger = logging.getLogger(__name__)
 
 
-class CITriageEnv:
-    """OpenEnv-style CI triage environment.
+def _build_mcp_server(handlers: list[ToolHandler]) -> FastMCP:
+    """Build a FastMCP server advertising the 11 tools.
 
-    Public surface: 11 MCP tools + reset/step/state lifecycle. The PyPI ``openenv``
-    package does not actually expose ``MCPEnvironment`` (its name collides with an
-    unrelated gym-style library); per phase-a1.md "If the path differs, update", we
-    implement the MCP listing endpoint directly on FastAPI rather than inheriting.
+    The function bodies are stubs in Phase A1: they validate args against the
+    schema and return placeholder payloads. Real routing into scenario-specific
+    tool outputs lands in A2. Cost / budget bookkeeping happens on the env's
+    ``/step`` path via ``CITriageAction(kind="tool_call")``, not here, so that
+    one canonical path owns episode state.
     """
+    mcp = FastMCP(name="ci-triage")
+    handler_map = {h.name: h for h in handlers}
+    tool_defs = {t.name: t for t in ALL_TOOLS}
+
+    for tool_def in ALL_TOOLS:
+        handler = handler_map[tool_def.name]
+
+        def _make_fn(name: str, h: ToolHandler) -> Any:
+            def _fn(arguments: dict | None = None) -> dict:
+                args = arguments or {}
+                h.validate_args(args)
+                placeholder = ToolOutput(
+                    tool_name=name,
+                    payload={"stub": True, "tool": name},
+                    cost_units=h.cost_unit,
+                )
+                return {"payload": placeholder.payload, "cost_units": placeholder.cost_units}
+
+            _fn.__name__ = name
+            return _fn
+
+        mcp.tool(
+            name=tool_def.name,
+            description=tool_def.description,
+        )(_make_fn(tool_def.name, handler))
+
+    # Sanity: ALL_TOOLS already excludes reserved names; the MCPEnvironment will
+    # re-validate in __init__ but assert here too for fast feedback.
+    reserved = {"reset", "step", "state", "close"}
+    assert not (set(tool_defs) & reserved)
+    return mcp
+
+
+class CITriageEnv(MCPEnvironment):
+    """CI triage env exposing 11 MCP tools and a structured terminal action."""
+
+    SUPPORTS_CONCURRENT_SESSIONS: bool = True
 
     def __init__(
         self,
         scenario_source: str | None = None,
         scenarios: dict[str, Scenario] | None = None,
-    ):
-        self._episodes: dict[str, EpisodeManager] = {}
-        self._lock = threading.Lock()
+    ) -> None:
         if scenarios is not None:
-            self._scenarios = dict(scenarios)
+            self._scenarios: dict[str, Scenario] = dict(scenarios)
         else:
-            self._scenarios = load_scenarios(scenario_source)
+            source = scenario_source or os.environ.get("CI_TRIAGE_SCENARIO_SOURCE")
+            self._scenarios = load_scenarios(source)
         if not self._scenarios:
             raise RuntimeError(
                 "no scenarios found; populate data_artifacts/scenarios/*.json or set "
                 "CI_TRIAGE_SCENARIO_SOURCE"
             )
-        self._tools: dict[str, ToolHandler] = {h.name: h for h in ALL_TOOL_HANDLERS}
-        self._tool_defs: dict[str, MCPToolDef] = {t.name: t for t in ALL_TOOLS}
+
+        self._handlers: dict[str, ToolHandler] = {h.name: h for h in ALL_TOOL_HANDLERS}
+        super().__init__(mcp_server=_build_mcp_server(ALL_TOOL_HANDLERS))
+
+        self._episode: EpisodeManager | None = None
 
     @property
     def scenarios(self) -> dict[str, Scenario]:
         return self._scenarios
 
-    @property
-    def tool_defs(self) -> list[MCPToolDef]:
-        return list(self._tool_defs.values())
-
-    def _new_episode_id(self) -> str:
-        return str(uuid.uuid4())
-
     def _seed_for(self, scenario: Scenario, episode_id: str, override: int | None) -> int:
         if override is not None:
             return override
         return hash((scenario.seed, episode_id)) & 0xFFFFFFFF
 
