From 642f05f399d8c03297a459225d13c81504badd2f Mon Sep 17 00:00:00 2001
From: Luka Stanisljevic <lukastanisljevic@gmail.com>
Date: Sun, 5 Apr 2026 06:53:07 +0200
Subject: [PATCH 1/6] feat: add OraClaw decision intelligence plugin (5 tools)

---
 plugins/oraclaw/README.md                    | 32 +++++++++++++++
 plugins/oraclaw/_assets/icon.svg             |  7 ++++
 plugins/oraclaw/manifest.yaml                | 26 ++++++++++++
 plugins/oraclaw/privacy.md                   | 26 ++++++++++++
 plugins/oraclaw/provider/oraclaw.yaml        | 39 ++++++++++++++++++
 plugins/oraclaw/providers/oraclaw.py         | 24 +++++++++++
 plugins/oraclaw/requirements.txt             |  2 +
 plugins/oraclaw/tools/analyze_graph.py       | 32 +++++++++++++++
 plugins/oraclaw/tools/analyze_graph.yaml     | 20 +++++++++
 plugins/oraclaw/tools/detect_anomaly.py      | 34 ++++++++++++++++
 plugins/oraclaw/tools/detect_anomaly.yaml    | 43 ++++++++++++++++++++
 plugins/oraclaw/tools/optimize_bandit.py     | 33 +++++++++++++++
 plugins/oraclaw/tools/optimize_bandit.yaml   | 39 ++++++++++++++++++
 plugins/oraclaw/tools/predict_forecast.py    | 34 ++++++++++++++++
 plugins/oraclaw/tools/predict_forecast.yaml  | 43 ++++++++++++++++++++
 plugins/oraclaw/tools/solve_constraints.py   | 32 +++++++++++++++
 plugins/oraclaw/tools/solve_constraints.yaml | 20 +++++++++
 17 files changed, 486 insertions(+)
 create mode 100644 plugins/oraclaw/README.md
 create mode 100644 plugins/oraclaw/_assets/icon.svg
 create mode 100644 plugins/oraclaw/manifest.yaml
 create mode 100644 plugins/oraclaw/privacy.md
 create mode 100644 plugins/oraclaw/provider/oraclaw.yaml
 create mode 100644 plugins/oraclaw/providers/oraclaw.py
 create mode 100644 plugins/oraclaw/requirements.txt
 create mode 100644 plugins/oraclaw/tools/analyze_graph.py
 create mode 100644 plugins/oraclaw/tools/analyze_graph.yaml
 create mode 100644 plugins/oraclaw/tools/detect_anomaly.py
 create mode 100644 plugins/oraclaw/tools/detect_anomaly.yaml
 create mode 100644 plugins/oraclaw/tools/optimize_bandit.py
 create mode 100644 plugins/oraclaw/tools/optimize_bandit.yaml
 create mode 100644 plugins/oraclaw/tools/predict_forecast.py
 create mode 100644 plugins/oraclaw/tools/predict_forecast.yaml
 create mode 100644 plugins/oraclaw/tools/solve_constraints.py
 create mode 100644 plugins/oraclaw/tools/solve_constraints.yaml

