release: 0.10.0

CHANGELOG.md

@@ -3,7 +3,10 @@
 All notable changes to Vayl are documented here. This project adheres to
 [Semantic Versioning](https://semver.org/).
 
-## [Unreleased]
+## [0.10.0] — 2026-10-22
+
+REST routes for every tool with a generated API reference, and memory backends for Google ADK,
+LlamaIndex and AutoGen. No change to the MCP tools or their arguments.
 
 ### Added
 - **REST routes for every tool.** `vayl-server` serves `POST /v1/tools/<name>` (the tool's arguments
@@ -397,6 +400,7 @@ old, removals retract, ambiguous input is flagged, and history stays queryable 
 (`vayl-mcp`) or an authenticated team server (`vayl-server`). SQLite by default, optional Postgres;
 encryption at rest, an Ed25519-signed tamper-evident audit chain, RBAC, and GDPR tools.
 
+[0.10.0]: https://github.com/ac12644/vayl/releases/tag/v0.10.0
 [0.9.1]: https://github.com/ac12644/vayl/releases/tag/v0.9.1
 [0.9.0]: https://github.com/ac12644/vayl/releases/tag/v0.9.0
 [0.8.0]: https://github.com/ac12644/vayl/releases/tag/v0.8.0

docs/changelog/2026/v0.10.0-rest-api-and-memory-backends.md

@@ -0,0 +1,21 @@
+---
+description: >-
+  REST routes for every tool with a generated API reference, memory backends
+  for Google ADK, LlamaIndex and AutoGen, and setup pages for seven more clients.
+icon: plug
+---
+
+# v0.10.0 — REST API and memory backends
+
+_22 October 2026_
+
+## Added
+
+* **REST routes for every tool.** `vayl-server` serves `POST /v1/tools/<name>` (the tool's arguments as a JSON object, `{"result": "..."}` back) and `GET /v1/tools`, behind the same authentication and checks as `/mcp`. Errors use status codes: `401`, `403` for a missing capability or scope, `404` for an unknown tool, `422` for bad arguments. See the [HTTP API reference](https://vayl.gitbook.io/vayl-docs/api-reference).
+* **An API reference generated from the code.** One typed operation per tool, with the capability it needs and a real example. A test fails if the spec drifts from the tools.
+* **Memory backends for Google ADK, LlamaIndex and AutoGen.** They plug into each framework's own memory, so what the user says is stored and the current facts reach the model before each turn. Install with `pip install 'vayl-mcp[adk]'`, `[llamaindex]` or `[autogen]`. See [Agent frameworks](https://vayl.gitbook.io/vayl-docs/documentation/integrations/agent-frameworks), which also covers Pydantic AI and Agno over MCP.
+* **Setup pages** for VS Code, Windsurf, Zed, Cline, Continue, Codex CLI and Gemini CLI.
+
+No action needed to upgrade.
+
+[Full notes on GitHub](https://github.com/ac12644/vayl/releases/tag/v0.10.0)

docs/changelog/README.md

@@ -29,7 +29,8 @@ What changed in each Vayl release, newest first. Upgrade notes are on each relea
 
 | Release              | Date        | Highlights                                                                                                             |
 | -------------------- | ----------- | ---------------------------------------------------------------------------------------------------------------------- |
-| **v0.9.1** (current) | 22 Oct 2026 | gpt-6 support, server instructions for MCP clients, clearer model errors |
+| **v0.10.0** (current) | 22 Oct 2026 | REST routes and generated API reference; memory backends for Google ADK, LlamaIndex and AutoGen |
+| v0.9.1 | 22 Oct 2026 | gpt-6 support, server instructions for MCP clients, clearer model errors |
 | v0.9.0 | 22 Oct 2026 | Python 3.11 minimum; listed in the official MCP Registry |
 | v0.8.0 | 21 Oct 2026 | FastMCP 4 and MCP SDK v2, Python client HTTP fix, clean client shutdown |
 | v0.7.0 | 27 Sep 2026 | Tenant isolation for policies, the graph, decisions, receipts, audit and principals; audit fixes |

docs/changelog/SUMMARY.md

@@ -4,6 +4,7 @@
 
 ## 2026
 
+* [v0.10.0 — REST API and memory backends](2026/v0.10.0-rest-api-and-memory-backends.md)
 * [v0.9.1 — gpt-6 and server instructions](2026/v0.9.1-gpt-6-and-server-instructions.md)
 * [v0.9.0 — Python 3.11 and the MCP Registry](2026/v0.9.0-python-3-11-and-mcp-registry.md)
 * [v0.8.0 — FastMCP 4 and MCP SDK v2](2026/v0.8.0-fastmcp-4-and-mcp-sdk-v2.md)