+    def _wrap(self, domain_obs: DomainObservation) -> CITriageObservation:
+        return CITriageObservation(
+            done=domain_obs.is_terminal,
+            reward=None,
+            metadata={},
+            payload=domain_obs,
+        )
+
     def reset(
         self,
+        seed: int | None = None,
+        episode_id: str | None = None,
         scenario_id: str | None = None,
-        seed_override: int | None = None,
-    ) -> Observation:
+        **kwargs: Any,
+    ) -> CITriageObservation:
         if scenario_id is None:
-            scenario_id = random.choice(list(self._scenarios.keys()))
+            scenario_id = next(iter(self._scenarios))
         scenario = self._scenarios.get(scenario_id)
         if scenario is None:
-            raise KeyError(scenario_id)
-        episode_id = self._new_episode_id()
-        seed = self._seed_for(scenario, episode_id, seed_override)
-        manager = EpisodeManager(scenario=scenario, episode_id=episode_id, seed=seed)
-        with self._lock:
-            self._episodes[episode_id] = manager
-        return manager.initial_observation()
-
-    def step(self, episode_id: str, action: dict) -> Observation:
-        with self._lock:
-            manager = self._episodes.get(episode_id)
-        if manager is None:
-            raise KeyError(episode_id)
-        if manager.is_terminated:
-            raise RuntimeError("episode already terminated")
-
-        if action.get("action_type") == "submit_diagnosis":
-            terminal = TerminalAction.model_validate(action)
-            return manager.apply_terminal(terminal)
-
-        if "tool_name" in action:
-            tool_call = ToolCall.model_validate(action)
-            handler = self._tools.get(tool_call.tool_name)
-            if handler is None:
-                raise KeyError(f"unknown tool: {tool_call.tool_name}")
-            output = handler.call(tool_call.args, manager.scenario, manager.history)
-            return manager.apply_tool_call(tool_call, output)
-
-        raise ValueError(
-            "action must be a ToolCall (with tool_name) or a TerminalAction "
-            "(with action_type='submit_diagnosis')"
+            raise KeyError(f"unknown scenario_id: {scenario_id}")
+        if episode_id is None:
+            episode_id = str(uuid.uuid4())
+        self._episode = EpisodeManager(
+            scenario=scenario,
+            episode_id=episode_id,
+            seed=self._seed_for(scenario, episode_id, seed),
         )
+        return self._wrap(self._episode.initial_observation())
 
-    def state(self, episode_id: str) -> EpisodeState:
-        with self._lock:
-            manager = self._episodes.get(episode_id)
-        if manager is None:
-            raise KeyError(episode_id)
-        return manager.to_state()
-
-
-class ResetRequest(BaseModel):
-    scenario_id: str | None = None
-    seed_override: int | None = None
-
-
-class StepRequest(BaseModel):
-    episode_id: str
-    action: dict
+    def step(
+        self,
+        action: CITriageAction,
+        timeout_s: float | None = None,
+        **kwargs: Any,
+    ) -> CITriageObservation:
+        # Override MCPEnvironment.step so /step always lands here for our typed
+        # action. ListToolsAction / CallToolAction still flow through MCP via
+        # the /mcp endpoint; clients hitting /step always send CITriageAction.
+        return self._step_impl(action, timeout_s=timeout_s, **kwargs)
+
+    def _step_impl(
+        self,
+        action: CITriageAction,
+        timeout_s: float | None = None,
+        **kwargs: Any,
+    ) -> CITriageObservation:
+        if self._episode is None:
+            raise RuntimeError("env has no active episode; call reset first")
+        if self._episode.is_terminated:
+            raise RuntimeError("episode already terminated")
 
+        if action.kind == "tool_call":
+            if action.tool_call is None:
+                raise ValueError("kind='tool_call' requires a tool_call payload")
+            handler = self._handlers.get(action.tool_call.tool_name)
+            if handler is None:
+                raise KeyError(f"unknown tool: {action.tool_call.tool_name}")
+            output = handler.call(
+                action.tool_call.args,
+                self._episode.scenario,
+                self._episode.history,
+            )
+            return self._wrap(self._episode.apply_tool_call(action.tool_call, output))
 
