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Create app.py
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app.py
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| 1 |
+
# agentops_space.py
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| 2 |
+
import os
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| 3 |
+
import threading
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| 4 |
+
import tempfile
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| 5 |
+
import json
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| 6 |
+
import datetime
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| 7 |
+
from pathlib import Path
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| 8 |
+
import requests
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| 9 |
+
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| 10 |
+
# Gradio 6
|
| 11 |
+
import gradio as gr
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| 12 |
+
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| 13 |
+
# FastAPI + Uvicorn for internal MCP servers
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| 14 |
+
from fastapi import FastAPI, UploadFile, File
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| 15 |
+
from fastapi.responses import PlainTextResponse
|
| 16 |
+
import uvicorn
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| 17 |
+
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| 18 |
+
# PDF report
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| 19 |
+
from reportlab.lib.pagesizes import letter
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| 20 |
+
from reportlab.pdfgen import canvas
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| 21 |
+
|
| 22 |
+
# -----------------------
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| 23 |
+
# ENV VARS / CONFIG
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| 24 |
+
# -----------------------
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| 25 |
+
GEMINI_API_KEY = os.environ.get("GEMINI_API_KEY", "")
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| 26 |
+
REPORT_DIR = Path("./reports")
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| 27 |
+
REPORT_DIR.mkdir(exist_ok=True)
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| 28 |
+
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| 29 |
+
# MCP ports (internal)
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| 30 |
+
FILE_SERVER_PORT = 8001
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| 31 |
+
EXECUTOR_PORT = 8002
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| 32 |
+
MEMORY_PORT = 8003
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| 33 |
+
RAG_PORT = 8004 # optional
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| 34 |
+
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| 35 |
+
# -----------------------
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| 36 |
+
# MCP SERVERS
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| 37 |
+
# -----------------------
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| 38 |
+
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| 39 |
+
# --- File Server ---
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| 40 |
+
file_app = FastAPI()
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| 41 |
+
FILE_STORAGE = Path("file_storage")
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| 42 |
+
FILE_STORAGE.mkdir(exist_ok=True)
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| 43 |
+
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| 44 |
+
@file_app.post("/upload")
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| 45 |
+
async def upload_file(file: UploadFile = File(...)):
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| 46 |
+
dest = FILE_STORAGE / file.filename
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| 47 |
+
content = await file.read()
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| 48 |
+
with open(dest, "wb") as f:
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| 49 |
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f.write(content)