diff --git a/plugins/oraclaw/README.md b/plugins/oraclaw/README.md
new file mode 100644
index 000000000..fc4b1343c
--- /dev/null
+++ b/plugins/oraclaw/README.md
@@ -0,0 +1,32 @@
+# OraClaw -- Decision Intelligence for Dify
+
+Add real mathematical optimization to your Dify workflows. 5 algorithm tools, all under 25ms.
+
+## Tools
+
+| Tool | What It Does |
+|------|-------------|
+| **Multi-Armed Bandit** | Select the best option (UCB1/Thompson/epsilon-Greedy) |
+| **LP/MIP Solver** | Budget allocation, scheduling, constraint satisfaction |
+| **Graph Analytics** | PageRank, communities, shortest path |
+| **Anomaly Detection** | Z-score/IQR outlier detection |
+| **Time Series Forecast** | ARIMA/Holt-Winters with confidence intervals |
+
+## Setup
+
+1. Get a free API key: `curl -X POST https://oraclaw-api.onrender.com/api/v1/auth/signup -H "Content-Type: application/json" -d '{"email":"you@example.com"}'`
+2. Install the OraClaw plugin in your Dify instance
+3. Enter your API key in the plugin settings
+4. Use the tools in your Dify workflows
+
+## Pricing
+
+- **Free signup**: 1,000 calls/day at $0.005/call (metered)
+- **Starter**: $9/mo for 50,000 calls
+- **Growth**: $49/mo for 500,000 calls
+
+## Links
+
+- [GitHub](https://github.com/Whatsonyourmind/oraclaw)
+- [npm MCP Server](https://www.npmjs.com/package/@oraclaw/mcp-server)
+- [API Documentation](https://oraclaw-api.onrender.com/api/v1/pricing)
diff --git a/plugins/oraclaw/_assets/icon.svg b/plugins/oraclaw/_assets/icon.svg
new file mode 100644
index 000000000..ec0694b20
--- /dev/null
+++ b/plugins/oraclaw/_assets/icon.svg
@@ -0,0 +1,7 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 64 64" fill="none">
+  <rect width="64" height="64" rx="12" fill="#000000"/>
+  <circle cx="32" cy="32" r="20" stroke="#0088FF" stroke-width="3" fill="none"/>
+  <circle cx="32" cy="32" r="14" stroke="#00FFFF" stroke-width="2" fill="none"/>
+  <circle cx="32" cy="32" r="8" stroke="#FFFF00" stroke-width="2" fill="none"/>
+  <circle cx="32" cy="32" r="3" fill="#00FF88"/>
+</svg>
diff --git a/plugins/oraclaw/manifest.yaml b/plugins/oraclaw/manifest.yaml
new file mode 100644
index 000000000..ec89714a3
--- /dev/null
+++ b/plugins/oraclaw/manifest.yaml
@@ -0,0 +1,26 @@
+version: "0.1.0"
+type: plugin
+author: "Whatsonyourmind"
+name: "oraclaw"
+label:
+  en_US: "OraClaw Decision Intelligence"
+created_at: "2026-04-05T00:00:00Z"
+icon: "icon.svg"
+resource:
+  memory: 268435456
+  permission:
+    tool:
+      enabled: true
+meta:
+  version: "0.1.0"
+  arch:
+    - amd64
+    - arm64
+runner:
+  language: python
+  version: "3.12"
+  entrypoint: "main"
+plugins:
+  tools:
+    - "provider/oraclaw.yaml"
+privacy: "privacy.md"
diff --git a/plugins/oraclaw/privacy.md b/plugins/oraclaw/privacy.md
new file mode 100644
index 000000000..b59e231a8
--- /dev/null
+++ b/plugins/oraclaw/privacy.md
@@ -0,0 +1,26 @@
+# OraClaw Dify Plugin -- Privacy Policy
+
+## Data Collection
+
+This plugin sends tool parameters to the OraClaw API (`oraclaw-api.onrender.com`) for processing. No data is stored beyond request logging for rate limiting purposes.
+
+## Data Transmitted
+
+- Tool input parameters (algorithm configurations, data arrays)
+- API key (for authentication)
+- No PII is collected or transmitted
+
+## Data Retention
+
+- API request logs are retained for 30 days for rate limiting and abuse prevention
+- No user data is stored permanently
+- Anonymous telemetry (tool name + duration) is collected for performance monitoring and can be opted out
+
+## Third-Party Services
+
+- OraClaw API (hosted on Render)
+- Stripe (for paid tier billing, only if user subscribes)
+
+## Contact
+
+GitHub: https://github.com/Whatsonyourmind/oraclaw
diff --git a/plugins/oraclaw/provider/oraclaw.yaml b/plugins/oraclaw/provider/oraclaw.yaml
new file mode 100644
index 000000000..a0068c960
--- /dev/null
+++ b/plugins/oraclaw/provider/oraclaw.yaml
@@ -0,0 +1,39 @@
+identity:
+  author: "Whatsonyourmind"
+  name: "oraclaw"
+  label:
+    en_US: "OraClaw"
+  description:
+    en_US: "Decision intelligence for AI agents — bandits, LP solver, graph analytics, anomaly detection, forecasting. 12 algorithms, all under 25ms."
+  icon: "icon.svg"
+  tags:
+    - PRODUCTIVITY
+    - UTILITIES
+    - BUSINESS
+credentials_for_provider:
+  - variable: api_key
+    label:
+      en_US: "OraClaw API Key"
+    type: secret-input
+    required: true
+    placeholder:
+      en_US: "ok_live_... or ok_beta_..."
+    help:
+      en_US: "Get a free API key at https://oraclaw-api.onrender.com/api/v1/auth/signup"
+  - variable: api_endpoint
+    label:
+      en_US: "API Endpoint"
+    type: text-input
+    required: false
+    default: "https://oraclaw-api.onrender.com"
+    placeholder:
+      en_US: "https://oraclaw-api.onrender.com"
+tools:
+  - tools/optimize_bandit.yaml
+  - tools/solve_constraints.yaml
+  - tools/analyze_graph.yaml
+  - tools/detect_anomaly.yaml
+  - tools/predict_forecast.yaml
+extra:
+  python:
+    source: providers/oraclaw.py
diff --git a/plugins/oraclaw/providers/oraclaw.py b/plugins/oraclaw/providers/oraclaw.py
new file mode 100644
index 000000000..07606b867
--- /dev/null
+++ b/plugins/oraclaw/providers/oraclaw.py
@@ -0,0 +1,24 @@
+import requests
+from dify_plugin import ToolProvider
+from dify_plugin.errors.tool import ToolProviderCredentialValidationError
+
+
+class OraclawProvider(ToolProvider):
+    def _validate_credentials(self, credentials: dict) -> None:
+        api_key = credentials.get("api_key", "")
+        endpoint = credentials.get("api_endpoint", "https://oraclaw-api.onrender.com")
+
+        try:
+            response = requests.get(
+                f"{endpoint}/api/v1/pricing",
+                headers={"Authorization": f"Bearer {api_key}"},
+                timeout=10,
+            )
+            if response.status_code != 200:
+                raise ToolProviderCredentialValidationError(
+                    f"OraClaw API returned status {response.status_code}"
+                )
+        except requests.RequestException as e:
+            raise ToolProviderCredentialValidationError(
+                f"Failed to connect to OraClaw API: {str(e)}"
+            )
diff --git a/plugins/oraclaw/requirements.txt b/plugins/oraclaw/requirements.txt
new file mode 100644
index 000000000..2a2cfe8cf
--- /dev/null
+++ b/plugins/oraclaw/requirements.txt
@@ -0,0 +1,2 @@
+dify_plugin>=0.0.1
+requests>=2.31.0
diff --git a/plugins/oraclaw/tools/analyze_graph.py b/plugins/oraclaw/tools/analyze_graph.py
new file mode 100644
index 000000000..ddeaf4753
--- /dev/null
+++ b/plugins/oraclaw/tools/analyze_graph.py
@@ -0,0 +1,32 @@
+import json
+from collections.abc import Generator
+from typing import Any
+
+import requests
+from dify_plugin import Tool
+from dify_plugin.entities.tool import ToolInvokeMessage
+
+
+class AnalyzeGraphTool(Tool):
+    def _invoke(self, tool_parameters: dict[str, Any]) -> Generator[ToolInvokeMessage, None, None]:
+        api_key = self.runtime.credentials.get("api_key", "")
+        endpoint = self.runtime.credentials.get("api_endpoint", "https://oraclaw-api.onrender.com")
+
+        graph = json.loads(tool_parameters["graph"]) if isinstance(tool_parameters["graph"], str) else tool_parameters["graph"]
+
+        response = requests.post(
+            f"{endpoint}/api/v1/analyze/graph",
+            headers={
+                "Authorization": f"Bearer {api_key}",
+                "Content-Type": "application/json",
+            },
+            json=graph,
+            timeout=15,
+        )
+
+        if response.status_code != 200:
+            yield self.create_text_message(f"OraClaw API error {response.status_code}: {response.text}")
+            return
+
+        result = response.json()
+        yield self.create_text_message(json.dumps(result, indent=2))
diff --git a/plugins/oraclaw/tools/analyze_graph.yaml b/plugins/oraclaw/tools/analyze_graph.yaml
new file mode 100644
index 000000000..8bbbfb9ff
--- /dev/null
+++ b/plugins/oraclaw/tools/analyze_graph.yaml
@@ -0,0 +1,20 @@
+identity:
+  name: "analyze_graph"
+  author: "Whatsonyourmind"
+  label:
+    en_US: "Graph Analytics"
+  description:
+    en_US: "PageRank, Louvain community detection, shortest path, bottleneck detection on any graph."
+  icon: "icon.svg"
+parameters:
+  - name: graph
+    type: string
+    required: true
+    label:
+      en_US: "Graph (JSON)"
+    human_description:
+      en_US: "JSON with nodes and edges. E.g. {\"nodes\":[{\"id\":\"A\"},{\"id\":\"B\"}],\"edges\":[{\"source\":\"A\",\"target\":\"B\",\"weight\":1}]}"
+    form: llm
+extra:
+  python:
+    source: tools/analyze_graph.py
diff --git a/plugins/oraclaw/tools/detect_anomaly.py b/plugins/oraclaw/tools/detect_anomaly.py
new file mode 100644
index 000000000..743bd8c2f
--- /dev/null
+++ b/plugins/oraclaw/tools/detect_anomaly.py
@@ -0,0 +1,34 @@
+import json
+from collections.abc import Generator
+from typing import Any
+
+import requests
+from dify_plugin import Tool
+from dify_plugin.entities.tool import ToolInvokeMessage
+
+
+class DetectAnomalyTool(Tool):
+    def _invoke(self, tool_parameters: dict[str, Any]) -> Generator[ToolInvokeMessage, None, None]:
+        api_key = self.runtime.credentials.get("api_key", "")
+        endpoint = self.runtime.credentials.get("api_endpoint", "https://oraclaw-api.onrender.com")
+
+        data = json.loads(tool_parameters["data"]) if isinstance(tool_parameters["data"], str) else tool_parameters["data"]
+        method = tool_parameters.get("method", "zscore")
+        threshold = tool_parameters.get("threshold", 3.0)
+
+        response = requests.post(
+            f"{endpoint}/api/v1/detect/anomaly",
+            headers={
+                "Authorization": f"Bearer {api_key}",
