René's URL Explorer Experiment

Title: GitHub - trpc-group/trpc-agent-python: tRPC-Agent-Python provides an end-to-end foundation for agent building, orchestration, tool integration, session and long-term memory, service deployment, and observability, so you can ship reliable and extensible AI applications faster. · GitHub

Open Graph Title: GitHub - trpc-group/trpc-agent-python: tRPC-Agent-Python provides an end-to-end foundation for agent building, orchestration, tool integration, session and long-term memory, service deployment, and observability, so you can ship reliable and extensible AI applications faster.

X Title: GitHub - trpc-group/trpc-agent-python: tRPC-Agent-Python provides an end-to-end foundation for agent building, orchestration, tool integration, session and long-term memory, service deployment, and observability, so you can ship reliable and extensible AI applications faster.

Description: tRPC-Agent-Python provides an end-to-end foundation for agent building, orchestration, tool integration, session and long-term memory, service deployment, and observability, so you can ship reliable and extensible AI applications faster. - trpc-group/trpc-agent-python

Open Graph Description: tRPC-Agent-Python provides an end-to-end foundation for agent building, orchestration, tool integration, session and long-term memory, service deployment, and observability, so you can ship reliabl...

X Description: tRPC-Agent-Python provides an end-to-end foundation for agent building, orchestration, tool integration, session and long-term memory, service deployment, and observability, so you can ship reliabl...

Opengraph URL: https://github.com/trpc-group/trpc-agent-python

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:cceba2ff-167b-faad-2db1-4947bd577cf9
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	D902:FCD5E:2FB80B:3F8E89:6A5168EE
html-safe-nonce	526121b757fc3a3db5462326709f28dc2a1e1c3580641f6f7d40a5f438cd6eb3
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJEOTAyOkZDRDVFOjJGQjgwQjozRjhFODk6NkE1MTY4RUUiLCJ2aXNpdG9yX2lkIjoiODE3MzA0MzM0MDI4OTA0NzgiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac	1b2a3393706d8bdb6db55931d52f9fb21ae122711920c34ded2d9d9f76e9d79f
hovercard-subject-tag	repository:1117332471
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/trpc-group/trpc-agent-python
twitter:image	https://opengraph.githubassets.com/69547fad2864b8afa0ecadfdfe11fab09dba5e3e4b1997d81bc3ae26d9a2adf1/trpc-group/trpc-agent-python
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/69547fad2864b8afa0ecadfdfe11fab09dba5e3e4b1997d81bc3ae26d9a2adf1/trpc-group/trpc-agent-python
og:image:alt	tRPC-Agent-Python provides an end-to-end foundation for agent building, orchestration, tool integration, session and long-term memory, service deployment, and observability, so you can ship reliabl...
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	b9a586c06a05a7a86fc7e3f4dbd03e42f6869085879aa184aa6369456dbd50fb
turbo-cache-control	no-cache
go-import	github.com/trpc-group/trpc-agent-python git https://github.com/trpc-group/trpc-agent-python.git
octolytics-dimension-user_id	140800716
octolytics-dimension-user_login	trpc-group
octolytics-dimension-repository_id	1117332471
octolytics-dimension-repository_nwo	trpc-group/trpc-agent-python
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	1117332471
octolytics-dimension-repository_network_root_nwo	trpc-group/trpc-agent-python
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
browser-errors-url	https://api.github.com/_private/browser/errors
release	60eaaf6d4dbaa817031b556aebd8a0a7eeb81b97
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/trpc-group/trpc-agent-python#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Ftrpc-group%2Ftrpc-agent-python
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub Copilot appDirect agents from issue to merge	https://github.com/features/ai/github-app
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
IssuesPlan and track work	https://github.com/features/issues
Code ReviewManage code changes	https://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilities	https://github.com/security/advanced-security
Code securitySecure your code as you build	https://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they start	https://github.com/security/advanced-security/secret-protection
Why GitHub	https://github.com/why-github
Documentation	https://docs.github.com
Blog	https://github.blog
Changelog	https://github.blog/changelog
Marketplace	https://github.com/marketplace
View all features	https://github.com/features
Enterprises	https://github.com/enterprise
Small and medium teams	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
App Modernization	https://github.com/solutions/use-case/app-modernization
DevSecOps	https://github.com/solutions/use-case/devsecops
DevOps	https://github.com/solutions/use-case/devops