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| 50 |
+
return {"status":"ok","filename":file.filename,"path":str(dest)}
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| 51 |
+
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| 52 |
+
@file_app.get("/list")
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| 53 |
+
def list_files():
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| 54 |
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return {"files": [p.name for p in FILE_STORAGE.iterdir() if p.is_file()]}
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| 55 |
+
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| 56 |
+
@file_app.get("/read/{name}")
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| 57 |
+
def read_file(name: str):
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| 58 |
+
fpath = FILE_STORAGE / name
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| 59 |
+
if not fpath.exists():
|
| 60 |
+
return {"error":"not found"}
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| 61 |
+
return {"filename": name, "content": fpath.read_text(encoding="utf-8")}
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| 62 |
+
|
| 63 |
+
# --- Executor Server ---
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| 64 |
+
executor_app = FastAPI()
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| 65 |
+
EXECUTOR_DB = Path("executor_db")
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| 66 |
+
EXECUTOR_DB.mkdir(exist_ok=True)
|
| 67 |
+
|
| 68 |
+
@executor_app.post("/apply")
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| 69 |
+
def apply_patch(req: dict):
|
| 70 |
+
rec = {
|
| 71 |
+
"filename": req.get("filename"),
|
| 72 |
+
"action": req.get("action"),
|
| 73 |
+
"params": req.get("params", {}),
|
| 74 |
+
"timestamp": datetime.datetime.utcnow().isoformat()
|
| 75 |
+
}
|
| 76 |
+
fname = EXECUTOR_DB / f"{rec['filename']}.patchlog.json"
|
| 77 |
+
existing = []
|
| 78 |
+
if fname.exists():
|
| 79 |
+
existing = json.loads(fname.read_text())
|
| 80 |
+
existing.append(rec)
|
| 81 |
+
fname.write_text(json.dumps(existing, indent=2))
|
| 82 |
+
return {"status":"applied","record": rec}
|
| 83 |
+
|
| 84 |
+
# --- Memory Server ---
|
| 85 |
+
memory_app = FastAPI()
|
| 86 |
+
MEMORY_DB = Path("memory_db")
|
| 87 |
+
MEMORY_DB.mkdir(exist_ok=True)
|
| 88 |
+
MEMORY_FILE = MEMORY_DB / "memory.json"
|
| 89 |
+
if not MEMORY_FILE.exists():
|
| 90 |
+
MEMORY_FILE.write_text(json.dumps({}))
|
| 91 |
+
|
| 92 |
+
@memory_app.post("/set")
|
| 93 |
+
def set_memory(item: dict):
|
| 94 |
+
key = item.get("key")
|
| 95 |
+
value = item.get("value")
|
| 96 |
+
m = json.loads(MEMORY_FILE.read_text())
|
| 97 |
+
m[key] = value
|
| 98 |
+
MEMORY_FILE.write_text(json.dumps(m, indent=2))
|
| 99 |
+
return {"status":"ok","key":key}
|
| 100 |
+
|
| 101 |
+
@memory_app.get("/get/{key}")
|
| 102 |
+
def get_memory(key: str):
|
| 103 |
+
m = json.loads(MEMORY_FILE.read_text())
|
| 104 |
+
return {"value": m.get(key)}
|
| 105 |
+
|
| 106 |
+
# -----------------------
|
| 107 |
+
# HELPER FUNCTIONS
|
| 108 |
+
# -----------------------
|
| 109 |
+
|
| 110 |
+
# MCP calls
|
| 111 |
+
def upload_file_to_mcp(filepath, filename):
|
| 112 |
+
url = f"http://localhost:{FILE_SERVER_PORT}/upload"
|
| 113 |
+
with open(filepath, "rb") as f:
|
| 114 |
+
files = {"file": (filename, f)}
|
| 115 |
+
r = requests.post(url, files=files, timeout=30)
|
| 116 |
+
r.raise_for_status()
|
| 117 |
+
return r.json()
|
| 118 |
+
|
| 119 |
+
def list_mcp_files():
|
| 120 |
+
return requests.get(f"http://localhost:{FILE_SERVER_PORT}/list").json()
|
| 121 |
+
|
| 122 |
+
def read_mcp_file(name):
|
| 123 |
+
return requests.get(f"http://localhost:{FILE_SERVER_PORT}/read/{name}").json()
|
| 124 |
+
|
| 125 |
+
def apply_patch_mcp(filename, action, params=None):
|
| 126 |
+
payload = {"filename": filename, "action": action, "params": params or {}}
|
| 127 |
+
return requests.post(f"http://localhost:{EXECUTOR_PORT}/apply", json=payload).json()
|
| 128 |
+
|
| 129 |
+
def memory_set(key, value):
|
| 130 |