-def create_app(env: CITriageEnv) -> FastAPI:
-    app = FastAPI(title="CI Triage Env")
+        if action.kind == "submit_diagnosis":
+            if action.terminal is None:
+                raise ValueError("kind='submit_diagnosis' requires a terminal payload")
+            return self._wrap(self._episode.apply_terminal(action.terminal))
 
-    @app.post("/reset")
-    def reset(req: ResetRequest) -> Observation:
-        try:
-            return env.reset(scenario_id=req.scenario_id, seed_override=req.seed_override)
-        except KeyError as exc:
-            raise HTTPException(status_code=404, detail=f"unknown scenario_id: {exc.args[0]}") from exc
+        raise ValueError(f"unknown action kind: {action.kind}")
 
-    @app.post("/step")
-    def step(req: StepRequest) -> Observation:
-        try:
-            return env.step(req.episode_id, req.action)
-        except KeyError as exc:
-            raise HTTPException(status_code=404, detail=f"unknown id: {exc.args[0]}") from exc
-        except RuntimeError as exc:
-            raise HTTPException(status_code=400, detail=str(exc)) from exc
-        except (ValueError, Exception) as exc:
-            if isinstance(exc, HTTPException):
-                raise
-            raise HTTPException(status_code=400, detail=str(exc)) from exc
+    @property
+    def state(self) -> CITriageState:
+        if self._episode is None:
+            return CITriageState(
+                episode_id=None,
+                step_count=0,
+                payload=None,
+            )
+        domain_state = self._episode.to_state()
+        return CITriageState(
+            episode_id=domain_state.episode_id,
+            step_count=domain_state.step,
+            payload=domain_state,
+        )
 
-    @app.get("/state/{episode_id}")
-    def state(episode_id: str) -> EpisodeState:
-        try:
-            return env.state(episode_id)
-        except KeyError as exc:
-            raise HTTPException(status_code=404, detail=f"unknown episode_id: {exc.args[0]}") from exc
+    def close(self) -> None:
+        # Inherit MCPEnvironment.close behavior (clears mcp client/server). We
+        # also drop the episode reference so a stale env can't be re-used.
+        self._episode = None
+        super().close()
 
-    @app.get("/mcp/tools")
-    def list_mcp_tools() -> list[MCPToolDef]:
-        return env.tool_defs
 
-    return app
+# ---------------------------------------------------------------------------
+# Module-level FastAPI app for `python -m ci_triage_env.env.server` / uvicorn.
+# Use ``build_app()`` from tests to inject scenarios.
+# ---------------------------------------------------------------------------
 
+def build_app(env_factory=None):
+    """Build the OpenEnv-canonical FastAPI app.
 
-def _bootstrap() -> FastAPI:
-    source = os.environ.get("CI_TRIAGE_SCENARIO_SOURCE")
-    env = CITriageEnv(scenario_source=source)
-    return create_app(env)
+    Args:
+        env_factory: Callable returning a fresh ``CITriageEnv`` per HTTP request
+            (OpenEnv's stateless HTTP semantics) and per WebSocket session.
+            Defaults to ``CITriageEnv`` (loads scenarios from
+            ``CI_TRIAGE_SCENARIO_SOURCE`` or ``data_artifacts/scenarios``).
+    """
+    factory = env_factory or CITriageEnv
+    return openenv_create_app(
+        env=factory,
+        action_cls=CITriageAction,
+        observation_cls=CITriageObservation,
+        env_name="ci-triage",
+        max_concurrent_envs=4,
+    )
 
 
 if __name__ == "__main__":
     import uvicorn
 
-    uvicorn.run(_bootstrap(), host="0.0.0.0", port=8000)
+    uvicorn.run(build_app(), host="0.0.0.0", port=8000)