CI/CD	https://github.com/solutions/use-case/ci-cd
View all use cases	https://github.com/solutions/use-case
Healthcare	https://github.com/solutions/industry/healthcare
Financial services	https://github.com/solutions/industry/financial-services
Manufacturing	https://github.com/solutions/industry/manufacturing
Government	https://github.com/solutions/industry/government
View all industries	https://github.com/solutions/industry
View all solutions	https://github.com/solutions
AI	https://github.com/resources/articles?topic=ai
Software Development	https://github.com/resources/articles?topic=software-development
DevOps	https://github.com/resources/articles?topic=devops
Security	https://github.com/resources/articles?topic=security
View all topics	https://github.com/resources/articles
Customer stories	https://github.com/customer-stories
Events & webinars	https://github.com/resources/events
Ebooks & reports	https://github.com/resources/whitepapers
Business insights	https://github.com/solutions/executive-insights
GitHub Skills	https://skills.github.com
Documentation	https://docs.github.com
Customer support	https://support.github.com
Community forum	https://github.com/orgs/community/discussions
Trust center	https://github.com/trust-center
Partners	https://github.com/partners
View all resources	https://github.com/resources
GitHub SponsorsFund open source developers	https://github.com/open-source/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/open-source/accelerator
GitHub Stars	https://stars.github.com
Archive Program	https://archiveprogram.github.com
Topics	https://github.com/topics
Trending	https://github.com/trending
Collections	https://github.com/collections
Enterprise platformAI-powered developer platform	https://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security features	https://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/enterprise/premium-support
Pricing	https://github.com/pricing
Search syntax tips	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentation	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Ftrpc-group%2Ftrpc-agent-python
Sign up	https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=trpc-group%2Ftrpc-agent-python
Reload	https://github.com/trpc-group/trpc-agent-python
Reload	https://github.com/trpc-group/trpc-agent-python
Reload	https://github.com/trpc-group/trpc-agent-python
Please reload this page	https://github.com/trpc-group/trpc-agent-python
trpc-group	https://github.com/trpc-group
trpc-agent-python	https://github.com/trpc-group/trpc-agent-python
Notifications	https://github.com/login?return_to=%2Ftrpc-group%2Ftrpc-agent-python
Fork 55	https://github.com/login?return_to=%2Ftrpc-group%2Ftrpc-agent-python
Star 110	https://github.com/login?return_to=%2Ftrpc-group%2Ftrpc-agent-python
Code	https://github.com/trpc-group/trpc-agent-python
Issues 4	https://github.com/trpc-group/trpc-agent-python/issues
Pull requests 33	https://github.com/trpc-group/trpc-agent-python/pulls
Actions	https://github.com/trpc-group/trpc-agent-python/actions
Projects	https://github.com/trpc-group/trpc-agent-python/projects
Security and quality 0	https://github.com/trpc-group/trpc-agent-python/security
Insights	https://github.com/trpc-group/trpc-agent-python/pulse
Code	https://github.com/trpc-group/trpc-agent-python
Issues	https://github.com/trpc-group/trpc-agent-python/issues
Pull requests	https://github.com/trpc-group/trpc-agent-python/pulls
Actions	https://github.com/trpc-group/trpc-agent-python/actions
Projects	https://github.com/trpc-group/trpc-agent-python/projects
Security and quality	https://github.com/trpc-group/trpc-agent-python/security
Insights	https://github.com/trpc-group/trpc-agent-python/pulse
	https://github.com/trpc-group/trpc-agent-python
Branches	https://github.com/trpc-group/trpc-agent-python/branches
Tags	https://github.com/trpc-group/trpc-agent-python/tags
	https://github.com/trpc-group/trpc-agent-python/branches
	https://github.com/trpc-group/trpc-agent-python/tags
115 Commits	https://github.com/trpc-group/trpc-agent-python/commits/main/
	https://github.com/trpc-group/trpc-agent-python/commits/main/
.github/workflows	https://github.com/trpc-group/trpc-agent-python/tree/main/.github/workflows
.github/workflows	https://github.com/trpc-group/trpc-agent-python/tree/main/.github/workflows
docs/mkdocs	https://github.com/trpc-group/trpc-agent-python/tree/main/docs/mkdocs
docs/mkdocs	https://github.com/trpc-group/trpc-agent-python/tree/main/docs/mkdocs
examples	https://github.com/trpc-group/trpc-agent-python/tree/main/examples
examples	https://github.com/trpc-group/trpc-agent-python/tree/main/examples
pipeline_test	https://github.com/trpc-group/trpc-agent-python/tree/main/pipeline_test
pipeline_test	https://github.com/trpc-group/trpc-agent-python/tree/main/pipeline_test
tests	https://github.com/trpc-group/trpc-agent-python/tree/main/tests
tests	https://github.com/trpc-group/trpc-agent-python/tree/main/tests