+
return requests.post(f"http://localhost:{MEMORY_PORT}/set", json={"key":key,"value":value}).json()
|
| 131 |
+
|
| 132 |
+
def memory_get(key):
|
| 133 |
+
return requests.get(f"http://localhost:{MEMORY_PORT}/get/{key}").json()
|
| 134 |
+
|
| 135 |
+
# Gemini planner
|
| 136 |
+
def call_gemini(prompt: str):
|
| 137 |
+
if GEMINI_API_KEY:
|
| 138 |
+
headers = {"Authorization": f"Bearer {GEMINI_API_KEY}", "Content-Type": "application/json"}
|
| 139 |
+
data = {"prompt": prompt, "max_tokens": 800}
|
| 140 |
+
try:
|
| 141 |
+
resp = requests.post("https://api.gemini.example/v1/generate", headers=headers, json=data, timeout=30)
|
| 142 |
+
resp.raise_for_status()
|
| 143 |
+
return resp.json().get("text") or resp.text
|
| 144 |
+
except Exception as e:
|
| 145 |
+
return f"Gemini API error: {e}"
|
| 146 |
+
else:
|
| 147 |
+
# fallback plan
|
| 148 |
+
return ("STEP 1: Extract ERROR/WARNING lines.\n"
|
| 149 |
+
"STEP 2: Prioritize issues.\n"
|
| 150 |
+
"STEP 3: Suggest fixes.\n"
|
| 151 |
+
"PLAN: 1) extract, 2) summarize, 3) recommend patches")
|
| 152 |
+
|
| 153 |
+
# Parse logs
|
| 154 |
+
def parse_log_text(txt):
|
| 155 |
+
lines = txt.splitlines()
|
| 156 |
+
errors = [l for l in lines if "ERROR" in l or "CRITICAL" in l or "FATAL" in l]
|
| 157 |
+
warnings = [l for l in lines if "WARNING" in l or "WARN" in l]
|
| 158 |
+
return {"errors": errors, "warnings": warnings, "total_lines": len(lines)}
|
| 159 |
+
|
| 160 |
+
# Generate PDF report
|
| 161 |
+
def generate_incident_report(filename, summary, issues, suggestions):
|
| 162 |
+
now = datetime.datetime.utcnow().isoformat().replace(":", "-")
|
| 163 |
+
out = REPORT_DIR / f"incident_{filename}_{now}.pdf"
|
| 164 |
+
c = canvas.Canvas(str(out), pagesize=letter)
|
| 165 |
+
c.setFont("Helvetica-Bold", 16)
|
| 166 |
+
c.drawString(40, 750, f"Incident Report - {filename}")
|
| 167 |
+
c.setFont("Helvetica", 10)
|
| 168 |
+
c.drawString(40, 730, f"Generated: {datetime.datetime.utcnow().isoformat()}")
|
| 169 |
+
c.drawString(40, 700, "Summary:")
|
| 170 |
+
c.drawString(60, 680, summary[:1000])
|
| 171 |
+
y = 640
|
| 172 |
+
c.drawString(40, y, "Issues:")
|
| 173 |
+
y -= 20
|
| 174 |
+
for it in issues[:20]:
|
| 175 |
+
c.drawString(60, y, it[:120])
|
| 176 |
+
y -= 14
|
| 177 |
+
if y < 80:
|
| 178 |
+
c.showPage(); y = 740
|
| 179 |
+
y -= 10
|
| 180 |
+
c.drawString(40, y, "Suggestions:")
|
| 181 |
+
y -= 20
|
| 182 |
+
for s in suggestions:
|
| 183 |
+
c.drawString(60, y, f"- {s[:100]}")
|
| 184 |
+
y -= 14
|
| 185 |
+
if y < 80:
|
| 186 |
+
c.showPage(); y = 740
|
| 187 |
+
c.save()
|
| 188 |
+
return str(out)
|
| 189 |
+
|
| 190 |
+
def analyze_and_plan(filename):
|
| 191 |
+
r = read_mcp_file(filename)
|
| 192 |
+
if "error" in r:
|
| 193 |
+
return {"summary": "File not found", "issues": [], "suggestions": [], "plan_text": ""}
|
| 194 |
+
text = r.get("content","")
|
| 195 |
+
parsed = parse_log_text(text)
|
| 196 |
+
prompt = f"Analyze logs file {filename}. Provide summary, list issues, and 3 fix suggestions."
|
| 197 |
+
plan_text = call_gemini(prompt)
|
| 198 |
+
# fallback deterministic
|
| 199 |
+
if "STEP 1" in plan_text:
|
| 200 |
+
summary = "Detected errors and warnings; see issues."
|
| 201 |
+
issues = parsed["errors"][:10] + parsed["warnings"][:10]
|
| 202 |
+
suggestions = ["Increase DB timeout", "Add retry logic", "Investigate 500 errors"]
|
| 203 |
+
else:
|
| 204 |
+
summary = plan_text.split("\n")[0][:1000]
|
| 205 |
+
issues = parsed["errors"][:10]
|
| 206 |
+
suggestions = []
|
| 207 |
+
for line in plan_text.splitlines():
|
| 208 |
+
if "suggest" in line.lower() or "fix" in line.lower() or "recommend" in line.lower():
|
| 209 |
+
suggestions.append(line.strip())
|
| 210 |
+
if not suggestions:
|
| 211 |
+
suggestions = ["Investigate top errors", "Create incident ticket", "Add monitoring"]
|
| 212 |
+
return {"summary": summary, "issues": issues, "suggestions": suggestions, "plan_text": plan_text}
|
| 213 |
+
|
| 214 |
+
def apply_fix_action(filename, action_key):
|
| 215 |
+
mapping = {
|
| 216 |
+
"increase_timeout": ("update_timeout", {"timeout": 60}),