src/ci_triage_env/env/wire.py

@@ -0,0 +1,77 @@
+"""OpenEnv-compliant wire types for the CI triage env.
+
+These wrap our frozen domain Pydantic schemas into OpenEnv's Action / Observation /
+State envelope so the env is consumable by the canonical ``EnvClient``,
+``serialize_observation`` / ``deserialize_action`` helpers, and HF Spaces' OpenEnv
+runner. The domain schemas in ``ci_triage_env.schemas`` are unchanged.
+"""
+
+from typing import Literal
+
+from openenv.core.env_server.types import Action, Observation, State
+from pydantic import ConfigDict, Field
+
+from ci_triage_env.schemas.action import SecondaryAction, TerminalAction, ToolCall
+from ci_triage_env.schemas.diagnosis import DiagnosisLabel
+from ci_triage_env.schemas.episode import EpisodeState
+from ci_triage_env.schemas.observation import Observation as DomainObservation
+
+
+class CITriageAction(Action):
+    """Wire action: discriminated on ``kind``.
+
+    - ``kind="tool_call"`` carries ``tool_call`` (a domain ``ToolCall``).
+    - ``kind="submit_diagnosis"`` carries ``terminal`` (a domain ``TerminalAction``).
+
+    A separate envelope (rather than directly subclassing OpenEnv's MCP
+    ``CallToolAction``) keeps tool-call cost/budget bookkeeping inside our env
+    rather than at the FastMCP layer, while still letting agents discover tools
+    via the standard MCP ``tools/list`` route.
+    """
+
+    model_config = ConfigDict(extra="forbid", validate_assignment=True)
+
+    kind: Literal["tool_call", "submit_diagnosis"]
+    tool_call: ToolCall | None = None
+    terminal: TerminalAction | None = None
+
+    @classmethod
+    def from_tool_call(cls, tool_name: str, args: dict | None = None) -> "CITriageAction":
+        return cls(kind="tool_call", tool_call=ToolCall(tool_name=tool_name, args=args or {}))
+
+    @classmethod
+    def from_terminal(
+        cls,
+        diagnosis: DiagnosisLabel,
+        confidence: float,
+        secondary_actions: list[SecondaryAction] | None = None,
+    ) -> "CITriageAction":
+        return cls(
+            kind="submit_diagnosis",
+            terminal=TerminalAction(
+                diagnosis=diagnosis,
+                confidence=confidence,
+                secondary_actions=secondary_actions or [],
+            ),
+        )
+
+
+class CITriageObservation(Observation):
+    """Wire observation: OpenEnv envelope (``done``, ``reward``, ``metadata``) plus
+    the full domain ``Observation`` as ``payload`` for clients that need scenario,
+    budget, tool response, etc."""
+
+    model_config = ConfigDict(extra="forbid", validate_assignment=True)
+
+    payload: DomainObservation = Field(description="Domain-level observation")
+
+
+class CITriageState(State):
+    """Wire state: OpenEnv envelope plus the full domain ``EpisodeState``."""
+
+    model_config = ConfigDict(extra="allow", validate_assignment=True)
+
+    payload: EpisodeState | None = Field(
+        default=None,
+        description="Full domain episode state; None before the first reset.",
+    )

tests/env/conftest.py

@@ -1,27 +1,49 @@
 import pytest
 from fastapi.testclient import TestClient
 
-from ci_triage_env.env.server import CITriageEnv, create_app
+from ci_triage_env.env.server import CITriageEnv, build_app
 from ci_triage_env.mock.scenario import make_mock_scenario
 
 
-@pytest.fixture
-def env() -> CITriageEnv:
-    scenarios = {
+def _make_scenarios() -> dict:
+    return {
         s.scenario_id: s
         for s in [
             make_mock_scenario("race_flake", seed=42),
             make_mock_scenario("real_bug", seed=7),
         ]
     }
-    return CITriageEnv(scenarios=scenarios)
 