trpc_agent_sdk	https://github.com/trpc-group/trpc-agent-python/tree/main/trpc_agent_sdk
trpc_agent_sdk	https://github.com/trpc-group/trpc-agent-python/tree/main/trpc_agent_sdk
.coveragerc	https://github.com/trpc-group/trpc-agent-python/blob/main/.coveragerc
.coveragerc	https://github.com/trpc-group/trpc-agent-python/blob/main/.coveragerc
.flake8	https://github.com/trpc-group/trpc-agent-python/blob/main/.flake8
.flake8	https://github.com/trpc-group/trpc-agent-python/blob/main/.flake8
.gitignore	https://github.com/trpc-group/trpc-agent-python/blob/main/.gitignore
.gitignore	https://github.com/trpc-group/trpc-agent-python/blob/main/.gitignore
.yapfignore	https://github.com/trpc-group/trpc-agent-python/blob/main/.yapfignore
.yapfignore	https://github.com/trpc-group/trpc-agent-python/blob/main/.yapfignore
CHANGELOG.md	https://github.com/trpc-group/trpc-agent-python/blob/main/CHANGELOG.md
CHANGELOG.md	https://github.com/trpc-group/trpc-agent-python/blob/main/CHANGELOG.md
CODE-OF-CONDUCT.md	https://github.com/trpc-group/trpc-agent-python/blob/main/CODE-OF-CONDUCT.md
CODE-OF-CONDUCT.md	https://github.com/trpc-group/trpc-agent-python/blob/main/CODE-OF-CONDUCT.md
CONTRIBUTING.md	https://github.com/trpc-group/trpc-agent-python/blob/main/CONTRIBUTING.md
CONTRIBUTING.md	https://github.com/trpc-group/trpc-agent-python/blob/main/CONTRIBUTING.md
INSTALL.md	https://github.com/trpc-group/trpc-agent-python/blob/main/INSTALL.md
INSTALL.md	https://github.com/trpc-group/trpc-agent-python/blob/main/INSTALL.md
INSTALL.zh_CN.md	https://github.com/trpc-group/trpc-agent-python/blob/main/INSTALL.zh_CN.md
INSTALL.zh_CN.md	https://github.com/trpc-group/trpc-agent-python/blob/main/INSTALL.zh_CN.md
LICENSE	https://github.com/trpc-group/trpc-agent-python/blob/main/LICENSE
LICENSE	https://github.com/trpc-group/trpc-agent-python/blob/main/LICENSE
README.md	https://github.com/trpc-group/trpc-agent-python/blob/main/README.md
README.md	https://github.com/trpc-group/trpc-agent-python/blob/main/README.md
README.zh_CN.md	https://github.com/trpc-group/trpc-agent-python/blob/main/README.zh_CN.md
README.zh_CN.md	https://github.com/trpc-group/trpc-agent-python/blob/main/README.zh_CN.md
build.sh	https://github.com/trpc-group/trpc-agent-python/blob/main/build.sh
build.sh	https://github.com/trpc-group/trpc-agent-python/blob/main/build.sh
build_mac.sh	https://github.com/trpc-group/trpc-agent-python/blob/main/build_mac.sh
build_mac.sh	https://github.com/trpc-group/trpc-agent-python/blob/main/build_mac.sh
clean.sh	https://github.com/trpc-group/trpc-agent-python/blob/main/clean.sh
clean.sh	https://github.com/trpc-group/trpc-agent-python/blob/main/clean.sh
coverage.sh	https://github.com/trpc-group/trpc-agent-python/blob/main/coverage.sh
coverage.sh	https://github.com/trpc-group/trpc-agent-python/blob/main/coverage.sh
dist_pkg.sh	https://github.com/trpc-group/trpc-agent-python/blob/main/dist_pkg.sh
dist_pkg.sh	https://github.com/trpc-group/trpc-agent-python/blob/main/dist_pkg.sh
format.py	https://github.com/trpc-group/trpc-agent-python/blob/main/format.py
format.py	https://github.com/trpc-group/trpc-agent-python/blob/main/format.py
format.sh	https://github.com/trpc-group/trpc-agent-python/blob/main/format.sh
format.sh	https://github.com/trpc-group/trpc-agent-python/blob/main/format.sh
lint_flake8.sh	https://github.com/trpc-group/trpc-agent-python/blob/main/lint_flake8.sh
lint_flake8.sh	https://github.com/trpc-group/trpc-agent-python/blob/main/lint_flake8.sh
mkdocs.yml	https://github.com/trpc-group/trpc-agent-python/blob/main/mkdocs.yml
mkdocs.yml	https://github.com/trpc-group/trpc-agent-python/blob/main/mkdocs.yml
pyproject.toml	https://github.com/trpc-group/trpc-agent-python/blob/main/pyproject.toml
pyproject.toml	https://github.com/trpc-group/trpc-agent-python/blob/main/pyproject.toml
requirements-test.txt	https://github.com/trpc-group/trpc-agent-python/blob/main/requirements-test.txt
requirements-test.txt	https://github.com/trpc-group/trpc-agent-python/blob/main/requirements-test.txt
requirements.txt	https://github.com/trpc-group/trpc-agent-python/blob/main/requirements.txt
requirements.txt	https://github.com/trpc-group/trpc-agent-python/blob/main/requirements.txt
run_example.sh	https://github.com/trpc-group/trpc-agent-python/blob/main/run_example.sh
run_example.sh	https://github.com/trpc-group/trpc-agent-python/blob/main/run_example.sh
stop.sh	https://github.com/trpc-group/trpc-agent-python/blob/main/stop.sh
stop.sh	https://github.com/trpc-group/trpc-agent-python/blob/main/stop.sh
README	https://github.com/trpc-group/trpc-agent-python
Code of conduct	https://github.com/trpc-group/trpc-agent-python
Contributing	https://github.com/trpc-group/trpc-agent-python
License	https://github.com/trpc-group/trpc-agent-python
English	https://github.com/trpc-group/trpc-agent-python/blob/main/README.md
中文	https://github.com/trpc-group/trpc-agent-python/blob/main/README.zh_CN.md