|
| 217 |
+
"increase_retries": ("increase_retries", {"retries": 3}),
|
| 218 |
+
"mark_fixed": ("mark_fixed", {})
|
| 219 |
+
}
|
| 220 |
+
action, params = mapping.get(action_key, ("custom_action", {"note": action_key}))
|
| 221 |
+
res = apply_patch_mcp(filename, action, params)
|
| 222 |
+
memory_set(f"last_patch_{filename}", json.dumps(res))
|
| 223 |
+
return res
|
| 224 |
+
|
| 225 |
+
# -----------------------
|
| 226 |
+
# GRADIO UI
|
| 227 |
+
# -----------------------
|
| 228 |
+
with gr.Blocks() as demo:
|
| 229 |
+
gr.Markdown("## AgentOps Control Center — MCP in Action")
|
| 230 |
+
with gr.Row():
|
| 231 |
+
with gr.Column(scale=2):
|
| 232 |
+
upload = gr.File(label="Upload log file")
|
| 233 |
+
files_list = gr.Dropdown(choices=[], label="Files on MCP File Server", interactive=True)
|
| 234 |
+
btn_refresh = gr.Button("Refresh files")
|
| 235 |
+
btn_analyze = gr.Button("Analyze selected file")
|
| 236 |
+
apply_dropdown = gr.Dropdown(choices=["increase_timeout","increase_retries","mark_fixed"], label="Select fix action")
|
| 237 |
+
btn_apply = gr.Button("Apply fix")
|
| 238 |
+
with gr.Column(scale=3):
|
| 239 |
+
summary_box = gr.Textbox(label="Agent Summary", lines=6)
|
| 240 |
+
issues_box = gr.Textbox(label="Detected Issues", lines=10)
|
| 241 |
+
suggestions_box = gr.Textbox(label="Suggested Fixes", lines=6)
|
| 242 |
+
plan_box = gr.Textbox(label="Agent Plan / Reasoning", lines=6)
|
| 243 |
+
report_download = gr.File(label="Last Report (download)")
|
| 244 |
+
|
| 245 |
+
# Callbacks
|
| 246 |
+
def refresh_files():
|
| 247 |
+
resp = list_mcp_files()
|
| 248 |
+
return resp.get("files", [])
|
| 249 |
+
|
| 250 |
+
btn_refresh.click(fn=refresh_files, outputs=files_list)
|
| 251 |
+
|
| 252 |
+
def on_upload(file_obj):
|
| 253 |
+
tmp = Path(tempfile.gettempdir()) / file_obj.name
|
| 254 |
+
with open(tmp, "wb") as f:
|
| 255 |
+
f.write(file_obj.read())
|
| 256 |
+
upload_file_to_mcp(str(tmp), file_obj.name)
|
| 257 |
+
return refresh_files()
|
| 258 |
+
upload.upload(fn=on_upload, inputs=upload, outputs=files_list)
|
| 259 |
+
|
| 260 |
+
def analyze_selected(fname):
|
| 261 |
+
if not fname:
|
| 262 |
+
return {"summary_box": "Select file first", "issues_box":"", "suggestions_box":"", "plan_box":"", "report_download": None}
|
| 263 |
+
out = analyze_and_plan(fname)
|
| 264 |
+
report_path = generate_incident_report(fname, out["summary"], out["issues"], out["suggestions"])
|
| 265 |
+
return out["summary"], "\n".join(out["issues"]), "\n".join(out["suggestions"]), out["plan_text"], gr.File.update(value=report_path)
|
| 266 |
+
|
| 267 |
+
btn_analyze.click(fn=analyze_selected, inputs=[files_list], outputs=[summary_box, issues_box, suggestions_box, plan_box, report_download])
|
| 268 |
+
|
| 269 |
+
def apply_action(fname, action_key):
|
| 270 |
+
if not fname:
|
| 271 |
+
return {"error":"select file"}
|
| 272 |
+
res = apply_fix_action(fname, action_key)
|
| 273 |
+
return json.dumps(res, indent=2)
|
| 274 |
+
|
| 275 |
+
btn_apply.click(fn=apply_action, inputs=[files_list, apply_dropdown], outputs=[plan_box])
|
| 276 |
+
|
| 277 |
+
# -----------------------
|
| 278 |
+
# START MCP SERVERS IN THREADS
|
| 279 |
+
# -----------------------
|
| 280 |
+
def start_file_server():
|
| 281 |
+
uvicorn.run(file_app, host="0.0.0.0", port=FILE_SERVER_PORT, log_level="error")
|
| 282 |
+
|
| 283 |
+
def start_executor_server():
|
| 284 |
+
uvicorn.run(executor_app, host="0.0.0.0", port=EXECUTOR_PORT, log_level="error")
|
| 285 |
+
|
| 286 |
+
def start_memory_server():
|
| 287 |
+
uvicorn.run(memory_app, host="0.0.0.0", port=MEMORY_PORT, log_level="error")
|
| 288 |
+
|
| 289 |
+
threading.Thread(target=start_file_server, daemon=True).start()
|
| 290 |
+
threading.Thread(target=start_executor_server, daemon=True).start()
|
| 291 |
+
threading.Thread(target=start_memory_server, daemon=True).start()
|
| 292 |
+
|
| 293 |
+
# -----------------------
|
| 294 |
+
# LAUNCH GRADIO
|
| 295 |
+
# -----------------------
|
| 296 |
+
if __name__ == "__main__":
|
| 297 |
+
demo.launch(server_name="0.0.0.0", server_port=7860)
|