docs/documentation/getting-started/quickstart.md

@@ -29,7 +29,7 @@ vayl-mcp --version
 ```
 
 ```
-vayl-mcp 0.9.1
+vayl-mcp 0.10.0
 ```
 
 Optional extras:

docs/documentation/reference/cli.md

@@ -15,7 +15,7 @@ Installing `vayl-mcp` puts five commands on your `PATH`. Two run the MCP server,
 | `vayl-demo` | Offline demo of reconciliation. No keys needed. |
 | `vayl-license` | Vendor-side: generate the signing keypair and mint customer licenses. |
 
-Output below was captured from vayl 0.9.1.
+Output below was captured from vayl 0.10.0.
 
 ## vayl-mcp
 
@@ -37,7 +37,7 @@ Configuration: environment variables, see https://vayl.gitbook.io/vayl-docs
 
 ```
 $ vayl-mcp --version
-vayl-mcp 0.9.1
+vayl-mcp 0.10.0
 ```
 
 `--help` and `--version` answer before the database is opened, so they don't create `vayl.db` in the current directory. On start, the server validates settings such as `LLM_PROVIDER` and `VAYL_LOG_FORMAT` and exits with an error naming a bad value. Logs go to stderr; stdout belongs to the MCP protocol.
@@ -62,7 +62,7 @@ Configuration: environment variables, see https://vayl.gitbook.io/vayl-docs
 
 ```
 $ vayl-server --version
-vayl-server 0.9.1
+vayl-server 0.10.0
 ```
 
 On start it prints the endpoint (the uvicorn lines go to stderr):

docs/documentation/reference/http-endpoints.md

@@ -58,7 +58,7 @@ Authorization beyond that (capability and scope) happens inside the tool and com
 
 ## Call a tool with curl
 
-This session was run against a real `vayl-server` 0.9.1 on a temporary database, with the key redacted.
+This session was run against a real `vayl-server` 0.10.0 on a temporary database, with the key redacted.
 
 {% stepper %}
 {% step %}
@@ -108,7 +108,7 @@ x-request-id: docs-demo-1
 Transfer-Encoding: chunked
 
 event: message
-data: {"jsonrpc":"2.0","id":1,"result":{"protocolVersion":"2025-06-18","capabilities":{"logging":{},"prompts":{"listChanged":true},"resources":{"subscribe":false,"listChanged":true},"tools":{"listChanged":true}},"serverInfo":{"name":"vayl","version":"0.9.1"},"instructions":"Vayl is persistent, reconciling memory. When the user asks you to remember, note or keep track of something, or states a fact or a change to one (a decision, a preference, a dose, an account setting, 'we switched to X'), call `remember` with one plain sentence: Vayl retires the old value instead of keeping both, which a notes file cannot do. Before answering from what you were told earlier (a project's stack, a customer's plan, a patient's current medication), call `recall`, with include_history=true for 'what was it before?'. Use `forget` when something is no longer true and has no replacement. If recall doesn't know, say so instead of guessing."}}
+data: {"jsonrpc":"2.0","id":1,"result":{"protocolVersion":"2025-06-18","capabilities":{"logging":{},"prompts":{"listChanged":true},"resources":{"subscribe":false,"listChanged":true},"tools":{"listChanged":true}},"serverInfo":{"name":"vayl","version":"0.10.0"},"instructions":"Vayl is persistent, reconciling memory. When the user asks you to remember, note or keep track of something, or states a fact or a change to one (a decision, a preference, a dose, an account setting, 'we switched to X'), call `remember` with one plain sentence: Vayl retires the old value instead of keeping both, which a notes file cannot do. Before answering from what you were told earlier (a project's stack, a customer's plan, a patient's current medication), call `recall`, with include_history=true for 'what was it before?'. Use `forget` when something is no longer true and has no replacement. If recall doesn't know, say so instead of guessing."}}
 ```
 
 `serverInfo.version` is Vayl's version, the same as `vayl-server --version` prints. `instructions` is the guidance Vayl gives the client about when to call its tools; Claude Code shows it to the model. Because the server is stateless, you can call `tools/list` or `tools/call` without initializing first.