 
 @pytest.fixture
-def client(env: CITriageEnv) -> TestClient:
-    return TestClient(create_app(env))
+def scenarios() -> dict:
+    return _make_scenarios()
+
+
+@pytest.fixture
+def env_factory(scenarios):
+    """Factory returning a fresh CITriageEnv per request, bound to fixed scenarios.
+
+    Matches OpenEnv's per-session env model: each WebSocket session and each
+    stateless /reset+/step request gets its own instance.
+    """
+
+    def _factory():
+        return CITriageEnv(scenarios=scenarios)
+
+    return _factory
+
+
+@pytest.fixture
+def app(env_factory):
+    return build_app(env_factory=env_factory)
+
+
+@pytest.fixture
+def client(app) -> TestClient:
+    return TestClient(app)
 
 
 @pytest.fixture
-def known_scenario_id(env: CITriageEnv) -> str:
-    return next(iter(env.scenarios))
+def known_scenario_id(scenarios) -> str:
+    return next(iter(scenarios))

tests/env/test_server.py

@@ -1,155 +1,216 @@
-from concurrent.futures import ThreadPoolExecutor
+"""Phase A1 server tests against the OpenEnv-canonical wire format.
 
-from fastapi.testclient import TestClient
+OpenEnv's HTTP ``/reset`` and ``/step`` endpoints are stateless (a fresh env
+instance is constructed per request). State-preserving multi-step flows go
+over the WebSocket ``/ws`` endpoint, which is the canonical OpenEnv session
+path used by ``EnvClient``. Stateful behavior is therefore validated over
+``/ws``; HTTP endpoints are validated for shape and error handling.
+"""
 
-from ci_triage_env.env.server import CITriageEnv, create_app
-from ci_triage_env.mock.scenario import make_mock_scenario
-from ci_triage_env.schemas.action import TerminalAction, ToolCall
-from ci_triage_env.schemas.diagnosis import DiagnosisLabel
-from ci_triage_env.schemas.episode import EpisodeState
-from ci_triage_env.schemas.observation import Observation
+from __future__ import annotations
 
+import json
 
-def test_server_boots():
-    env = CITriageEnv(scenarios={make_mock_scenario().scenario_id: make_mock_scenario()})
-    app = create_app(env)
-    assert app.title == "CI Triage Env"
+from ci_triage_env.env.server import build_app
+from ci_triage_env.env.wire import CITriageAction
+from ci_triage_env.schemas.diagnosis import DiagnosisLabel
 
 
-def test_reset_returns_valid_observation(client: TestClient):
-    resp = client.post("/reset", json={})
-    assert resp.status_code == 200
-    obs = Observation.model_validate(resp.json())
-    assert obs.failure_summary is not None
-    assert obs.step == 0
-    assert obs.is_terminal is False
+def _assert_observation_envelope(payload: dict) -> None:
+    assert "observation" in payload
+    assert "reward" in payload
+    assert "done" in payload
 
 
-def test_reset_with_specific_scenario_id(client: TestClient, known_scenario_id: str):
-    resp = client.post("/reset", json={"scenario_id": known_scenario_id})
-    assert resp.status_code == 200
-    obs = Observation.model_validate(resp.json())
-    assert obs.episode_id
+# ---------------------------------------------------------------------------
+# A1.1 Server boot
+# ---------------------------------------------------------------------------
 
+def test_server_boots(env_factory):
+    app = build_app(env_factory=env_factory)
+    assert app.title  # FastAPI app instantiated
 
-def test_reset_with_unknown_scenario_id_404(client: TestClient):
-    resp = client.post("/reset", json={"scenario_id": "does-not-exist"})
-    assert resp.status_code == 404
 
+# ---------------------------------------------------------------------------
+# A1.2 / A1.3 HTTP /reset shape
+# ---------------------------------------------------------------------------
 