+                "Content-Type": "application/json",
+            },
+            json={"data": data, "method": method, "threshold": threshold},
+            timeout=15,
+        )
+
+        if response.status_code != 200:
+            yield self.create_text_message(f"OraClaw API error {response.status_code}: {response.text}")
+            return
+
+        result = response.json()
+        yield self.create_text_message(json.dumps(result, indent=2))
diff --git a/plugins/oraclaw/tools/detect_anomaly.yaml b/plugins/oraclaw/tools/detect_anomaly.yaml
new file mode 100644
index 000000000..ec6135f28
--- /dev/null
+++ b/plugins/oraclaw/tools/detect_anomaly.yaml
@@ -0,0 +1,43 @@
+identity:
+  name: "detect_anomaly"
+  author: "Whatsonyourmind"
+  label:
+    en_US: "Anomaly Detection"
+  description:
+    en_US: "Z-score or IQR outlier detection. Sub-millisecond. Find unusual values in any numeric dataset."
+  icon: "icon.svg"
+parameters:
+  - name: data
+    type: string
+    required: true
+    label:
+      en_US: "Data (JSON array)"
+    human_description:
+      en_US: "JSON array of numbers. E.g. [1, 2, 3, 100, 2, 3, 1]"
+    form: llm
+  - name: method
+    type: select
+    required: false
+    label:
+      en_US: "Method"
+    default: "zscore"
+    options:
+      - value: "zscore"
+        label:
+          en_US: "Z-Score"
+      - value: "iqr"
+        label:
+          en_US: "IQR"
+    form: form
+  - name: threshold
+    type: number
+    required: false
+    label:
+      en_US: "Threshold"
+    human_description:
+      en_US: "Detection threshold (default: 3.0 for Z-score)"
+    default: 3.0
+    form: form
+extra:
+  python:
+    source: tools/detect_anomaly.py
diff --git a/plugins/oraclaw/tools/optimize_bandit.py b/plugins/oraclaw/tools/optimize_bandit.py
new file mode 100644
index 000000000..50237092e
--- /dev/null
+++ b/plugins/oraclaw/tools/optimize_bandit.py
@@ -0,0 +1,33 @@
+import json
+from collections.abc import Generator
+from typing import Any
+
+import requests
+from dify_plugin import Tool
+from dify_plugin.entities.tool import ToolInvokeMessage
+
+
+class OptimizeBanditTool(Tool):
+    def _invoke(self, tool_parameters: dict[str, Any]) -> Generator[ToolInvokeMessage, None, None]:
+        api_key = self.runtime.credentials.get("api_key", "")
+        endpoint = self.runtime.credentials.get("api_endpoint", "https://oraclaw-api.onrender.com")
+
+        arms = json.loads(tool_parameters["arms"]) if isinstance(tool_parameters["arms"], str) else tool_parameters["arms"]
+        algorithm = tool_parameters.get("algorithm", "ucb1")
+
+        response = requests.post(
+            f"{endpoint}/api/v1/optimize/bandit",
+            headers={
+                "Authorization": f"Bearer {api_key}",
+                "Content-Type": "application/json",
+            },
+            json={"arms": arms, "algorithm": algorithm},
+            timeout=15,
+        )
+
+        if response.status_code != 200:
+            yield self.create_text_message(f"OraClaw API error {response.status_code}: {response.text}")
+            return
+
+        result = response.json()
+        yield self.create_text_message(json.dumps(result, indent=2))
diff --git a/plugins/oraclaw/tools/optimize_bandit.yaml b/plugins/oraclaw/tools/optimize_bandit.yaml
new file mode 100644
index 000000000..fd5cb8a01
--- /dev/null
+++ b/plugins/oraclaw/tools/optimize_bandit.yaml
@@ -0,0 +1,39 @@
+identity:
+  name: "optimize_bandit"
+  author: "Whatsonyourmind"
+  label:
+    en_US: "Multi-Armed Bandit"
+  description:
+    en_US: "Select the best option from a set using UCB1, Thompson Sampling, or epsilon-Greedy. Optimal explore/exploit tradeoff. <1ms."
+  icon: "icon.svg"
+parameters:
+  - name: arms
+    type: string
+    required: true
+    label:
+      en_US: "Arms (JSON)"
+    human_description:
+      en_US: "JSON array of options, e.g. [{\"id\":\"a\",\"pulls\":10,\"totalReward\":7},{\"id\":\"b\",\"pulls\":5,\"totalReward\":3}]"
+    form: llm
+  - name: algorithm
+    type: select
+    required: false
+    label:
+      en_US: "Algorithm"
+    human_description:
+      en_US: "Selection algorithm"
+    default: "ucb1"
+    options:
+      - value: "ucb1"
+        label:
+          en_US: "UCB1"
+      - value: "thompson"
+        label:
+          en_US: "Thompson Sampling"
+      - value: "epsilon-greedy"
+        label:
+          en_US: "Epsilon-Greedy"
+    form: form
+extra:
+  python:
+    source: tools/optimize_bandit.py
diff --git a/plugins/oraclaw/tools/predict_forecast.py b/plugins/oraclaw/tools/predict_forecast.py
new file mode 100644
index 000000000..63603718e
--- /dev/null
+++ b/plugins/oraclaw/tools/predict_forecast.py
@@ -0,0 +1,34 @@
+import json
+from collections.abc import Generator
+from typing import Any
+
+import requests
+from dify_plugin import Tool
+from dify_plugin.entities.tool import ToolInvokeMessage
+
+
+class PredictForecastTool(Tool):
+    def _invoke(self, tool_parameters: dict[str, Any]) -> Generator[ToolInvokeMessage, None, None]:
+        api_key = self.runtime.credentials.get("api_key", "")
+        endpoint = self.runtime.credentials.get("api_endpoint", "https://oraclaw-api.onrender.com")
+
+        data = json.loads(tool_parameters["data"]) if isinstance(tool_parameters["data"], str) else tool_parameters["data"]
+        steps = int(tool_parameters.get("steps", 3))
+        method = tool_parameters.get("method", "arima")
+
+        response = requests.post(
+            f"{endpoint}/api/v1/predict/forecast",
+            headers={
+                "Authorization": f"Bearer {api_key}",
+                "Content-Type": "application/json",
+            },
+            json={"data": data, "steps": steps, "method": method},
+            timeout=15,
+        )
+
+        if response.status_code != 200:
+            yield self.create_text_message(f"OraClaw API error {response.status_code}: {response.text}")
+            return
+
+        result = response.json()
+        yield self.create_text_message(json.dumps(result, indent=2))
diff --git a/plugins/oraclaw/tools/predict_forecast.yaml b/plugins/oraclaw/tools/predict_forecast.yaml
new file mode 100644
index 000000000..af370c214
--- /dev/null
+++ b/plugins/oraclaw/tools/predict_forecast.yaml
@@ -0,0 +1,43 @@
+identity:
+  name: "predict_forecast"
+  author: "Whatsonyourmind"
+  label:
+    en_US: "Time Series Forecast"
+  description:
+    en_US: "ARIMA or Holt-Winters time series forecasting. Predict future values with confidence intervals."
+  icon: "icon.svg"
+parameters:
+  - name: data
+    type: string
+    required: true
+    label:
+      en_US: "Historical Data (JSON array)"
+    human_description:
+      en_US: "JSON array of historical numeric values. E.g. [10, 20, 30, 40, 50]"
+    form: llm
+  - name: steps
+    type: number
+    required: true
+    label:
+      en_US: "Forecast Steps"
+    human_description:
+      en_US: "Number of future periods to forecast"
+    default: 3
+    form: llm
+  - name: method
+    type: select
+    required: false
+    label:
+      en_US: "Method"
+    default: "arima"
+    options:
+      - value: "arima"
+        label:
+          en_US: "ARIMA"
+      - value: "holt-winters"
+        label:
+          en_US: "Holt-Winters"
+    form: form
+extra:
+  python:
+    source: tools/predict_forecast.py
diff --git a/plugins/oraclaw/tools/solve_constraints.py b/plugins/oraclaw/tools/solve_constraints.py
new file mode 100644
index 000000000..618355a77
--- /dev/null
+++ b/plugins/oraclaw/tools/solve_constraints.py
@@ -0,0 +1,32 @@
+import json
+from collections.abc import Generator
+from typing import Any
+
+import requests
+from dify_plugin import Tool
+from dify_plugin.entities.tool import ToolInvokeMessage
+
+
+class SolveConstraintsTool(Tool):
+    def _invoke(self, tool_parameters: dict[str, Any]) -> Generator[ToolInvokeMessage, None, None]:
+        api_key = self.runtime.credentials.get("api_key", "")
+        endpoint = self.runtime.credentials.get("api_endpoint", "https://oraclaw-api.onrender.com")
+
+        problem = json.loads(tool_parameters["problem"]) if isinstance(tool_parameters["problem"], str) else tool_parameters["problem"]
+
+        response = requests.post(
+            f"{endpoint}/api/v1/solve/constraints",
+            headers={
+                "Authorization": f"Bearer {api_key}",
+                "Content-Type": "application/json",
+            },
+            json=problem,
+            timeout=15,
+        )
+
+        if response.status_code != 200:
+            yield self.create_text_message(f"OraClaw API error {response.status_code}: {response.text}")
+            return
+
+        result = response.json()
+        yield self.create_text_message(json.dumps(result, indent=2))
diff --git a/plugins/oraclaw/tools/solve_constraints.yaml b/plugins/oraclaw/tools/solve_constraints.yaml
new file mode 100644
index 000000000..53403c7cf
--- /dev/null
+++ b/plugins/oraclaw/tools/solve_constraints.yaml
@@ -0,0 +1,20 @@
+identity:
+  name: "solve_constraints"
+  author: "Whatsonyourmind"
+  label:
+    en_US: "LP/MIP Solver"
+  description:
+    en_US: "Linear/mixed-integer optimization (HiGHS). Budget allocation, scheduling, resource planning. Provably optimal solutions."
+  icon: "icon.svg"
+parameters:
+  - name: problem
+    type: string
+    required: true
+    label:
+      en_US: "Problem (JSON)"
+    human_description:
+      en_US: "JSON with direction, objective, variables, constraints. E.g. {\"direction\":\"maximize\",\"objective\":{\"x\":5,\"y\":4},\"variables\":[{\"name\":\"x\",\"lower\":0,\"upper\":10}],\"constraints\":[{\"name\":\"budget\",\"coefficients\":{\"x\":2,\"y\":3},\"upper\":24}]}"
+    form: llm
+extra:
+  python:
+    source: tools/solve_constraints.py

