ares-server 0.10.0

ARES agent server with multi-provider LLM support, tool calling, RAG, and MCP integration
Documentation
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
# V1 Client API

The V1 API is the primary interface for enterprise clients that integrate ARES into their applications. All endpoints are scoped to the authenticated tenant: you see only your own agents, runs, and usage.

**Base URL:** `http://localhost:3000`

## Authentication

Every request to `/v1/*` must include your API key in the `Authorization` header:

```
Authorization: Bearer ares_xxx
```

The platform issues API keys during tenant provisioning. You can create additional keys through the API, or you can request them from your platform administrator.

---

## Agents

### List agents

```
GET /v1/agents?page=1&per_page=20
```

The response is a paginated list of the agents that are configured for your tenant.

**Query Parameters:**

| Parameter | Type | Default | Description |
|---|---|---|---|
| `page` | integer | `1` | Page number |
| `per_page` | integer | `20` | Results per page |

**Response:**

```json
{
  "agents": [
    {
      "id": "uuid",
      "name": "risk-analyzer",
      "agent_type": "classifier",
      "status": "active",
      "config": { "model": "llama-3.3-70b", "tools": ["calculator"] },
      "created_at": "2026-03-01T00:00:00Z",
      "last_run": "2026-03-13T14:22:00Z",
      "total_runs": 1547,
      "success_rate": 0.982
    }
  ],
  "total": 4,
  "page": 1,
  "per_page": 20
}
```

### Get agent details

```
GET /v1/agents/{name}
```

The response shows full details for one agent.

**Response:**

```json
{
  "id": "uuid",
  "name": "risk-analyzer",
  "agent_type": "classifier",
  "status": "active",
  "config": {
    "model": "llama-3.3-70b",
    "system_prompt": "You are a risk analysis agent...",
    "tools": ["calculator"],
    "max_tokens": 2048
  },
  "created_at": "2026-03-01T00:00:00Z",
  "last_run": "2026-03-13T14:22:00Z",
  "total_runs": 1547,
  "success_rate": 0.982
}
```

### Run an agent

```
POST /v1/agents/{name}/run
```

Run an agent with the provided input. This endpoint is the core way to trigger agent work.

**Request Body:**

```json
{
  "input": {
    "message": "Analyze the risk profile for transaction TX-9921",
    "context": {
      "amount": 15000,
      "currency": "USD",
      "merchant_category": "electronics"
    }
  }
}
```

**Response:**

```json
{
  "id": "run-uuid",
  "agent_id": "agent-uuid",
  "status": "completed",
  "input": { "message": "Analyze the risk profile..." },
  "output": {
    "risk_score": 0.73,
    "risk_level": "medium",
    "reasoning": "Elevated amount for merchant category..."
  },
  "error": null,
  "started_at": "2026-03-13T14:22:00Z",
  "finished_at": "2026-03-13T14:22:01Z",
  "duration_ms": 1243,
  "tokens_used": 847
}
```

When the agent fails, `status` is `"failed"` and `error` contains a description.

### List agent runs

```
GET /v1/agents/{name}/runs?page=1&per_page=20
```

The response lists the run history for one agent, newest first.

---

## Chat

### Send a chat message

```
POST /v1/chat
```

Send a message to a model or agent, and receive a complete response.

**Request Body:**

```json
{
  "messages": [
    { "role": "user", "content": "Summarize Q1 revenue trends." }
  ],
  "model": "llama-3.3-70b",
  "agent_type": "analyst"
}
```

**Response:**

```json
{
  "id": "msg-uuid",
  "content": "Based on the data, Q1 revenue showed...",
  "model": "llama-3.3-70b",
  "tokens_used": 312,
  "finish_reason": "stop"
}
```

### Stream a chat response

```
POST /v1/chat/stream
```

This endpoint takes the same request body as `/v1/chat`, but it returns a Server-Sent Events (SSE) stream.

```
data: {"delta": "Based on", "finish_reason": null}
data: {"delta": " the data,", "finish_reason": null}
data: {"delta": " Q1 revenue", "finish_reason": null}
...
data: {"delta": "", "finish_reason": "stop", "tokens_used": 312}
```

---

## Usage

### Get usage summary

```
GET /v1/usage
```

The response shows the usage of your tenant for the current billing period.