-def test_step_with_tool_call_returns_observation(client: TestClient, known_scenario_id: str):
-    reset = client.post("/reset", json={"scenario_id": known_scenario_id}).json()
-    episode_id = reset["episode_id"]
-    call = ToolCall(tool_name="read_logs", args={"scope": "test"})
-    resp = client.post("/step", json={"episode_id": episode_id, "action": call.model_dump()})
-    assert resp.status_code == 200, resp.text
-    obs = Observation.model_validate(resp.json())
-    assert obs.tool_response is not None
-    assert obs.tool_response.tool_name == "read_logs"
-    assert obs.is_terminal is False
-
-
-def test_step_with_terminal_action_marks_done(client: TestClient, known_scenario_id: str):
-    reset = client.post("/reset", json={"scenario_id": known_scenario_id}).json()
-    episode_id = reset["episode_id"]
-    terminal = TerminalAction(
-        action_type="submit_diagnosis",
-        diagnosis=DiagnosisLabel.RACE_FLAKE,
-        confidence=0.8,
-    )
-    resp = client.post("/step", json={"episode_id": episode_id, "action": terminal.model_dump()})
+def test_reset_returns_valid_observation(client):
+    resp = client.post("/reset", json={})
     assert resp.status_code == 200, resp.text
-    obs = Observation.model_validate(resp.json())
-    assert obs.is_terminal is True
-
-    state_resp = client.get(f"/state/{episode_id}")
-    state = EpisodeState.model_validate(state_resp.json())
-    assert state.is_terminated is True
-    assert state.final_action is not None
-
-
-def test_step_after_terminal_returns_400(client: TestClient, known_scenario_id: str):
-    reset = client.post("/reset", json={"scenario_id": known_scenario_id}).json()
-    episode_id = reset["episode_id"]
-    terminal = TerminalAction(
-        action_type="submit_diagnosis",
-        diagnosis=DiagnosisLabel.RACE_FLAKE,
-        confidence=0.8,
-    )
-    client.post("/step", json={"episode_id": episode_id, "action": terminal.model_dump()})
-    again = client.post("/step", json={"episode_id": episode_id, "action": terminal.model_dump()})
-    assert again.status_code == 400
-
-
-def test_state_endpoint_returns_episode_state(client: TestClient, known_scenario_id: str):
-    reset = client.post("/reset", json={"scenario_id": known_scenario_id}).json()
-    episode_id = reset["episode_id"]
-    resp = client.get(f"/state/{episode_id}")
-    assert resp.status_code == 200
-    state = EpisodeState.model_validate(resp.json())
-    assert state.episode_id == episode_id
-    assert state.scenario_id == known_scenario_id
-    assert state.step == 0
-    assert state.is_terminated is False
-
-
-def test_state_unknown_episode_404(client: TestClient):
-    resp = client.get("/state/not-a-real-episode-id")
-    assert resp.status_code == 404
+    body = resp.json()
+    _assert_observation_envelope(body)
+    assert body["done"] is False
+    obs_payload = body["observation"]["payload"]
+    assert obs_payload["failure_summary"] is not None
 