	https://github.com/trpc-group/trpc-agent-python#trpc-agent-python
	https://pypi.org/project/trpc-agent-py/
	https://pypi.org/project/trpc-agent-py/
	https://github.com/trpc-group/trpc-agent-python/blob/main/LICENSE
	https://github.com/trpc-group/trpc-agent-python/releases
	https://app.codecov.io/gh/trpc-group/trpc-agent-python/tree/main
	https://trpc-group.github.io/trpc-agent-python/
	https://github.com/trpc-group/trpc-agent-python#why-choose-trpc-agent-python
nanobot	https://github.com/HKUDS/nanobot
	https://github.com/trpc-group/trpc-agent-python#use-cases
	https://github.com/trpc-group/trpc-agent-python#table-of-contents
tRPC-Agent-Python	https://github.com/trpc-group/trpc-agent-python#trpc-agent-python
Why Choose tRPC-Agent-Python	https://github.com/trpc-group/trpc-agent-python#why-choose-trpc-agent-python
Use Cases	https://github.com/trpc-group/trpc-agent-python#use-cases
Table of Contents	https://github.com/trpc-group/trpc-agent-python#table-of-contents
Quick Start	https://github.com/trpc-group/trpc-agent-python#quick-start
trpc-claw Usage	https://github.com/trpc-group/trpc-agent-python#trpc-claw-usage
Documentation	https://github.com/trpc-group/trpc-agent-python#documentation
Examples	https://github.com/trpc-group/trpc-agent-python#examples
1. Getting Started and Basic Agents	https://github.com/trpc-group/trpc-agent-python#1-getting-started-and-basic-agents
2. Preset Multi-Agent Orchestration	https://github.com/trpc-group/trpc-agent-python#2-preset-multi-agent-orchestration
3. Team Collaboration	https://github.com/trpc-group/trpc-agent-python#3-team-collaboration
4. Graph Orchestration	https://github.com/trpc-group/trpc-agent-python#4-graph-orchestration
5. Agent Ecosystem Extensions	https://github.com/trpc-group/trpc-agent-python#5-agent-ecosystem-extensions
6. Tools and MCP	https://github.com/trpc-group/trpc-agent-python#6-tools-and-mcp
7. Skills	https://github.com/trpc-group/trpc-agent-python#7-skills
8. CodeExecutor	https://github.com/trpc-group/trpc-agent-python#8-codeexecutor
9. Session, Memory, and Knowledge	https://github.com/trpc-group/trpc-agent-python#9-session-memory-and-knowledge
10. Serving and Protocols	https://github.com/trpc-group/trpc-agent-python#10-serving-and-protocols
11. Filters and Execution Control	https://github.com/trpc-group/trpc-agent-python#11-filters-and-execution-control
12. Advanced LlmAgent Capabilities	https://github.com/trpc-group/trpc-agent-python#12-advanced-llmagent-capabilities
13. LlmAgent Tool Calling and Interaction	https://github.com/trpc-group/trpc-agent-python#13-llmagent-tool-calling-and-interaction
Architecture Overview	https://github.com/trpc-group/trpc-agent-python#architecture-overview
Contributing	https://github.com/trpc-group/trpc-agent-python#contributing
Acknowledgements	https://github.com/trpc-group/trpc-agent-python#acknowledgements
	https://github.com/trpc-group/trpc-agent-python#quick-start
	https://github.com/trpc-group/trpc-agent-python#prerequisites
	https://github.com/trpc-group/trpc-agent-python#installation
	https://github.com/trpc-group/trpc-agent-python#develop-weather-agent
	https://github.com/trpc-group/trpc-agent-python#run-the-agent
	https://github.com/trpc-group/trpc-agent-python#trpc-claw-usage
nanobot	https://github.com/HKUDS/nanobot
openclaw.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/openclaw.md
	https://github.com/trpc-group/trpc-agent-python#quick-start-1
	https://github.com/trpc-group/trpc-agent-python#documentation
docs/mkdocs/en	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en
	https://github.com/trpc-group/trpc-agent-python#examples
	https://github.com/trpc-group/trpc-agent-python#1-getting-started-and-basic-agents
examples/quickstart	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/quickstart/README.md
examples/llmagent	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/llmagent/README.md
examples/litellm	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/litellm/README.md
examples/llmagent_with_custom_prompt	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/llmagent_with_custom_prompt/README.md
examples/llmagent_with_schema	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/llmagent_with_schema/README.md
llm_agent.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/llm_agent.md
model.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/model.md
	https://github.com/trpc-group/trpc-agent-python#2-preset-multi-agent-orchestration
examples/multi_agent_chain	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/multi_agent_chain/README.md
examples/multi_agent_parallel	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/multi_agent_parallel/README.md
examples/multi_agent_cycle	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/multi_agent_cycle/README.md
examples/transfer_agent	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/transfer_agent/README.md
examples/multi_agent_subagent	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/multi_agent_subagent/README.md
