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semctx - Semantic code context for AI agents

Semantic code context for AI agents, via LSP and LSIF.

Imagine you're working on an AI agent that has to make sense of tangled codebases. Every time it needs to figure out a symbol or follow a reference, it burns through tokens on endless searches and wild guesses. That's where semctx comes in - a way to hook AI agents straight into the semantic side of code via LSP servers and LSIF dumps. Instead of telling your agent to rummage through repos, guess relationships, or fake editor behavior, it just asks the language server or LSIF index for the right answer, turning hover, definition, references, diagnostics, symbols, and code actions into clean tool calls and ditching the heavy prompts for raw repo digging.

The idea is simple: expose official LSP through MCP, no made-up stuff. You pick your LSP servers, tie languages to the current workspace, and semctx handles sessions, transports, capability talks, document syncing, and routing. Result? A better workflow for AI, with clearer context, less junk, and fewer errors, all from the same protocols editors use.

Table of contents:

Warning

semctx is still pre-v1. Expect breaking changes while the tool surface, config schema, and payload shapes settle. If you're wiring it into an MCP host or agent workflow, pin a specific version and review changes before upgrading.

What It Does

semctx links MCP to LSP servers over stdio, tcp, or unix. It supports multiple languages in one workspace, letting agents tap into semantic editor features without endless text searches. It pulls key LSP language and workspace features into MCP tools that focus on reading and planning edits (like rename and format) which give you the changes but don't run them.

For offline stuff, it works with LSIF dumps, grabbing hover info, navigation, documents, diagnostics, semantic tokens, and project views from local JSONL files. If you add related dumps, it handles cross-dump links and references. Results are structured and to the point, with excerpts for ranges, paging for big queries, context for position requests, and previews for code actions, hence you can spot-check code without pulling in whole files.

It checks server capabilities and fails cleanly if something's not supported. It's read-only on purpose: plans renames and formats but doesn't apply edits, run commands, or mess with files. It also has helpers for binding resolution alongside the LSP and LSIF tools.

Why (AI Agents Care)

It's annoying to make an agent scrape a repo for info the language server already has. semctx helps you get precise context for definitions, references, symbols, diagnostics, and fixes, without stuffing prompts with full files. It saves tokens by giving focused protocol answers instead of messy search noise, cuts hallucination risk with spec-backed LSP or LSIF replies, and lets you flip between live LSP for active editing and LSIF for offline, pre-built indexes.

For Agent Builders

No more "search the repo to crack this symbol". With semctx, you run a tight semantic loop:

  1. Call resolve_language_binding to set the session for your language.
  2. Use go_to_definition for the symbol you want. Add source: "lsif" or indexPath when you want the offline LSIF path.
  3. Grab the next bit of detail with hover, find_all_references, document_symbols, or diagnostics.
  4. Read files only when you need the deep implementation.
  5. Use code_actions, rename_symbol, format_document, and format_range to inspect suggested changes without giving the agent edit rights.

semctx wraps LSP and LSIF results in a small metadata layer, with excerpts for range outputs when it can. Agents see the raw protocol under result, but the context usually lets you skip extra reads. Big queries add paging and groups; code actions have previews; hover calls give request context.

This keeps prompts short, saves compute for actual thinking (token-efficient), and relies on protocol facts over guesses.

AGENTS.md Template

If you're adding semctx instructions to other repos for agents, start with AGENTS.template.md. It's the source template: put it in the repo root as AGENTS.md, add your project's commands and notes, and stick to the semctx-first flow so agents check semantic facts before searching files.

Requirements

You need:

  1. Go 1.26.1 or later (optional; only if installing/building from source)
  2. An LSP server reachable via stdio, tcp, or unix
  3. An MCP host for stdio servers

Usage

semctx is an MCP stdio server, launched by an MCP host. Add the following config to your MCP client:

{
  "mcpServers": {
    "semctx": {
      "command": "go",
      "args": ["run", "go.dw1.io/semctx/cmd/semctx@v0.1.0"],
      "env": {
        "SEMCTX_CONFIG": "./.semctx.yaml"
      }
    }
  }
}

If you self-host semctx from a release or local build, point your MCP client at the binary instead:

{
  "mcpServers": {
    "semctx": {
      "command": "/path/to/semctx",
      "env": {
        "SEMCTX_CONFIG": "./.semctx.yaml"
      }
    }
  }
}

MCP Client configuration

Use the standard config above in any MCP host that supports local stdio MCP servers.

Amp

Follow the Amp MCP docs and use the standard config above.

If you prefer the CLI, add semctx first and then adjust the saved server config if you want an explicit SEMCTX_CONFIG path instead of the default ./.semctx.yaml.