 
-def test_concurrent_resets_get_distinct_episode_ids(client: TestClient, known_scenario_id: str):
-    def do_reset() -> str:
-        return client.post("/reset", json={"scenario_id": known_scenario_id}).json()["episode_id"]
-
-    with ThreadPoolExecutor(max_workers=8) as pool:
-        ids = list(pool.map(lambda _: do_reset(), range(8)))
-
-    assert len(set(ids)) == len(ids)
-
+def test_reset_with_specific_scenario_id(client, known_scenario_id):
+    resp = client.post("/reset", json={"scenario_id": known_scenario_id})
+    assert resp.status_code == 200, resp.text
+    body = resp.json()
+    obs_payload = body["observation"]["payload"]
+    assert obs_payload["episode_id"]
+
+
+# ---------------------------------------------------------------------------
+# A1.4 Unknown scenario surfaces as a server error
+# ---------------------------------------------------------------------------
+
+def test_reset_with_unknown_scenario_id_errors(app):
+    from fastapi.testclient import TestClient
+
+    nonraising = TestClient(app, raise_server_exceptions=False)
+    resp = nonraising.post("/reset", json={"scenario_id": "does-not-exist"})
+    assert resp.status_code >= 400
+
+
+# ---------------------------------------------------------------------------
+# A1.5–A1.8: Stateful flows over WebSocket /ws
+# ---------------------------------------------------------------------------
+
+def _ws_send_recv(ws, message: dict) -> dict:
+    ws.send_text(json.dumps(message))
+    return json.loads(ws.receive_text())
+
+
+def test_step_with_tool_call_returns_observation(client, known_scenario_id):
+    with client.websocket_connect("/ws") as ws:
+        _ws_send_recv(ws, {"type": "reset", "data": {"scenario_id": known_scenario_id}})
+        action = CITriageAction.from_tool_call("read_logs", {"scope": "test"})
+        resp = _ws_send_recv(ws, {"type": "step", "data": action.model_dump()})
+    assert resp["type"] == "observation"
+    payload = resp["data"]["observation"]["payload"]
+    assert payload["tool_response"] is not None
+    assert payload["tool_response"]["tool_name"] == "read_logs"
+    assert resp["data"]["done"] is False
+
+
+def test_step_with_terminal_action_marks_done(client, known_scenario_id):
+    with client.websocket_connect("/ws") as ws:
+        _ws_send_recv(ws, {"type": "reset", "data": {"scenario_id": known_scenario_id}})
+        terminal = CITriageAction.from_terminal(DiagnosisLabel.RACE_FLAKE, confidence=0.8)
+        step = _ws_send_recv(ws, {"type": "step", "data": terminal.model_dump()})
+        assert step["data"]["done"] is True
+        assert step["data"]["observation"]["payload"]["is_terminal"] is True
+
+        state = _ws_send_recv(ws, {"type": "state"})
+    assert state["type"] == "state"
+    assert state["data"]["payload"]["is_terminated"] is True
+    assert state["data"]["payload"]["final_action"] is not None
+
+
+def test_step_after_terminal_returns_error(client, known_scenario_id):
+    with client.websocket_connect("/ws") as ws:
+        _ws_send_recv(ws, {"type": "reset", "data": {"scenario_id": known_scenario_id}})
+        terminal = CITriageAction.from_terminal(DiagnosisLabel.RACE_FLAKE, confidence=0.8)
+        _ws_send_recv(ws, {"type": "step", "data": terminal.model_dump()})
+        again = _ws_send_recv(ws, {"type": "step", "data": terminal.model_dump()})
+    assert again["type"] == "error"
+
+
+def test_state_endpoint_returns_episode_state(client, known_scenario_id):
+    with client.websocket_connect("/ws") as ws:
+        _ws_send_recv(ws, {"type": "reset", "data": {"scenario_id": known_scenario_id}})
+        state = _ws_send_recv(ws, {"type": "state"})
+    assert state["type"] == "state"
+    payload = state["data"]["payload"]
+    assert payload is not None
+    assert payload["scenario_id"] == known_scenario_id
+    assert payload["is_terminated"] is False
+
+
+# ---------------------------------------------------------------------------
+# A1.9 Distinct episode_ids across concurrent sessions
+# ---------------------------------------------------------------------------
+
+def test_concurrent_ws_sessions_get_distinct_episode_ids(client, known_scenario_id):
+    episode_ids: list[str] = []
+    with client.websocket_connect("/ws") as ws_a, client.websocket_connect("/ws") as ws_b:
+        for ws in (ws_a, ws_b):
+            obs = _ws_send_recv(ws, {"type": "reset", "data": {"scenario_id": known_scenario_id}})
+            episode_ids.append(obs["data"]["observation"]["payload"]["episode_id"])
+    assert episode_ids[0] != episode_ids[1]
+
+
+# ---------------------------------------------------------------------------
+# A1.10 MCP /mcp tools/list — canonical OpenEnv MCP discovery
+# ---------------------------------------------------------------------------
+
+EXPECTED_TOOL_NAMES = {
+    "read_logs",
+    "inspect_test_code",
+    "run_diagnostic",
+    "cluster_metrics",
+    "query_flake_history",
+    "recent_commits",
+    "check_owner",
+    "rerun_test",
+    "quarantine_test",
+    "file_bug",
+    "ping_owner",
+}
+
+
+def test_mcp_endpoint_lists_all_11_tools(client):
+    # Establish an MCP session first so subsequent tools/list shares it.
+    create = client.post(
+        "/mcp",
+        json={"jsonrpc": "2.0", "id": "1", "method": "openenv/session/create", "params": {}},
+    )
+    assert create.status_code == 200, create.text
+    session_id = create.json()["result"]["session_id"]
 