examples/multi_agent_compose	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/multi_agent_compose/README.md
examples/multi_agent_start_from_last	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/multi_agent_start_from_last/README.md
multi_agents.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/multi_agents.md
	https://github.com/trpc-group/trpc-agent-python#3-team-collaboration
examples/team	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/team/README.md
examples/team_parallel_execution	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/team_parallel_execution/README.md
examples/team_with_skill	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/team_with_skill/README.md
examples/team_human_in_the_loop	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/team_human_in_the_loop/README.md
examples/team_as_sub_agent	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/team_as_sub_agent/README.md
examples/team_member_message_filter	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/team_member_message_filter/README.md
examples/team_member_agent_claude	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/team_member_agent_claude/README.md
examples/team_member_agent_langgraph	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/team_member_agent_langgraph/README.md
examples/team_member_agent_team	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/team_member_agent_team/README.md
examples/team_with_cancel	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/team_with_cancel/README.md
team.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/team.md
human_in_the_loop.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/human_in_the_loop.md
cancel.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/cancel.md
	https://github.com/trpc-group/trpc-agent-python#4-graph-orchestration
examples/graph	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/graph/README.md
examples/graph_multi_turns	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/graph_multi_turns/README.md
examples/graph_with_interrupt	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/graph_with_interrupt/README.md
examples/dsl	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/dsl/README.md
examples/dsl/classifier_mcp	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/dsl/classifier_mcp/README.md
graph.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/graph.md
dsl.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/dsl.md
	https://github.com/trpc-group/trpc-agent-python#5-agent-ecosystem-extensions
examples/langgraph_agent	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/langgraph_agent/README.md
examples/langgraph_agent_with_cancel	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/langgraph_agent_with_cancel/README.md
examples/langgraphagent_with_human_in_the_loop	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/langgraphagent_with_human_in_the_loop/README.md
examples/claude_agent	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/claude_agent/README.md
examples/claude_agent_with_streaming_tool	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/claude_agent_with_streaming_tool/README.md
examples/claude_agent_with_skills	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/claude_agent_with_skills/README.md
examples/claude_agent_with_code_writer	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/claude_agent_with_code_writer/README.md
examples/claude_agent_with_travel_planner	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/claude_agent_with_travel_planner/README.md
examples/claude_agent_with_cancel	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/claude_agent_with_cancel/README.md
langgraph_agent.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/langgraph_agent.md
claude_agent.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/claude_agent.md
human_in_the_loop.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/human_in_the_loop.md
cancel.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/cancel.md
	https://github.com/trpc-group/trpc-agent-python#6-tools-and-mcp
examples/function_tools	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/function_tools/README.md
examples/file_tools	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/file_tools/README.md
examples/tools	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/tools/README.md
examples/toolsets	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/toolsets/README.md
examples/streaming_tools	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/streaming_tools/README.md
examples/mcp_tools	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/mcp_tools/README.md
examples/langchain_tools	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/langchain_tools/README.md
examples/agent_tools	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/agent_tools/README.md
