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Author SHA1 Message Date
Ashwin Bharambe
ef0736527d
feat(tools)!: substantial clean up of "Tool" related datatypes (#3627)
This is a sweeping change to clean up some gunk around our "Tool"
definitions.

First, we had two types `Tool` and `ToolDef`. The first of these was a
"Resource" type for the registry but we had stopped registering tools
inside the Registry long back (and only registered ToolGroups.) The
latter was for specifying tools for the Agents API. This PR removes the
former and adds an optional `toolgroup_id` field to the latter.

Secondly, as pointed out by @bbrowning in
https://github.com/llamastack/llama-stack/pull/3003#issuecomment-3245270132,
we were doing a lossy conversion from a full JSON schema from the MCP
tool specification into our ToolDefinition to send it to the model.
There is no necessity to do this -- we ourselves aren't doing any
execution at all but merely passing it to the chat completions API which
supports this. By doing this (and by doing it poorly), we encountered
limitations like not supporting array items, or not resolving $refs,
etc.

To fix this, we replaced the `parameters` field by `{ input_schema,
output_schema }` which can be full blown JSON schemas.

Finally, there were some types in our llama-related chat format
conversion which needed some cleanup. We are taking this opportunity to
clean those up.

This PR is a substantial breaking change to the API. However, given our
window for introducing breaking changes, this suits us just fine. I will
be landing a concurrent `llama-stack-client` change as well since API
shapes are changing.
2025-10-02 15:12:03 -07:00
Tami Takamiya
65f7b81e98
feat: Add items and title to ToolParameter/ToolParamDefinition (#3003)
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# What does this PR do?
<!-- Provide a short summary of what this PR does and why. Link to
relevant issues if applicable. -->
Add items and title to ToolParameter/ToolParamDefinition. Adding items
will resolve the issue that occurs with Gemini LLM when an MCP tool has
array-type properties.

<!-- If resolving an issue, uncomment and update the line below -->
<!-- Closes #[issue-number] -->

## Test Plan
<!-- Describe the tests you ran to verify your changes with result
summaries. *Provide clear instructions so the plan can be easily
re-executed.* -->
Unite test cases will be added.

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: Kai Wu <kaiwu@meta.com>
Co-authored-by: Ashwin Bharambe <ashwin.bharambe@gmail.com>
2025-09-27 11:35:29 -07:00
Sumanth Kamenani
55a8c5f439
fix: show descriptive MCP server connection errors instead of generic 500s (#3256)
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What does this PR do?

Fixes error handling when MCP server connections fail. Instead of
returning generic 500 errors, now provides
   descriptive error messages with proper HTTP status codes.

  Closes #3107

  Test Plan

  Before fix:
curl -X GET
"http://localhost:8321/v1/tool-runtime/list-tools?tool_group_id=bad-mcp-server"
Returns: {"detail": "Internal server error: An unexpected error
occurred."} (500)

  After fix:
curl -X GET
"http://localhost:8321/v1/tool-runtime/list-tools?tool_group_id=bad-mcp-server"
Returns: {"error": {"detail": "Failed to connect to MCP server at
http://localhost:9999/sse: Connection
  refused"}} (502)

  Tests:
  - Added unit test for ConnectionError → 502 translation
  - Manually tested with unreachable MCP servers (connection refused)
2025-09-04 13:25:02 -07:00
Ashwin Bharambe
2665f00102
chore(rename): move llama_stack.distribution to llama_stack.core (#2975)
We would like to rename the term `template` to `distribution`. To
prepare for that, this is a precursor.

cc @leseb
2025-07-30 23:30:53 -07:00
Calum Murray
7cc4819e90
feat: add MCP Streamable HTTP support (#2554)
# What does this PR do?
<!-- Provide a short summary of what this PR does and why. Link to
relevant issues if applicable. -->
This PR adds support for the new Streamable HTTP transport for MCP, as
well as falling back to the SSE protocol if the Streamable HTTP
connection fails.

<!-- If resolving an issue, uncomment and update the line below -->
Closes #2542 

## Test Plan
<!-- Describe the tests you ran to verify your changes with result
summaries. *Provide clear instructions so the plan can be easily
re-executed.* -->

---------

Signed-off-by: Calum Murray <cmurray@redhat.com>
2025-07-24 15:04:27 -07:00
Sébastien Han
9c8be89fb6
chore: bump python supported version to 3.12 (#2475)
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# What does this PR do?

The project now supports Python >= 3.12

Signed-off-by: Sébastien Han <seb@redhat.com>
2025-06-24 09:22:04 +05:30
Sébastien Han
c20388c424
ci: add python package build test (#2457)
# What does this PR do?

We now test a package build on every PRs.

Closes: https://github.com/meta-llama/llama-stack/issues/2406

Signed-off-by: Sébastien Han <seb@redhat.com>
2025-06-19 18:57:32 +05:30
Ashwin Bharambe
9623d5d230
fix: match mcp headers in provider data to Responses API shape (#2263) 2025-05-25 14:33:10 -07:00
Ashwin Bharambe
3faf1e4a79
feat: enable MCP execution in Responses impl (#2240)
## Test Plan

```
pytest -s -v 'tests/verifications/openai_api/test_responses.py' \
  --provider=stack:together --model meta-llama/Llama-4-Scout-17B-16E-Instruct
```
2025-05-24 14:20:42 -07:00