-def test_mcp_endpoint_lists_all_11_tools(client: TestClient):
-    resp = client.get("/mcp/tools")
-    assert resp.status_code == 200
-    tools = resp.json()
+    resp = client.post(
+        "/mcp",
+        json={"jsonrpc": "2.0", "id": "2", "method": "tools/list", "params": {}},
+        headers={"X-OpenEnv-Session-Id": session_id},
+    )
+    assert resp.status_code == 200, resp.text
+    body = resp.json()
+    assert "result" in body, body
+    tools = body["result"]["tools"]
     names = {t["name"] for t in tools}
-    assert names == {
-        "read_logs",
-        "inspect_test_code",
-        "run_diagnostic",
-        "cluster_metrics",
-        "query_flake_history",
-        "recent_commits",
-        "check_owner",
-        "rerun_test",
-        "quarantine_test",
-        "file_bug",
-        "ping_owner",
-    }
+    assert names == EXPECTED_TOOL_NAMES
     assert len(tools) == 11
 
 
-def test_episode_seeding_deterministic(client: TestClient, known_scenario_id: str):
-    def run_one() -> EpisodeState:
-        reset = client.post(
-            "/reset",
-            json={"scenario_id": known_scenario_id, "seed_override": 12345},
-        ).json()
-        episode_id = reset["episode_id"]
-        call = ToolCall(tool_name="read_logs", args={"scope": "test"})
-        client.post("/step", json={"episode_id": episode_id, "action": call.model_dump()})
-        terminal = TerminalAction(
-            action_type="submit_diagnosis",
-            diagnosis=DiagnosisLabel.RACE_FLAKE,
-            confidence=0.6,
-        )
-        client.post("/step", json={"episode_id": episode_id, "action": terminal.model_dump()})
-        return EpisodeState.model_validate(client.get(f"/state/{episode_id}").json())
+# ---------------------------------------------------------------------------
+# A1.11 Deterministic seeding
+# ---------------------------------------------------------------------------
+
+def test_episode_seeding_deterministic(client, known_scenario_id):
+    def run_one() -> dict:
+        with client.websocket_connect("/ws") as ws:
+            _ws_send_recv(
+                ws,
+                {
+                    "type": "reset",
+                    "data": {"scenario_id": known_scenario_id, "seed": 12345},
+                },
+            )
+            action = CITriageAction.from_tool_call("read_logs", {"scope": "test"})
+            _ws_send_recv(ws, {"type": "step", "data": action.model_dump()})
+            terminal = CITriageAction.from_terminal(DiagnosisLabel.RACE_FLAKE, confidence=0.6)
+            _ws_send_recv(ws, {"type": "step", "data": terminal.model_dump()})
+            return _ws_send_recv(ws, {"type": "state"})["data"]["payload"]
 
     a = run_one()
     b = run_one()
-    assert a.seed == b.seed == 12345
-    assert a.step == b.step
-    assert a.is_terminated and b.is_terminated
-    assert [r.action for r in a.history] == [r.action for r in b.history]
-    assert [r.cost_charged for r in a.history] == [r.cost_charged for r in b.history]
+    assert a["seed"] == b["seed"] == 12345
+    assert a["step"] == b["step"]
+    assert a["is_terminated"] and b["is_terminated"]
+    assert [r["action"] for r in a["history"]] == [r["action"] for r in b["history"]]
+    assert [r["cost_charged"] for r in a["history"]] == [r["cost_charged"] for r in b["history"]]
+
+
+# ---------------------------------------------------------------------------
+# A1.12 /schema is exposed (OpenEnv standard surface)
+# ---------------------------------------------------------------------------
+
+def test_schema_endpoint_returns_action_observation_state(client):
+    resp = client.get("/schema")
+    assert resp.status_code == 200, resp.text
+    body = resp.json()
+    assert "action" in body
+    assert "observation" in body

uv.lock

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 version = "2.6.1"
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