tool.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/tool.md
	https://github.com/trpc-group/trpc-agent-python#7-skills
examples/skills	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/skills/README.md
examples/skills_with_container	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/skills_with_container/README.md
examples/skills_with_dynamic_tools	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/skills_with_dynamic_tools/README.md
skill.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/skill.md
	https://github.com/trpc-group/trpc-agent-python#8-codeexecutor
examples/code_executors	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/code_executors/README.md
code_executor.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/code_executor.md
	https://github.com/trpc-group/trpc-agent-python#9-session-memory-and-knowledge
examples/session_service_with_in_memory	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/session_service_with_in_memory/README.md
examples/session_service_with_redis	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/session_service_with_redis/README.md
examples/session_service_with_sql	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/session_service_with_sql/README.md
examples/session_summarizer	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/session_summarizer/README.md
examples/session_state	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/session_state/README.md
examples/memory_service_with_in_memory	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/memory_service_with_in_memory/README.md
examples/memory_service_with_redis	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/memory_service_with_redis/README.md
examples/memory_service_with_sql	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/memory_service_with_sql/README.md
examples/memory_service_with_mem0	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/memory_service_with_mem0/README.md
examples/memory_service_with_mempalace	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/memory_service_with_mempalace/README.md
examples/knowledge_with_documentloader	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/knowledge_with_documentloader/README.md
examples/knowledge_with_vectorstore	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/knowledge_with_vectorstore/README.md
examples/knowledge_with_rag_agent	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/knowledge_with_rag_agent/README.md
examples/knowledge_with_searchtool_rag_agent	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/knowledge_with_searchtool_rag_agent/README.md
examples/knowledge_with_prompt_template	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/knowledge_with_prompt_template/README.md
examples/knowledge_with_custom_components	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/knowledge_with_custom_components/README.md
session.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/session.md
session_redis.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/session_redis.md
session_sql.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/session_sql.md
session_summary.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/session_summary.md
memory.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/memory.md
knowledge.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/knowledge.md
knowledge_document_loader.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/knowledge_document_loader.md
knowledge_retrievers.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/knowledge_retrievers.md
knowledge_vectorstore.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/knowledge_vectorstore.md
knowledge_prompt_template.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/knowledge_prompt_template.md
knowledge_custom_components.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/knowledge_custom_components.md
	https://github.com/trpc-group/trpc-agent-python#10-serving-and-protocols
examples/fastapi_server	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/fastapi_server/README.md
examples/a2a	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/a2a/README.md
examples/a2a_with_cancel	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/a2a_with_cancel/README.md
examples/agui	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/agui/README.md
examples/agui_with_cancel	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/agui_with_cancel/README.md
a2a.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/a2a.md
agui.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/agui.md
cancel.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/cancel.md
	https://github.com/trpc-group/trpc-agent-python#11-filters-and-execution-control
examples/filter_with_model	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/filter_with_model/README.md
examples/filter_with_tool	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/filter_with_tool/README.md