Antigravity

Follow the Antigravity MCP docs to add a custom MCP server, then paste in the standard config above.

Claude Code

Follow the Claude Code MCP guide and use the standard config above.

You can also add it from the CLI when ./.semctx.yaml is present in the current workspace:

claude mcp add semctx --scope user go run go.dw1.io/semctx/cmd/semctx@v0.1.0

If you prefer a local build, change command to /path/to/semctx and keep SEMCTX_CONFIG pointed at your config file.

Cline

Follow the Cline MCP docs and use the standard config above.

Codex

Follow the Codex MCP guide and use the standard config above.

You can also add it from the CLI when you are using the default workspace config path:

codex mcp add semctx -- go run go.dw1.io/semctx/cmd/semctx@v0.1.0

If you keep Codex config in .codex/config.toml, translate the same command, args, and env values into that file.

Command Code

Follow the Command Code MCP docs or add it from the CLI:

cmd mcp add semctx --scope user go run go.dw1.io/semctx/cmd/semctx@v0.1.0
Copilot CLI

Start Copilot CLI, run /mcp add, choose a local MCP server, and use the standard config above.

If the prompt only accepts a command string, use go run go.dw1.io/semctx/cmd/semctx@v0.1.0 and rely on ./.semctx.yaml in the current workspace.

Copilot / VS Code

Follow the VS Code MCP configuration guide and use the standard config above.

For macOS and Linux, you can also add it from the CLI:

code --add-mcp '{"name":"semctx","command":"go","args":["run","go.dw1.io/semctx/cmd/semctx@v0.1.0"],"env":{"SEMCTX_CONFIG":"./.semctx.yaml"}}'
Cursor

Go to Cursor Settings -> MCP -> New MCP Server and use the standard config above.

If you self-host semctx, replace the go run ... command with /path/to/semctx.

Factory CLI

Follow the Factory CLI MCP docs or add it directly:

droid mcp add semctx "go run go.dw1.io/semctx/cmd/semctx@v0.1.0"
Gemini CLI

Follow the Gemini CLI MCP guide and use the standard config above.

Project-scoped and user-scoped installs work well when you keep .semctx.yaml in the current workspace:

gemini mcp add semctx go run go.dw1.io/semctx/cmd/semctx@v0.1.0
gemini mcp add -s user semctx go run go.dw1.io/semctx/cmd/semctx@v0.1.0
Gemini Code Assist

Follow the Gemini Code Assist MCP guide and use the standard config above.

JetBrains AI Assistant & Junie

Go to Settings | Tools | AI Assistant | Model Context Protocol (MCP) -> Add and use the standard config above.

The same setup works for Junie in Settings | Tools | Junie | MCP Settings -> Add.

Kiro

In Kiro Settings, go to Configure MCP and open the workspace or user MCP config, then paste in the standard config above.

You can also open MCP config from the Kiro activity bar and use the same server definition there.

Katalon Studio

Katalon StudioAssist expects an MCP proxy for stdio servers. Start a proxy in front of semctx:

mcp-proxy --transport streamablehttp --port 8080 -- go run go.dw1.io/semctx/cmd/semctx@v0.1.0

Then add http://127.0.0.1:8080/mcp in StudioAssist as an HTTP MCP server.

Mistral Vibe

Add this to ~/.vibe/config.toml:

[[mcp_servers]]
name = "semctx"
transport = "stdio"
command = "go"
args = ["run", "go.dw1.io/semctx/cmd/semctx@v0.1.0"]
OpenCode

Add this to ~/.config/opencode/opencode.json or your existing OpenCode config:

{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "semctx": {
      "type": "local",
      "command": ["go", "run", "go.dw1.io/semctx/cmd/semctx@v0.1.0"]
    }
  }
}
Qoder

In Qoder Settings, go to MCP Server -> + Add and use the standard config above.

You can also follow the Qoder MCP guide.

Qoder CLI

Add semctx with the Qoder CLI:

qodercli mcp add semctx -- go run go.dw1.io/semctx/cmd/semctx@v0.1.0
qodercli mcp add -s user semctx -- go run go.dw1.io/semctx/cmd/semctx@v0.1.0
Visual Studio

Use Visual Studio MCP server settings and paste in the standard config above.

If you prefer a proxy or wrapper executable, point Visual Studio at that command instead.

Warp

Go to Settings | AI | Manage MCP Servers -> + Add and use the standard config above.

Windsurf

Follow the Windsurf MCP guide and use the standard config above.

By default, semctx looks for ./.semctx.yaml in the current workspace. You can also point it at a custom config path with -config or SEMCTX_CONFIG.