**Response:**

```json
{
  "period_start": "2026-03-01T00:00:00Z",
  "period_end": "2026-03-31T23:59:59Z",
  "total_runs": 4821,
  "total_tokens": 2847193,
  "total_api_calls": 5290,
  "quota_runs": 100000,
  "quota_tokens": 10000000,
  "daily_usage": [
    { "date": "2026-03-13", "runs": 312, "tokens": 184920, "api_calls": 340 },
    { "date": "2026-03-12", "runs": 287, "tokens": 171003, "api_calls": 315 }
  ]
}
```

---

## API Keys

### List API keys

```
GET /v1/api-keys
```

The response lists all API keys for your tenant. The full key secret is never shown again after creation.

**Response:**

```json
{
  "keys": [
    {
      "id": "key-uuid",
      "name": "android-production",
      "prefix": "ares_a1b2",
      "created_at": "2026-03-01T00:00:00Z",
      "expires_at": "2027-03-01T00:00:00Z",
      "last_used": "2026-03-13T14:00:00Z"
    }
  ]
}
```

### Create API key

```
POST /v1/api-keys
```

**Request Body:**

```json
{
  "name": "mobile-app-key",
  "expires_in_days": 365
}
```

`expires_in_days` is optional. When you omit it, the key does not expire.

**Response:**

```json
{
  "key": "key-uuid",
  "secret": "ares_x7k9m2p4q8r1s5t3..."
}
```

> **Important:** The response contains `secret` only once at creation time. Store it securely. You cannot retrieve it again.

### Revoke API key

```
DELETE /v1/api-keys/{id}
```

The endpoint invalidates the key immediately. It returns `204 No Content` on success.

---

## Examples

### Run an agent (curl)

```bash
curl -X POST http://localhost:3000/v1/agents/risk-analyzer/run \
  -H "Authorization: Bearer ares_x7k9m2p4q8r1s5t3" \
  -H "Content-Type: application/json" \
  -d '{
    "input": {
      "message": "Evaluate this transaction",
      "context": {"amount": 15000, "currency": "USD"}
    }
  }'
```

### Run an agent (Python)

```python
import requests

API_KEY = "ares_x7k9m2p4q8r1s5t3"
BASE_URL = "http://localhost:3000"

headers = {
    "Authorization": f"Bearer {API_KEY}",
    "Content-Type": "application/json",
}

# Run an agent
response = requests.post(
    f"{BASE_URL}/v1/agents/risk-analyzer/run",
    headers=headers,
    json={
        "input": {
            "message": "Evaluate this transaction",
            "context": {"amount": 15000, "currency": "USD"},
        }
    },
)

result = response.json()
print(f"Status: {result['status']}")
print(f"Output: {result['output']}")
print(f"Duration: {result['duration_ms']}ms")
print(f"Tokens: {result['tokens_used']}")
```

### Check usage (curl)

```bash
curl http://localhost:3000/v1/usage \
  -H "Authorization: Bearer ares_x7k9m2p4q8r1s5t3"
```

### Check usage (Python)

```python
response = requests.get(f"{BASE_URL}/v1/usage", headers=headers)
usage = response.json()

print(f"Runs this month: {usage['total_runs']} / {usage['quota_runs']}")
print(f"Tokens this month: {usage['total_tokens']} / {usage['quota_tokens']}")
```

### Chat with streaming (Python)

```python
import requests
import json

response = requests.post(
    f"{BASE_URL}/v1/chat/stream",
    headers=headers,
    json={
        "messages": [{"role": "user", "content": "Explain quantum computing."}],
        "model": "llama-3.3-70b",
    },
    stream=True,
)

for line in response.iter_lines():
    if line:
        text = line.decode("utf-8")
        if text.startswith("data: "):
            data = json.loads(text[6:])
            print(data.get("delta", ""), end="", flush=True)
```

### Chat with streaming (JavaScript)

```javascript
const response = await fetch("http://localhost:3000/v1/chat/stream", {
  method: "POST",
  headers: {
    "Authorization": "Bearer ares_x7k9m2p4q8r1s5t3",
    "Content-Type": "application/json",
  },
  body: JSON.stringify({
    messages: [{ role: "user", content: "Explain quantum computing." }],
    model: "llama-3.3-70b",
  }),
});

const reader = response.body.getReader();
const decoder = new TextDecoder();

while (true) {
  const { done, value } = await reader.read();
  if (done) break;

  const text = decoder.decode(value);
  for (const line of text.split("\n")) {
    if (line.startsWith("data: ")) {
      const data = JSON.parse(line.slice(6));
      process.stdout.write(data.delta || "");
    }
  }
}
```