From 4fbeb6be0e84d40e1567c5ced439f8cd1645ff36 Mon Sep 17 00:00:00 2001
From: Luka Stanisljevic <luka.stanisljevic@gmail.com>
Date: Mon, 13 Apr 2026 00:01:04 +0200
Subject: [PATCH 2/6] fix: rename privacy.md to PRIVACY.md per review

---
 plugins/oraclaw/PRIVACY.md | 26 ++++++++++++++++++++++++++
 1 file changed, 26 insertions(+)
 create mode 100644 plugins/oraclaw/PRIVACY.md

diff --git a/plugins/oraclaw/PRIVACY.md b/plugins/oraclaw/PRIVACY.md
new file mode 100644
index 000000000..b59e231a8
--- /dev/null
+++ b/plugins/oraclaw/PRIVACY.md
@@ -0,0 +1,26 @@
+# OraClaw Dify Plugin -- Privacy Policy
+
+## Data Collection
+
+This plugin sends tool parameters to the OraClaw API (`oraclaw-api.onrender.com`) for processing. No data is stored beyond request logging for rate limiting purposes.
+
+## Data Transmitted
+
+- Tool input parameters (algorithm configurations, data arrays)
+- API key (for authentication)
+- No PII is collected or transmitted
+
+## Data Retention
+
+- API request logs are retained for 30 days for rate limiting and abuse prevention
+- No user data is stored permanently
+- Anonymous telemetry (tool name + duration) is collected for performance monitoring and can be opted out
+
+## Third-Party Services
+
+- OraClaw API (hosted on Render)
+- Stripe (for paid tier billing, only if user subscribes)
+
+## Contact
+
+GitHub: https://github.com/Whatsonyourmind/oraclaw

From e97bff648937bf97edbc04493f70d1f54ac66863 Mon Sep 17 00:00:00 2001
From: Luka Stanisljevic <luka.stanisljevic@gmail.com>
Date: Mon, 13 Apr 2026 00:01:11 +0200
Subject: [PATCH 3/6] fix: remove lowercase privacy.md (replaced by PRIVACY.md)

---
 plugins/oraclaw/privacy.md | 26 --------------------------
 1 file changed, 26 deletions(-)
 delete mode 100644 plugins/oraclaw/privacy.md

diff --git a/plugins/oraclaw/privacy.md b/plugins/oraclaw/privacy.md
deleted file mode 100644
index b59e231a8..000000000
--- a/plugins/oraclaw/privacy.md
+++ /dev/null
@@ -1,26 +0,0 @@
-# OraClaw Dify Plugin -- Privacy Policy
-
-## Data Collection
-
-This plugin sends tool parameters to the OraClaw API (`oraclaw-api.onrender.com`) for processing. No data is stored beyond request logging for rate limiting purposes.
-
-## Data Transmitted
-
-- Tool input parameters (algorithm configurations, data arrays)
-- API key (for authentication)
-- No PII is collected or transmitted
-
-## Data Retention
-
-- API request logs are retained for 30 days for rate limiting and abuse prevention
-- No user data is stored permanently
-- Anonymous telemetry (tool name + duration) is collected for performance monitoring and can be opted out
-
-## Third-Party Services
-
-- OraClaw API (hosted on Render)
-- Stripe (for paid tier billing, only if user subscribes)
-
-## Contact
-
-GitHub: https://github.com/Whatsonyourmind/oraclaw