Internal logging is off by default so MCP stdio sessions stay quiet unless you're debugging. Enable it with -log-level or SEMCTX_LOG_LEVEL using one of debug, info, warn, error, or off. When logging is enabled, semctx always writes to stderr and will also append to -log-file or SEMCTX_LOG_FILE when you want a persistent log.

Example:

{
  "mcpServers": {
    "semctx": {
      "command": "/path/to/semctx",
      "env": {
        "SEMCTX_CONFIG": "./.semctx.yaml",
        "SEMCTX_LOG_LEVEL": "debug",
        "SEMCTX_LOG_FILE": "./.semctx/semctx.log"
      }
    }
  }
}

Note

If no semctx config is provided, it looks for ./.semctx.yaml in the current workspace. If that file is not present, semctx still starts, but LSP tools need configured sessions before they can do useful work.

Configuration

Config is YAML. Basics:

  • servers for LSP server connections.
  • defaults for shared rules across bindings.
  • languages to map languages to servers.
  • transport.kind as stdio, tcp, or unix.
  • Relative config paths resolve from the current workspace root.
  • LSP server launch directories default to the current workspace root.
  • Bindings active unless disabled is true.
  • Files in .yaml or .yml.
  • Auto-finds ./.semctx.yaml in the current workspace when no path is provided.
  • LSP client info from semctx name and version, not customizable.

Example:

defaults:
  diagnosticsMode: auto
  connectionTimeout: 10s

servers:
  gopls:
    transport:
      kind: stdio
    stdio:
      command: gopls
      args:
        - serve
    env:
      GOFLAGS: -tags=integration

languages:
  go:
    server: gopls
    initializationOptions:
      gofumpt: true

Transport needs:

  • stdio: stdio.command; args optional.
  • tcp: tcp.address.
  • unix: unix.path.

Startup validates: rejects bad keys, missing refs, incomplete transports, invalid modes.

MCP Tool Surface

These tools are the key: agents use them directly instead of rebuilding language logic from searches.

1. Configuration and Binding Resolution
  • resolve_language_binding: gets the session for your language.
2. Navigation and Hierarchies
  • hover
  • go_to_declaration
  • go_to_definition
  • go_to_type_definition
  • find_all_implementations
  • find_all_references
  • show_call_hierarchy
  • show_call_hierarchy_incoming_calls
  • show_call_hierarchy_outgoing_calls
  • show_type_hierarchy
  • show_type_hierarchy_supertypes
  • show_type_hierarchy_subtypes
  • document_highlights
  • monikers
3. Symbols, Links, Completion, and Structure
  • document_symbols
  • folding_ranges
  • document_links
  • resolve_document_link
  • code_lenses
  • resolve_code_lens
  • selection_ranges
  • semantic_tokens
  • semantic_tokens_delta
  • semantic_tokens_range
  • inline_values
  • inlay_hints
  • resolve_inlay_hint
  • completions
  • resolve_completion_item
  • signature_help
  • workspace_symbols
  • resolve_workspace_symbol
4. Diagnostics and Suggested Fixes
  • diagnostics
  • workspace_diagnostics
  • code_actions
  • resolve_code_action
  • document_colors
  • color_presentations
5. Edit Planning
  • prepare_rename
  • rename_symbol
  • format_document
  • format_range
6. LSIF Offline Queries
  • find_containing_projects

Request Conventions

For document tools:

  • source may be lsp or online for live workspace queries, lsif or offline for local-dump queries, or omitted to auto-select LSIF when indexPath is present and LSP otherwise.
  • language is your configured language id for live LSP requests.
  • path can be absolute or relative to the current workspace root; uri works too.
  • indexPath points at the primary LSIF JSONL dump for offline requests, and relatedIndexPaths adds extra dumps for cross-dump links.
  • Positions stay zero-based.
  • Big tools like references and implementations take limit and offset for paging.

For LSP-only planning and workspace tools:

  • Rename sends newName, returns LSP WorkspaceEdit.
  • Formatting sends FormattingOptions, returns TextEdit array.
  • Workspace diagnostics take identifier and previousResultIds, return report.

For the LSIF-only project tool:

  • indexPath points at the primary LSIF JSONL dump.
  • relatedIndexPaths adds extra dumps for cross-dump links.
  • uri is preferred for docs; path resolves from the current workspace root.

One live binding? Skip language where allowed. Multiple? Send it.

Behavior Notes

semctx checks LSP capabilities at init, runs tools only if supported. Handles server requests for config and folders. Acknowledges refreshes for codeLens, semanticTokens, etc. Rejects applyEdit (it's read-only). No vendor extensions.

License

semctx is released with ♡ by @dwisiswant0 under the Apache License 2.0. See the LICENSE file for details.

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