openapi/base.yaml

@@ -1,7 +1,7 @@
 openapi: 3.1.0
 info:
   title: Vayl HTTP API
-  version: 0.9.1
+  version: 0.10.0
   summary: The routes served by vayl-server, the authenticated team transport for Vayl.
   description: |
     `vayl-server` serves Vayl's 32 tools two ways, with the same authentication and checks:
@@ -108,7 +108,7 @@ paths:
         '200':
           description: |
             A server-sent-events stream. Its `data:` line is the JSON-RPC response. Captured from
-            vayl-server 0.9.1.
+            vayl-server 0.10.0.
           headers:
             X-Request-ID:
               $ref: '#/components/headers/RequestId'
@@ -123,7 +123,7 @@ paths:
                     data: {"jsonrpc":"2.0","id":1,"result":{"protocolVersion":"2025-06-18",
                     "capabilities":{"logging":{},"prompts":{"listChanged":true},
                     "resources":{"subscribe":false,"listChanged":true},"tools":{"listChanged":true}},
-                    "serverInfo":{"name":"vayl","version":"0.9.1"},
+                    "serverInfo":{"name":"vayl","version":"0.10.0"},
                     "instructions":"Vayl is persistent, reconciling memory. When the user asks you to remember, note or keep track of something, or states a fact or a change to one (a decision, a preference, a dose, an account setting, 'we switched to X'), call `remember` with one plain sentence: Vayl retires the old value instead of keeping both, which a notes file cannot do. Before answering from what you were told earlier (a project's stack, a customer's plan, a patient's current medication), call `recall`, with include_history=true for 'what was it before?'. Use `forget` when something is no longer true and has no replacement. If recall doesn't know, say so instead of guessing."}}
                 toolsCall:
                   summary: tools/call (license_status)

openapi/vayl-server.yaml

@@ -3,7 +3,7 @@
 openapi: 3.1.0
 info:
   title: Vayl HTTP API
-  version: 0.9.1
+  version: 0.10.0
   summary: The routes served by vayl-server, the authenticated team transport for Vayl.
   description: "`vayl-server` serves Vayl's 32 tools two ways, with the same authentication and checks:\n\n- **REST:**\
     \ `POST /v1/tools/{name}` with the tool's arguments as a JSON object, returning\n  `{\"result\": \"...\"}`.\
@@ -132,7 +132,7 @@ paths:
         '200':
           description: 'A server-sent-events stream. Its `data:` line is the JSON-RPC response. Captured from
 
-            vayl-server 0.9.1.
+            vayl-server 0.10.0.
 
             '
           headers:
@@ -146,7 +146,7 @@ paths:
                 initialize:
                   summary: initialize
                   value: 'data: {"jsonrpc":"2.0","id":1,"result":{"protocolVersion":"2025-06-18", "capabilities":{"logging":{},"prompts":{"listChanged":true},
-                    "resources":{"subscribe":false,"listChanged":true},"tools":{"listChanged":true}}, "serverInfo":{"name":"vayl","version":"0.9.1"},
+                    "resources":{"subscribe":false,"listChanged":true},"tools":{"listChanged":true}}, "serverInfo":{"name":"vayl","version":"0.10.0"},
                     "instructions":"Vayl is persistent, reconciling memory. When the user asks you to remember,
                     note or keep track of something, or states a fact or a change to one (a decision, a preference,
                     a dose, an account setting, ''we switched to X''), call `remember` with one plain sentence:

pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "vayl-mcp"
-version = "0.9.1"
+version = "0.10.0"
 description = "The reconciling memory layer for AI agents, over MCP: when a fact changes, the old value is retired and kept in history."
 readme = "README.md"
 requires-python = ">=3.11"

server.json

@@ -8,12 +8,12 @@
     "source": "github"
   },
   "websiteUrl": "https://vayl.gitbook.io/vayl-docs",
-  "version": "0.9.1",
+  "version": "0.10.0",
   "packages": [
     {
       "registryType": "pypi",
       "identifier": "vayl-mcp",
-      "version": "0.9.1",
+      "version": "0.10.0",
       "transport": {
         "type": "stdio"
       },

src/vayl/__init__.py

@@ -1,5 +1,5 @@
 """Vayl — reconciling memory for AI agents."""
 from vayl.client import Vayl, VaylError
 
-__version__ = "0.9.1"
+__version__ = "0.10.0"
 __all__ = ["Vayl", "VaylError"]