From 35553200ceb24a92b5156c2982c03583a0cb8440 Mon Sep 17 00:00:00 2001
From: Luka Stanisljevic <luka.stanisljevic@gmail.com>
Date: Mon, 13 Apr 2026 00:01:24 +0200
Subject: [PATCH 4/6] fix: update manifest to reference PRIVACY.md

---
 plugins/oraclaw/manifest.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/plugins/oraclaw/manifest.yaml b/plugins/oraclaw/manifest.yaml
index ec89714a3..ab567d581 100644
--- a/plugins/oraclaw/manifest.yaml
+++ b/plugins/oraclaw/manifest.yaml
@@ -23,4 +23,4 @@ runner:
 plugins:
   tools:
     - "provider/oraclaw.yaml"
-privacy: "privacy.md"
+privacy: "PRIVACY.md"

From a2d66423b427bf806dc080ca939b30ed30b86904 Mon Sep 17 00:00:00 2001
From: Luka Stanisljevic <luka.stanisljevic@gmail.com>
Date: Mon, 13 Apr 2026 00:01:26 +0200
Subject: [PATCH 5/6] fix: bump dify_plugin to >= 0.5.0 per review

---
 plugins/oraclaw/requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/plugins/oraclaw/requirements.txt b/plugins/oraclaw/requirements.txt
index 2a2cfe8cf..7017c3860 100644
--- a/plugins/oraclaw/requirements.txt
+++ b/plugins/oraclaw/requirements.txt
@@ -1,2 +1,2 @@
-dify_plugin>=0.0.1
+dify_plugin>=0.5.0
 requests>=2.31.0

From 57c0c4153a8c2d1fd2764dc665b3ff9533cb64ad Mon Sep 17 00:00:00 2001
From: Luka Stanisljevic <luka.stanisljevic@gmail.com>
Date: Thu, 30 Apr 2026 08:25:19 +0200
Subject: [PATCH 6/6] fix: switch to packed .difypkg format per crazywoola
 review

Maintainer feedback (Apr 16): "You should submit a packed file only."

Removed source-tree submission under plugins/oraclaw/ (17 files) and
replaced with a single packaged plugin at:

  whatsonyourmind/oraclaw/oraclaw-0.0.1.difypkg

Built via dify-plugin-daemon CLI v0.6.0. Required manifest fixes during
packaging: added description.en_US and nested runner.* under meta.runner.*
to satisfy the current schema validator.

5 tools (optimize_bandit, solve_constraints, analyze_graph, detect_anomaly,
predict_forecast), 1 provider with secret-input ORACLAW_API_KEY credential,
meta.runner.python 3.12, meta.arch [amd64, arm64].

Ready for re-review.
---
 plugins/oraclaw/PRIVACY.md                    |  26 -----------
 plugins/oraclaw/README.md                     |  32 -------------
 plugins/oraclaw/_assets/icon.svg              |   7 ---
 plugins/oraclaw/manifest.yaml                 |  26 -----------
 plugins/oraclaw/provider/oraclaw.yaml         |  39 ----------------
 plugins/oraclaw/providers/oraclaw.py          |  24 ----------
 plugins/oraclaw/requirements.txt              |   2 -
 plugins/oraclaw/tools/analyze_graph.py        |  32 -------------
 plugins/oraclaw/tools/analyze_graph.yaml      |  20 --------
 plugins/oraclaw/tools/detect_anomaly.py       |  34 --------------
 plugins/oraclaw/tools/detect_anomaly.yaml     |  43 ------------------
 plugins/oraclaw/tools/optimize_bandit.py      |  33 --------------
 plugins/oraclaw/tools/optimize_bandit.yaml    |  39 ----------------
 plugins/oraclaw/tools/predict_forecast.py     |  34 --------------
 plugins/oraclaw/tools/predict_forecast.yaml   |  43 ------------------
 plugins/oraclaw/tools/solve_constraints.py    |  32 -------------
 plugins/oraclaw/tools/solve_constraints.yaml  |  20 --------
 whatsonyourmind/oraclaw/oraclaw-0.0.1.difypkg | Bin 0 -> 10106 bytes
 18 files changed, 486 deletions(-)
 delete mode 100644 plugins/oraclaw/PRIVACY.md
 delete mode 100644 plugins/oraclaw/README.md
 delete mode 100644 plugins/oraclaw/_assets/icon.svg
 delete mode 100644 plugins/oraclaw/manifest.yaml
 delete mode 100644 plugins/oraclaw/provider/oraclaw.yaml
 delete mode 100644 plugins/oraclaw/providers/oraclaw.py
 delete mode 100644 plugins/oraclaw/requirements.txt
 delete mode 100644 plugins/oraclaw/tools/analyze_graph.py
 delete mode 100644 plugins/oraclaw/tools/analyze_graph.yaml
 delete mode 100644 plugins/oraclaw/tools/detect_anomaly.py
 delete mode 100644 plugins/oraclaw/tools/detect_anomaly.yaml
 delete mode 100644 plugins/oraclaw/tools/optimize_bandit.py
 delete mode 100644 plugins/oraclaw/tools/optimize_bandit.yaml
 delete mode 100644 plugins/oraclaw/tools/predict_forecast.py
 delete mode 100644 plugins/oraclaw/tools/predict_forecast.yaml
 delete mode 100644 plugins/oraclaw/tools/solve_constraints.py
 delete mode 100644 plugins/oraclaw/tools/solve_constraints.yaml
 create mode 100644 whatsonyourmind/oraclaw/oraclaw-0.0.1.difypkg