examples/filter_with_agent	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/filter_with_agent/README.md
examples/llmagent_with_branch_filtering	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/llmagent_with_branch_filtering/README.md
examples/llmagent_with_timeline_filtering	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/llmagent_with_timeline_filtering/README.md
examples/llmagent_with_cancel	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/llmagent_with_cancel/README.md
filter.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/filter.md
cancel.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/cancel.md
	https://github.com/trpc-group/trpc-agent-python#12-advanced-llmagent-capabilities
examples/llmagent_with_tool_prompt	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/llmagent_with_tool_prompt/README.md
examples/llmagent_with_thinking	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/llmagent_with_thinking/README.md
examples/llmagent_with_user_history	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/llmagent_with_user_history/README.md
examples/llmagent_with_max_history_messages	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/llmagent_with_max_history_messages/README.md
examples/llmagent_with_model_create_fn	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/llmagent_with_model_create_fn/README.md
examples/llmagent_with_custom_agent	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/llmagent_with_custom_agent/README.md
llm_agent.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/llm_agent.md
model.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/model.md
custom_agent.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/custom_agent.md
	https://github.com/trpc-group/trpc-agent-python#13-llmagent-tool-calling-and-interaction
examples/llmagent_with_streaming_tool_simple	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/llmagent_with_streaming_tool_simple/README.md
examples/llmagent_with_streaming_tool_complex	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/llmagent_with_streaming_tool_complex/README.md
examples/llmagent_with_parallal_tools	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/llmagent_with_parallal_tools/README.md
examples/llmagent_with_human_in_the_loop	https://github.com/trpc-group/trpc-agent-python/blob/main/examples/llmagent_with_human_in_the_loop/README.md
llm_agent.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/llm_agent.md
tool.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/tool.md
human_in_the_loop.md	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/en/human_in_the_loop.md
examples	https://github.com/trpc-group/trpc-agent-python/blob/main/examples
	https://github.com/trpc-group/trpc-agent-python#architecture-overview
	https://github.com/trpc-group/trpc-agent-python/blob/main/docs/mkdocs/assets/imgs/architecture.png
	https://github.com/trpc-group/trpc-agent-python#contributing
	https://github.com/trpc-group/trpc-agent-python#ways-to-contribute
Issues	https://github.com/trpc-group/trpc-agent-python/issues
	https://github.com/trpc-group/trpc-agent-python#quick-contribution-setup
CONTRIBUTING.md	https://github.com/trpc-group/trpc-agent-python/blob/main/CONTRIBUTING.md
CODE-OF-CONDUCT.md	https://github.com/trpc-group/trpc-agent-python/blob/main/CODE-OF-CONDUCT.md
	https://github.com/trpc-group/trpc-agent-python#acknowledgements
	https://github.com/trpc-group/trpc-agent-python#enterprise-validation
	https://github.com/trpc-group/trpc-agent-python#open-source-inspiration
Readme	https://github.com/trpc-group/trpc-agent-python#readme-ov-file
View license	https://github.com/trpc-group/trpc-agent-python#License-1-ov-file
Code of conduct	https://github.com/trpc-group/trpc-agent-python#coc-ov-file
Contributing	https://github.com/trpc-group/trpc-agent-python#contributing-ov-file
Please reload this page	https://github.com/trpc-group/trpc-agent-python
Activity	https://github.com/trpc-group/trpc-agent-python/activity
Custom properties	https://github.com/trpc-group/trpc-agent-python/custom-properties
55 forks	https://github.com/trpc-group/trpc-agent-python/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Ftrpc-group%2Ftrpc-agent-python&report=trpc-group+%28user%29
Releases 14	https://github.com/trpc-group/trpc-agent-python/releases
v1.1.12 Latest Jul 10, 2026	https://github.com/trpc-group/trpc-agent-python/releases/tag/v1.1.12
+ 13 releases	https://github.com/trpc-group/trpc-agent-python/releases
Packages 0	https://github.com/orgs/trpc-group/packages?repo_name=trpc-agent-python
Please reload this page	https://github.com/trpc-group/trpc-agent-python
Contributors	https://github.com/trpc-group/trpc-agent-python/graphs/contributors
Please reload this page	https://github.com/trpc-group/trpc-agent-python
Python 99.5%	https://github.com/trpc-group/trpc-agent-python/search?l=python
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.