diff --git a/.github/workflows/unittest.yaml b/.github/workflows/unittest.yaml
index dc5ae605b..f51d80a14 100644
--- a/.github/workflows/unittest.yaml
+++ b/.github/workflows/unittest.yaml
@@ -39,7 +39,7 @@ jobs:
     - name: Show failed tests and overall summary
       run: |
         grep -E "FAILED tests|ERROR tests|[0-9]+ passed," unittest.txt
-        failed_count=$(grep -E "FAILED|ERROR" unittest.txt | wc -l)
+        failed_count=$(grep -E "FAILED tests|ERROR tests|[0-9]+ passed," unittest.txt | wc -l)
         if [[ "$failed_count" -gt 0 ]]; then
           echo "$failed_count failed lines found! Task failed."
           exit 1
diff --git a/config/config2.example.yaml b/config/config2.example.yaml
index 64cce630f..c474ac8ba 100644
--- a/config/config2.example.yaml
+++ b/config/config2.example.yaml
@@ -59,3 +59,5 @@ iflytek_api_key: "YOUR_API_KEY"
 iflytek_api_secret: "YOUR_API_SECRET"
 
 metagpt_tti_url: "YOUR_MODEL_URL"
+
+agentops_api_key: "YOUR_AGENTOPS_API_KEY" # get key from https://app.agentops.ai/settings/projects
\ No newline at end of file
diff --git a/metagpt/config2.py b/metagpt/config2.py
index 58a99c920..fff1799a7 100644
--- a/metagpt/config2.py
+++ b/metagpt/config2.py
@@ -69,6 +69,7 @@ class Config(CLIParams, YamlModel):
     workspace: WorkspaceConfig = WorkspaceConfig()
     enable_longterm_memory: bool = False
     code_review_k_times: int = 2
+    agentops_api_key: str = ""
 
     # Will be removed in the future
     metagpt_tti_url: str = ""
diff --git a/metagpt/roles/architect.py b/metagpt/roles/architect.py
index 166f8cfd0..8c9d9835b 100644
--- a/metagpt/roles/architect.py
+++ b/metagpt/roles/architect.py
@@ -6,11 +6,14 @@
 @File    : architect.py
 """
 
+import agentops
+
 from metagpt.actions import WritePRD
 from metagpt.actions.design_api import WriteDesign
 from metagpt.roles.role import Role
 
 
+@agentops.track_agent(name="Architect")
 class Architect(Role):
     """
     Represents an Architect role in a software development process.
diff --git a/metagpt/roles/engineer.py b/metagpt/roles/engineer.py
index 5055037f5..b032446c6 100644
--- a/metagpt/roles/engineer.py
+++ b/metagpt/roles/engineer.py
@@ -24,6 +24,8 @@ from collections import defaultdict
 from pathlib import Path
 from typing import Optional, Set
 
+import agentops
+
 from metagpt.actions import Action, WriteCode, WriteCodeReview, WriteTasks
 from metagpt.actions.fix_bug import FixBug
 from metagpt.actions.project_management_an import REFINED_TASK_LIST, TASK_LIST
@@ -58,6 +60,7 @@ otherwise, answer 'YES' in JSON format.
 """
 
 
+@agentops.track_agent(name="Engineer")
 class Engineer(Role):
     """
     Represents an Engineer role responsible for writing and possibly reviewing code.
diff --git a/metagpt/roles/product_manager.py b/metagpt/roles/product_manager.py
index 9db9f7d9e..a21ebf35b 100644
--- a/metagpt/roles/product_manager.py
+++ b/metagpt/roles/product_manager.py
@@ -7,12 +7,15 @@
 @Modified By: mashenquan, 2023/11/27. Add `PrepareDocuments` action according to Section 2.2.3.5.1 of RFC 135.
 """
 
+import agentops
+
 from metagpt.actions import UserRequirement, WritePRD
 from metagpt.actions.prepare_documents import PrepareDocuments
 from metagpt.roles.role import Role, RoleReactMode
 from metagpt.utils.common import any_to_name
 
 
+@agentops.track_agent(name="ProductManager")
 class ProductManager(Role):
     """
     Represents a Product Manager role responsible for product development and management.
diff --git a/metagpt/roles/project_manager.py b/metagpt/roles/project_manager.py
index 422d2889b..7fba8b28a 100644
--- a/metagpt/roles/project_manager.py
+++ b/metagpt/roles/project_manager.py
@@ -6,11 +6,14 @@
 @File    : project_manager.py
 """
 
+import agentops
+
 from metagpt.actions import WriteTasks
 from metagpt.actions.design_api import WriteDesign
 from metagpt.roles.role import Role
 
 
+@agentops.track_agent(name="ProjectManager")
 class ProjectManager(Role):
     """
     Represents a Project Manager role responsible for overseeing project execution and team efficiency.
diff --git a/metagpt/roles/qa_engineer.py b/metagpt/roles/qa_engineer.py
index c73c10ef3..91122877d 100644
--- a/metagpt/roles/qa_engineer.py
+++ b/metagpt/roles/qa_engineer.py
@@ -15,6 +15,8 @@
     of SummarizeCode.
 """
 
+import agentops
+
 from metagpt.actions import DebugError, RunCode, WriteTest
 from metagpt.actions.summarize_code import SummarizeCode
 from metagpt.const import MESSAGE_ROUTE_TO_NONE
@@ -24,6 +26,7 @@ from metagpt.schema import Document, Message, RunCodeContext, TestingContext
 from metagpt.utils.common import any_to_str_set, parse_recipient
 
 
+@agentops.track_agent(name="QaEngineer")
 class QaEngineer(Role):
     name: str = "Edward"
     profile: str = "QaEngineer"
diff --git a/metagpt/software_company.py b/metagpt/software_company.py
index 103ac0551..bb35aa016 100644
--- a/metagpt/software_company.py
+++ b/metagpt/software_company.py
@@ -4,6 +4,7 @@
 import asyncio
 from pathlib import Path
 
+import agentops
 import typer
 
 from metagpt.const import CONFIG_ROOT
@@ -38,6 +39,9 @@ def generate_repo(
     )
     from metagpt.team import Team
 
+    if config.agentops_api_key != "":
+        agentops.init(config.agentops_api_key, tags=["software_company"])
+
     config.update_via_cli(project_path, project_name, inc, reqa_file, max_auto_summarize_code)
     ctx = Context(config=config)
 
@@ -68,6 +72,9 @@ def generate_repo(
     company.run_project(idea)
     asyncio.run(company.run(n_round=n_round))
 
+    if config.agentops_api_key != "":
+        agentops.end_session("Success")
+
     return ctx.repo
 
 
diff --git a/requirements.txt b/requirements.txt
index dc8a86ae2..b7a13583c 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -72,3 +72,4 @@ rank-bm25==0.2.2  # for tool recommendation
 gymnasium==0.29.1
 boto3~=1.34.69
 spark_ai_python~=0.3.30
+agentops