chinese-text-tools
About
Chinese writing toolbox for Claude Code: text analysis, outline generation, GB/T 7714 references,character frequency
Details
- Author
- cail726
- Categories
- Database, Other, AI
Jump to
Setup
Install chinese-text-tools in your MCP client (Claude Desktop, Cursor, Windsurf, and others).
Repository: https://github.com/cail726/chinese-text-tools
Follow the installation instructions in the repository README, then restart your MCP client.
The MCP registry provides MCP clients with a list of MCP servers, like an app store for MCP servers.
π€ Publish my MCP server|β‘οΈ Live API docs|π Ecosystem vision| πFull documentation
2025-10-24 update: The Registry API has entered anAPI freeze (v0.1)π. For the next month or more, the API will remain stable with no breaking changes, allowing integrators to confidently implement support. This freeze applies to v0.1 while development continues on v0. We'll use this period to validate the API in real-world integrations and gather feedback to shape v1 for general availability. Thank you to everyone for your contributions and patienceβyour involvement has been key to getting us here!
2025-09-08 update: The registry has launched in preview π (announcement blog post). While the system is now more stable, this is still a preview release and breaking changes or data resets may occur. A general availability (GA) release will follow later. We'd love your feedback inGitHub discussionsor in the#registry-dev Discord(joining details here).
- Tadas Antanavicius(PulseMCP)@tadasant
- Radoslav (Rado) Dimitrov(Stacklok)@rdimitrov
- Bob Dickinson(TeamSpark)@BobDickinson
- Preeti (Pree) Dewani(Ravenmail)@pree-dew
We use multiple channels for collaboration - seemodelcontextprotocol.io/community/communication.
Often (but not always) ideas flow through this pipeline:
- Discord- Real-time community discussions
- Discussions- Propose and discuss product/technical requirements
- Issues- Track well-scoped technical work
- Pull Requests- Contribute work towards issues
- Docker
- Go 1.24.x
- ko- Container image builder for Go (installation instructions)
- golangci-lint v2.4.0
# Start full development environment make dev-compose
This starts the registry atlocalhost:8080with PostgreSQL. The database uses ephemeral storage and is reset each time you restart the containers, ensuring a clean state for development and testing.
Note:The registry useskoto build container images. Themake dev-composecommand automatically builds the registry image with ko and loads it into your local Docker daemon before starting the services.
By default, the registry seeds from the production API with a filtered subset of servers (to keep startup fast). This ensures your local environment mirrors production behavior and all seed data passes validation. For offline development you can seed from a file without validation withMCP_REGISTRY_SEED_FROM=data/seed.json MCP_REGISTRY_ENABLE_REGISTRY_VALIDATION=false make dev-compose.
The setup can be configured with environment variables indocker-compose.yml- see.env.examplefor a reference.
Pre-built Docker images are automatically published to GitHub Container Registry. Note that the image does not bundle PostgreSQL, so you need to run your own and point the registry at it viaMCP_REGISTRY_DATABASE_URL(seedocker-compose.ymlfor a working example):
# Run latest stable release docker run -p 8080:8080 ghcr.io/modelcontextprotocol/registry:latest # Run latest from main branch (continuous deployment) docker run -p 8080:8080 ghcr.io/modelcontextprotocol/registry:main # Run specific release version docker run -p 8080:8080 ghcr.io/modelcontextprotocol/registry:v1.0.0 # Run development build from main branch docker run -p 8080:8080 ghcr.io/modelcontextprotocol/registry:main-20250906-abc123d
- Releases:latest,v1.0.0,v1.1.0, etc.
- Continuous:main(latest main branch build)
- Development:main-<date>-<sha>(specific commit builds)
To publish a server, we've built a simple CLI. You can use it with:
# Build the latest CLI make publisher # Use it! ./bin/mcp-publisher --help
Seethe publisher guidefor more details.
# Run lint, unit tests and integration tests make check
There are also a few more helpful commands for development. Runmake helpto learn more, or look inMakefile.
βββ cmd/ # Application entry points β βββ publisher/ # Server publishing tool βββ data/ # Seed data βββ deploy/ # Deployment configuration (Pulumi) βββ docs/ # Documentation βββ internal/ # Private application code β βββ api/ # HTTP handlers and routing β βββ auth/ # Authentication (GitHub OAuth, JWT, namespace blocking) β βββ config/ # Configuration management β βββ database/ # Data persistence (PostgreSQL) β βββ service/ # Business logic β βββ telemetry/ # Metrics and monitoring β βββ validators/ # Input validation βββ pkg/ # Public packages β βββ api/ # API types and structures β β βββ v0/ # Version 0 API types β βββ model/ # Data models for server.json βββ scripts/ # Development and testing scripts βββ tests/ # Integration tests βββ tools/ # CLI tools and utilities βββ validate-*.sh # Schema validation tools
Publishing supports multiple authentication methods:
- GitHub OAuth- For publishing by logging into GitHub
- GitHub OIDC- For publishing from GitHub Actions
- DNS verification- For proving ownership of a domain and its subdomains
- HTTP verification- For proving ownership of a domain
The registry validates namespace ownership when publishing. E.g. to publish...:
- io.github.domdomegg/my-cool-mcpyou must login to GitHub asdomdomegg, or be in a GitHub Action on domdomegg's repos
- me.adamjones/my-cool-mcpyou must prove ownership ofadamjones.mevia DNS or HTTP challenge
Check outcommunity projectsto explore notable registry-related work created by the community.
See thedocumentationfor more details if your question has not been answered here!
614 million contacts, live SMTP-verified. Invalid emails cost you $0. Connect Argorant with any Agent through CLI, MCP or API and build verified lists in Claude, GPT or Hermes.
Biologically-inspired memory for Claude. Hebbian plasticity, dream cycles, and temporal decay for persistent knowledge synthesis.
Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.
Cactal is the website platform for AI agents. Connect Claude Code, Cursor, or anything that speaks MCP, and your agent gets the tools to design, build, host, and operate production websites: source code, CMS, assets, domains, analytics, and publishing.
A lightweight MCP server for connecting to Apache Doris and other MySQL-compatible databases, providing tools and prompts for LLM applications.
A local MCP server that gives Claude Code, Cursor and Codex read access to your DynamoDB schema and items, with every write staged for human review.
C# SQL Agent MCP server featuring raw SQL input, strict AST validation, and an embedded Admin UI. Eliminates LLM hallucinations and security risks across 6 major databases.
Enables persistent knowledge storage for Claude using a knowledge graph with multiple database backends like PostgreSQL and SQLite.
Enables persistent memory for Claude using a knowledge graph stored in local JSON files.
Build and access a personal LLM knowledge base from your editor or client without any infrastructure setup.
Sign in to leave a review
Use Google, GitHub, or an email account so ratings stay tied to real people.
No reviews posted yet.