diff --git a/plugins/oraclaw/PRIVACY.md b/plugins/oraclaw/PRIVACY.md
deleted file mode 100644
index b59e231a8..000000000
--- a/plugins/oraclaw/PRIVACY.md
+++ /dev/null
@@ -1,26 +0,0 @@
-# OraClaw Dify Plugin -- Privacy Policy
-
-## Data Collection
-
-This plugin sends tool parameters to the OraClaw API (`oraclaw-api.onrender.com`) for processing. No data is stored beyond request logging for rate limiting purposes.
-
-## Data Transmitted
-
-- Tool input parameters (algorithm configurations, data arrays)
-- API key (for authentication)
-- No PII is collected or transmitted
-
-## Data Retention
-
-- API request logs are retained for 30 days for rate limiting and abuse prevention
-- No user data is stored permanently
-- Anonymous telemetry (tool name + duration) is collected for performance monitoring and can be opted out
-
-## Third-Party Services
-
-- OraClaw API (hosted on Render)
-- Stripe (for paid tier billing, only if user subscribes)
-
-## Contact
-
-GitHub: https://github.com/Whatsonyourmind/oraclaw
diff --git a/plugins/oraclaw/README.md b/plugins/oraclaw/README.md
deleted file mode 100644
index fc4b1343c..000000000
--- a/plugins/oraclaw/README.md
+++ /dev/null
@@ -1,32 +0,0 @@
-# OraClaw -- Decision Intelligence for Dify
-
-Add real mathematical optimization to your Dify workflows. 5 algorithm tools, all under 25ms.
-
-## Tools
-
-| Tool | What It Does |
-|------|-------------|
-| **Multi-Armed Bandit** | Select the best option (UCB1/Thompson/epsilon-Greedy) |
-| **LP/MIP Solver** | Budget allocation, scheduling, constraint satisfaction |
-| **Graph Analytics** | PageRank, communities, shortest path |
-| **Anomaly Detection** | Z-score/IQR outlier detection |
-| **Time Series Forecast** | ARIMA/Holt-Winters with confidence intervals |
-
-## Setup
-
-1. Get a free API key: `curl -X POST https://oraclaw-api.onrender.com/api/v1/auth/signup -H "Content-Type: application/json" -d '{"email":"you@example.com"}'`
-2. Install the OraClaw plugin in your Dify instance
-3. Enter your API key in the plugin settings
-4. Use the tools in your Dify workflows
-
-## Pricing
-
-- **Free signup**: 1,000 calls/day at $0.005/call (metered)
-- **Starter**: $9/mo for 50,000 calls
-- **Growth**: $49/mo for 500,000 calls
-
-## Links
-
-- [GitHub](https://github.com/Whatsonyourmind/oraclaw)
-- [npm MCP Server](https://www.npmjs.com/package/@oraclaw/mcp-server)
-- [API Documentation](https://oraclaw-api.onrender.com/api/v1/pricing)
diff --git a/plugins/oraclaw/_assets/icon.svg b/plugins/oraclaw/_assets/icon.svg
deleted file mode 100644
index ec0694b20..000000000
--- a/plugins/oraclaw/_assets/icon.svg
+++ /dev/null
@@ -1,7 +0,0 @@
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 64 64" fill="none">
-  <rect width="64" height="64" rx="12" fill="#000000"/>
-  <circle cx="32" cy="32" r="20" stroke="#0088FF" stroke-width="3" fill="none"/>
-  <circle cx="32" cy="32" r="14" stroke="#00FFFF" stroke-width="2" fill="none"/>
-  <circle cx="32" cy="32" r="8" stroke="#FFFF00" stroke-width="2" fill="none"/>
-  <circle cx="32" cy="32" r="3" fill="#00FF88"/>
-</svg>
diff --git a/plugins/oraclaw/manifest.yaml b/plugins/oraclaw/manifest.yaml
deleted file mode 100644
index ab567d581..000000000
--- a/plugins/oraclaw/manifest.yaml
+++ /dev/null
@@ -1,26 +0,0 @@
-version: "0.1.0"
-type: plugin
-author: "Whatsonyourmind"
-name: "oraclaw"
-label:
-  en_US: "OraClaw Decision Intelligence"
-created_at: "2026-04-05T00:00:00Z"
-icon: "icon.svg"
-resource:
-  memory: 268435456
-  permission:
-    tool:
-      enabled: true
-meta:
-  version: "0.1.0"
-  arch:
-    - amd64
-    - arm64
-runner:
-  language: python
-  version: "3.12"
-  entrypoint: "main"
-plugins:
-  tools:
-    - "provider/oraclaw.yaml"
-privacy: "PRIVACY.md"
diff --git a/plugins/oraclaw/provider/oraclaw.yaml b/plugins/oraclaw/provider/oraclaw.yaml
deleted file mode 100644
index a0068c960..000000000
--- a/plugins/oraclaw/provider/oraclaw.yaml
+++ /dev/null
@@ -1,39 +0,0 @@
-identity:
-  author: "Whatsonyourmind"
-  name: "oraclaw"
-  label:
-    en_US: "OraClaw"
-  description:
-    en_US: "Decision intelligence for AI agents — bandits, LP solver, graph analytics, anomaly detection, forecasting. 12 algorithms, all under 25ms."
-  icon: "icon.svg"
-  tags:
-    - PRODUCTIVITY
-    - UTILITIES
-    - BUSINESS
-credentials_for_provider:
-  - variable: api_key
-    label:
-      en_US: "OraClaw API Key"
-    type: secret-input
-    required: true
-    placeholder:
-      en_US: "ok_live_... or ok_beta_..."
-    help:
-      en_US: "Get a free API key at https://oraclaw-api.onrender.com/api/v1/auth/signup"
-  - variable: api_endpoint
-    label:
-      en_US: "API Endpoint"
-    type: text-input
-    required: false
-    default: "https://oraclaw-api.onrender.com"
-    placeholder:
-      en_US: "https://oraclaw-api.onrender.com"
-tools:
-  - tools/optimize_bandit.yaml
-  - tools/solve_constraints.yaml
-  - tools/analyze_graph.yaml
-  - tools/detect_anomaly.yaml
-  - tools/predict_forecast.yaml
-extra:
-  python:
-    source: providers/oraclaw.py
diff --git a/plugins/oraclaw/providers/oraclaw.py b/plugins/oraclaw/providers/oraclaw.py
deleted file mode 100644
index 07606b867..000000000
--- a/plugins/oraclaw/providers/oraclaw.py
+++ /dev/null
@@ -1,24 +0,0 @@
-import requests
-from dify_plugin import ToolProvider
-from dify_plugin.errors.tool import ToolProviderCredentialValidationError
-
-
-class OraclawProvider(ToolProvider):
-    def _validate_credentials(self, credentials: dict) -> None:
-        api_key = credentials.get("api_key", "")
-        endpoint = credentials.get("api_endpoint", "https://oraclaw-api.onrender.com")
-
-        try:
-            response = requests.get(
-                f"{endpoint}/api/v1/pricing",
-                headers={"Authorization": f"Bearer {api_key}"},
-                timeout=10,
-            )
-            if response.status_code != 200:
-                raise ToolProviderCredentialValidationError(
-                    f"OraClaw API returned status {response.status_code}"
-                )
-        except requests.RequestException as e:
-            raise ToolProviderCredentialValidationError(
-                f"Failed to connect to OraClaw API: {str(e)}"
-            )
diff --git a/plugins/oraclaw/requirements.txt b/plugins/oraclaw/requirements.txt
deleted file mode 100644
index 7017c3860..000000000
--- a/plugins/oraclaw/requirements.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-dify_plugin>=0.5.0
-requests>=2.31.0
diff --git a/plugins/oraclaw/tools/analyze_graph.py b/plugins/oraclaw/tools/analyze_graph.py
deleted file mode 100644
index ddeaf4753..000000000
