Compresses AI chat sessions into typed knowledge graphs and writes compact context files for future coding-agent turns.
Copy the AI prompt to install this server into Claude Code, Cursor, or another agent โ or use 1-click editor setup below.
We haven't yet run this listing's install command through our automated sandbox check. This isn't a red flag โ we're steadily working through the catalog.
๐ก Paste the JSON block into your client's configuration file under mcpServers, then restart the application.
Inspect callable tools, capabilities, and parameters exposed to AI agents by Fish Bridge MCP.
Session-scoped knowledge graph engine for AI chat context compression.
Converts raw AI chat (40k+ tokens) into a compact typed knowledge graph (~300โ800 tokens) and writes it to .github/copilot-instructions.md or CLAUDE.md โ automatically included in every AI turn across all modes (ask, edit, agent). No MCP server required for the core workflow.
Don't have
uv? Get it first:curl -LsSf https://astral.sh/uv/install.sh | sh(macOS/Linux) or see uv docs. It replaces pip + pipx + pyenv in one tool โ no virtualenv management needed.
Recommended โ uv tool install (installs both the fish-bridge CLI and fish-bridge-mcp MCP server on your PATH):
After install, two commands are available on your PATH:
fish-bridge โ the main CLI (ingest, compile, show, serve, ...)fish-bridge-mcp โ the MCP server for VS Code agent modeMCP config only (no permanent install needed): use uvx directly in your .vscode/mcp.json โ it downloads and runs the MCP server on demand:
See the MCP server section below for the full config.
That's it. .github/copilot-instructions.md now contains a ~350-token compressed summary of your session, replacing raw history in every future turn.
| Backend | Install extra | Model | Quality | Cost/turn |
|---|---|---|---|---|
local (Ollama) | (none โ requires Ollama) | qwen2.5:7b | ~85% | $0 |
gemini | [gemini] | gemini-2.5-flash | ~95% | ~$0.0002 |
openai | [openai] | gpt-4.1-mini | ~93% | ~$0.0003 |
claude | [claude] | claude-opus-4-7 | ~97% | ~$0.002 |
hybrid | [claude] or [openai] | local+cloud | best | mixed |
Configure with:
The MCP server adds real-time record_turn capture when using VS Code agent mode. It is not required โ the file-based workflow above works in all modes without it.
Add to .vscode/mcp.json (uses uvx โ no prior install needed):
If you used uv tool install fish-bridge-mcp, you can also reference the installed binary directly:
See examples/ for Claude Desktop, Cursor, and Windsurf configs.
MCP tools: record_turn, get_context, get_focus, mark_resolved, add_node, export_session, import_session, show_active, list_deferred
| Source | Command | What it ingests |
|---|---|---|
| Copilot | ingest --source copilot | VS Code Copilot JSONL transcript (auto-discovered) |
| Paste | ingest --source paste | Any chat text โ universal fallback |
| Document | merge --source document | Markdown, JSON, YAML specs and ADRs |
| Codebase | merge --source codebase | Git commits + README + HANDOVER |
| Obsidian | merge --source obsidian | Vault notes with wikilinks and frontmatter |
| Session | merge --source session | Prior .chatgraph.json export |
| Deps | merge --source deps | package.json, pyproject.toml, Cargo.toml, go.mod, Gemfile, pom.xml |
| Test output | merge --source testout | Jest JSON, pytest JSON, JUnit XML โ error nodes per failing test |
| IaC | merge --source iac | Terraform, CDK (synth output), CloudFormation, docker-compose |
| OpenAPI | merge --source openapi | OpenAPI 3.x / Swagger 2.0 / AsyncAPI specs |
.github/copilot-instructions.md (or CLAUDE.md)MIT โ see LICENSE
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