--- a/plugins/oraclaw/tools/analyze_graph.py
+++ /dev/null
@@ -1,32 +0,0 @@
-import json
-from collections.abc import Generator
-from typing import Any
-
-import requests
-from dify_plugin import Tool
-from dify_plugin.entities.tool import ToolInvokeMessage
-
-
-class AnalyzeGraphTool(Tool):
-    def _invoke(self, tool_parameters: dict[str, Any]) -> Generator[ToolInvokeMessage, None, None]:
-        api_key = self.runtime.credentials.get("api_key", "")
-        endpoint = self.runtime.credentials.get("api_endpoint", "https://oraclaw-api.onrender.com")
-
-        graph = json.loads(tool_parameters["graph"]) if isinstance(tool_parameters["graph"], str) else tool_parameters["graph"]
-
-        response = requests.post(
-            f"{endpoint}/api/v1/analyze/graph",
-            headers={
-                "Authorization": f"Bearer {api_key}",
-                "Content-Type": "application/json",
-            },
-            json=graph,
-            timeout=15,
-        )
-
-        if response.status_code != 200:
-            yield self.create_text_message(f"OraClaw API error {response.status_code}: {response.text}")
-            return
-
-        result = response.json()
-        yield self.create_text_message(json.dumps(result, indent=2))
diff --git a/plugins/oraclaw/tools/analyze_graph.yaml b/plugins/oraclaw/tools/analyze_graph.yaml
deleted file mode 100644
index 8bbbfb9ff..000000000
--- a/plugins/oraclaw/tools/analyze_graph.yaml
+++ /dev/null
@@ -1,20 +0,0 @@
-identity:
-  name: "analyze_graph"
-  author: "Whatsonyourmind"
-  label:
-    en_US: "Graph Analytics"
-  description:
-    en_US: "PageRank, Louvain community detection, shortest path, bottleneck detection on any graph."
-  icon: "icon.svg"
-parameters:
-  - name: graph
-    type: string
-    required: true
-    label:
-      en_US: "Graph (JSON)"
-    human_description:
-      en_US: "JSON with nodes and edges. E.g. {\"nodes\":[{\"id\":\"A\"},{\"id\":\"B\"}],\"edges\":[{\"source\":\"A\",\"target\":\"B\",\"weight\":1}]}"
-    form: llm
-extra:
-  python:
-    source: tools/analyze_graph.py
diff --git a/plugins/oraclaw/tools/detect_anomaly.py b/plugins/oraclaw/tools/detect_anomaly.py
deleted file mode 100644
index 743bd8c2f..000000000
--- a/plugins/oraclaw/tools/detect_anomaly.py
+++ /dev/null
@@ -1,34 +0,0 @@
-import json
-from collections.abc import Generator
-from typing import Any
-
-import requests
-from dify_plugin import Tool
-from dify_plugin.entities.tool import ToolInvokeMessage
-
-
-class DetectAnomalyTool(Tool):
-    def _invoke(self, tool_parameters: dict[str, Any]) -> Generator[ToolInvokeMessage, None, None]:
-        api_key = self.runtime.credentials.get("api_key", "")
-        endpoint = self.runtime.credentials.get("api_endpoint", "https://oraclaw-api.onrender.com")
-
-        data = json.loads(tool_parameters["data"]) if isinstance(tool_parameters["data"], str) else tool_parameters["data"]
-        method = tool_parameters.get("method", "zscore")
-        threshold = tool_parameters.get("threshold", 3.0)
-
-        response = requests.post(
-            f"{endpoint}/api/v1/detect/anomaly",
-            headers={
-                "Authorization": f"Bearer {api_key}",
-                "Content-Type": "application/json",
-            },
-            json={"data": data, "method": method, "threshold": threshold},
-            timeout=15,
-        )
-
-        if response.status_code != 200:
-            yield self.create_text_message(f"OraClaw API error {response.status_code}: {response.text}")
-            return
-
-        result = response.json()
-        yield self.create_text_message(json.dumps(result, indent=2))
diff --git a/plugins/oraclaw/tools/detect_anomaly.yaml b/plugins/oraclaw/tools/detect_anomaly.yaml
deleted file mode 100644
index ec6135f28..000000000
--- a/plugins/oraclaw/tools/detect_anomaly.yaml
+++ /dev/null
@@ -1,43 +0,0 @@
-identity:
-  name: "detect_anomaly"
-  author: "Whatsonyourmind"
-  label:
-    en_US: "Anomaly Detection"
-  description:
-    en_US: "Z-score or IQR outlier detection. Sub-millisecond. Find unusual values in any numeric dataset."
-  icon: "icon.svg"
-parameters:
-  - name: data
-    type: string
-    required: true
-    label:
-      en_US: "Data (JSON array)"
-    human_description:
-      en_US: "JSON array of numbers. E.g. [1, 2, 3, 100, 2, 3, 1]"
-    form: llm
-  - name: method
-    type: select
-    required: false
-    label:
-      en_US: "Method"
-    default: "zscore"
-    options:
-      - value: "zscore"
-        label:
-          en_US: "Z-Score"
-      - value: "iqr"
-        label:
-          en_US: "IQR"
-    form: form
-  - name: threshold
-    type: number
-    required: false
-    label:
-      en_US: "Threshold"
-    human_description:
-      en_US: "Detection threshold (default: 3.0 for Z-score)"
-    default: 3.0
-    form: form
-extra:
-  python:
-    source: tools/detect_anomaly.py
diff --git a/plugins/oraclaw/tools/optimize_bandit.py b/plugins/oraclaw/tools/optimize_bandit.py
deleted file mode 100644
index 50237092e..000000000
--- a/plugins/oraclaw/tools/optimize_bandit.py
+++ /dev/null
@@ -1,33 +0,0 @@
-import json
-from collections.abc import Generator
-from typing import Any
-
-import requests
-from dify_plugin import Tool
-from dify_plugin.entities.tool import ToolInvokeMessage
-
-
-class OptimizeBanditTool(Tool):
-    def _invoke(self, tool_parameters: dict[str, Any]) -> Generator[ToolInvokeMessage, None, None]:
-        api_key = self.runtime.credentials.get("api_key", "")
-        endpoint = self.runtime.credentials.get("api_endpoint", "https://oraclaw-api.onrender.com")
-
-        arms = json.loads(tool_parameters["arms"]) if isinstance(tool_parameters["arms"], str) else tool_parameters["arms"]
-        algorithm = tool_parameters.get("algorithm", "ucb1")
-
-        response = requests.post(
-            f"{endpoint}/api/v1/optimize/bandit",
-            headers={
-                "Authorization": f"Bearer {api_key}",
-                "Content-Type": "application/json",
-            },
-            json={"arms": arms, "algorithm": algorithm},
-            timeout=15,
-        )
-
-        if response.status_code != 200:
-            yield self.create_text_message(f"OraClaw API error {response.status_code}: {response.text}")
-            return
-
-        result = response.json()
-        yield self.create_text_message(json.dumps(result, indent=2))
diff --git a/plugins/oraclaw/tools/optimize_bandit.yaml b/plugins/oraclaw/tools/optimize_bandit.yaml
deleted file mode 100644
index fd5cb8a01..000000000
--- a/plugins/oraclaw/tools/optimize_bandit.yaml
+++ /dev/null
@@ -1,39 +0,0 @@
-identity:
-  name: "optimize_bandit"
-  author: "Whatsonyourmind"
-  label:
-    en_US: "Multi-Armed Bandit"
-  description:
-    en_US: "Select the best option from a set using UCB1, Thompson Sampling, or epsilon-Greedy. Optimal explore/exploit tradeoff. <1ms."
-  icon: "icon.svg"
-parameters:
-  - name: arms
-    type: string
-    required: true
-    label:
-      en_US: "Arms (JSON)"
-    human_description:
-      en_US: "JSON array of options, e.g. [{\"id\":\"a\",\"pulls\":10,\"totalReward\":7},{\"id\":\"b\",\"pulls\":5,\"totalReward\":3}]"
-    form: llm
-  - name: algorithm
-    type: select
-    required: false
-    label:
-      en_US: "Algorithm"
-    human_description:
-      en_US: "Selection algorithm"
-    default: "ucb1"
-    options:
-      - value: "ucb1"
-        label:
-          en_US: "UCB1"
-      - value: "thompson"
-        label:
-          en_US: "Thompson Sampling"
-      - value: "epsilon-greedy"
-        label:
-          en_US: "Epsilon-Greedy"
-    form: form
-extra:
-  python:
-    source: tools/optimize_bandit.py
diff --git a/plugins/oraclaw/tools/predict_forecast.py b/plugins/oraclaw/tools/predict_forecast.py
deleted file mode 100644
index 63603718e..000000000
--- a/plugins/oraclaw/tools/predict_forecast.py
+++ /dev/null
@@ -1,34 +0,0 @@
-import json
-from collections.abc import Generator
-from typing import Any
-
-import requests
-from dify_plugin import Tool
-from dify_plugin.entities.tool import ToolInvokeMessage
-
-
-class PredictForecastTool(Tool):
-    def _invoke(self, tool_parameters: dict[str, Any]) -> Generator[ToolInvokeMessage, None, None]:
-        api_key = self.runtime.credentials.get("api_key", "")
-        endpoint = self.runtime.credentials.get("api_endpoint", "https://oraclaw-api.onrender.com")
-
-        data = json.loads(tool_parameters["data"]) if isinstance(tool_parameters["data"], str) else tool_parameters["data"]
-        steps = int(tool_parameters.get("steps", 3))
-        method = tool_parameters.get("method", "arima")
-
-        response = requests.post(
-            f"{endpoint}/api/v1/predict/forecast",
-            headers={
-                "Authorization": f"Bearer {api_key}",
-                "Content-Type": "application/json",
-            },
-            json={"data": data, "steps": steps, "method": method},
-            timeout=15,
-        )
-
-        if response.status_code != 200:
-            yield self.create_text_message(f"OraClaw API error {response.status_code}: {response.text}")
-            return
-
-        result = response.json()
-        yield self.create_text_message(json.dumps(result, indent=2))
diff --git a/plugins/oraclaw/tools/predict_forecast.yaml b/plugins/oraclaw/tools/predict_forecast.yaml
deleted file mode 100644
index af370c214..000000000
--- a/plugins/oraclaw/tools/predict_forecast.yaml
+++ /dev/null
@@ -1,43 +0,0 @@
-identity:
-  name: "predict_forecast"
-  author: "Whatsonyourmind"
-  label:
-    en_US: "Time Series Forecast"
-  description:
-    en_US: "ARIMA or Holt-Winters time series forecasting. Predict future values with confidence intervals."
-  icon: "icon.svg"
-parameters:
-  - name: data
-    type: string
-    required: true
-    label:
-      en_US: "Historical Data (JSON array)"
-    human_description:
-      en_US: "JSON array of historical numeric values. E.g. [10, 20, 30, 40, 50]"
-    form: llm
-  - name: steps
-    type: number
-    required: true
-    label:
-      en_US: "Forecast Steps"
-    human_description:
-      en_US: "Number of future periods to forecast"
-    default: 3
-    form: llm
-  - name: method
-    type: select
-    required: false
-    label:
-      en_US: "Method"
-    default: "arima"
-    options:
-      - value: "arima"
-        label:
-          en_US: "ARIMA"
-      - value: "holt-winters"
-        label:
-          en_US: "Holt-Winters"
-    form: form
-extra:
-  python:
-    source: tools/predict_forecast.py
diff --git a/plugins/oraclaw/tools/solve_constraints.py b/plugins/oraclaw/tools/solve_constraints.py
deleted file mode 100644
index 618355a77..000000000
--- a/plugins/oraclaw/tools/solve_constraints.py
+++ /dev/null
@@ -1,32 +0,0 @@
-import json
-from collections.abc import Generator
-from typing import Any
-
-import requests
-from dify_plugin import Tool
-from dify_plugin.entities.tool import ToolInvokeMessage
-
-
-class SolveConstraintsTool(Tool):
-    def _invoke(self, tool_parameters: dict[str, Any]) -> Generator[ToolInvokeMessage, None, None]:
-        api_key = self.runtime.credentials.get("api_key", "")
-        endpoint = self.runtime.credentials.get("api_endpoint", "https://oraclaw-api.onrender.com")
-
-        problem = json.loads(tool_parameters["problem"]) if isinstance(tool_parameters["problem"], str) else tool_parameters["problem"]
-
-        response = requests.post(
-            f"{endpoint}/api/v1/solve/constraints",
-            headers={
-                "Authorization": f"Bearer {api_key}",
-                "Content-Type": "application/json",
-            },
-            json=problem,
-            timeout=15,
-        )
-
-        if response.status_code != 200:
-            yield self.create_text_message(f"OraClaw API error {response.status_code}: {response.text}")
-            return
-
-        result = response.json()
-        yield self.create_text_message(json.dumps(result, indent=2))
diff --git a/plugins/oraclaw/tools/solve_constraints.yaml b/plugins/oraclaw/tools/solve_constraints.yaml
deleted file mode 100644
index 53403c7cf..000000000
--- a/plugins/oraclaw/tools/solve_constraints.yaml
+++ /dev/null
@@ -1,20 +0,0 @@
-identity:
-  name: "solve_constraints"
-  author: "Whatsonyourmind"
-  label:
-    en_US: "LP/MIP Solver"
-  description:
-    en_US: "Linear/mixed-integer optimization (HiGHS). Budget allocation, scheduling, resource planning. Provably optimal solutions."
-  icon: "icon.svg"
-parameters:
-  - name: problem
-    type: string
-    required: true
-    label:
-      en_US: "Problem (JSON)"
-    human_description:
-      en_US: "JSON with direction, objective, variables, constraints. E.g. {\"direction\":\"maximize\",\"objective\":{\"x\":5,\"y\":4},\"variables\":[{\"name\":\"x\",\"lower\":0,\"upper\":10}],\"constraints\":[{\"name\":\"budget\",\"coefficients\":{\"x\":2,\"y\":3},\"upper\":24}]}"
-    form: llm
-extra:
-  python:
-    source: tools/solve_constraints.py
diff --git a/whatsonyourmind/oraclaw/oraclaw-0.0.1.difypkg b/whatsonyourmind/oraclaw/oraclaw-0.0.1.difypkg
new file mode 100644
index 0000000000000000000000000000000000000000..d4e171ecbb4920021bd146e315c2338e1acadc03
GIT binary patch
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