CodeSampleX
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@CodeSampleXfind a minimal code sample for axios file upload"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
CodeSampleX
Stop solving the same code twice.
Languages: English · 한국어 · 日本語 · 简体中文 · Español · Français · Deutsch · Português (BR) · Русский
CodeSampleX is a local-first distributed reasoning cache for coding LLMs. Instead of every agent on Earth re-deriving how a public library works — and re-hitting the same version incompatibilities — CodeSampleX collects anonymous compatibility Evidence from real development environments and serves verified minimal Samples with the exact delta between a known-good answer and your project.
Website & Compatibility Explorer: https://codesamplex.dev
One question your LLM stops re-answering: does
axios.postactually work on axios 1.12 + Node 22 + pnpm + Windows 11 — and if not, at which stage does it break?Works with Claude Code, Codex, Gemini CLI, OpenCode — and any MCP client (Cursor, Windsurf, Cline, Zed, VS Code).
Install
Windows (PowerShell):
irm https://codesamplex.dev/install.ps1 | iexmacOS / Linux:
curl -fsSL https://codesamplex.dev/install.sh | shOne binary, one question. csx init shows the community contract and asks a single choice — JOIN COMMUNITY or LOCAL ONLY. Everything else (daemon, MCP registration for Claude Code / Codex / Gemini CLI / OpenCode, agent rules) is automatic.
For scripted or CI setups: csx init --community --yes --no-agents does config + identity only and writes nothing outside CSX_HOME; agent config paths otherwise honor CSX_AGENT_HOME when you need them somewhere other than your OS user home.
Related MCP server: GitHits
The contract
You get You contribute
✓ Public compatibility knowledge ✓ Public package/version usage
✓ Verified code answers ✓ Public API/symbol usage when detectable
✓ Local agent integration ✓ Build/typecheck/test result
✓ Public sample cache ✓ Sanitized failure fingerprints
Never shared automatically
✕ Source code ✕ Repository/project name ✕ File names or paths
✕ Source snippets ✕ Secrets or env variables ✕ Private packages
✕ Raw compiler/runtime logsThis is not hidden telemetry — it is the protocol. Community peers are consumers and producers. Local-only mode never sends anything. The privacy preview in csx ui shows the exact payloads before they leave your machine.
How it works
you build/test through csx (or your agent does)
→ local analysis: public packages, lockfile-resolved versions, symbols, environment
→ raw errors sanitized locally into fingerprints (paths/names/secrets stripped)
→ anonymous evidence batches → Compatibility Graph on codesamplex.dev
→ your LLM asks CSX first: nearest verified Sample + environment delta
→ it reasons about the DELTA, not the whole problemFour layers, kept honestly separate:
Layer | What it is | Trust |
Evidence Network | anonymous package/version/symbol/env/stage/result facts | weak→strong, class-labeled |
Compatibility Graph | aggregated probabilistic map per environment (incl. execution context: Node/Chrome/Safari/Electron/…) | derived view |
Sample Pool | user-approved, clean-room, content-addressed minimal projects | contract-verified, cross-verified |
Agent Delivery | MCP/CLI: nearest sample + delta + known failures | graded EXACT→NO_SAFE_MATCH |
A project compiling is never presented as a symbol working. Unknown causes stay UNKNOWN. A wrong HIT is worse than a MISS — NO_SAFE_MATCH is a feature.
Agent integration (MCP)
Configured automatically by csx init: Claude Code · Codex · Gemini CLI · OpenCode.
Any other MCP client — Cursor, Windsurf, Cline, Zed, VS Code — works too; csx is a standard stdio MCP server:
{"mcpServers": {"csx": {"command": "csx", "args": ["mcp"]}}}Model-agnostic: the same compatibility evidence serves Claude, GPT and Codex, Gemini, Llama — any model that can call an MCP tool.
Clients that install MCPB bundles can use codesamplex-mcp.mcpb from the latest release instead. It carries one binary per platform (darwin-arm64, linux-amd64, windows-amd64); on any other architecture use the install script above.
Tools: search_known_solution, get_sample, explain_compatibility, run_observed_command, report_sample_adoption, propose_public_sample, list_local_hits, get_local_stats. Publishing a sample is deliberately not an MCP capability — it requires your explicit CLI approval after a full preview.
csx run -- pnpm build # observed build → evidence
csx search "axios multipart upload"
csx sample propose --goal "upload a file with axios"
csx ui # dashboard + privacy previewEcosystems (Public v1)
Node/TypeScript (npm, pnpm, yarn — reference), Python (pip, uv), Go, Rust/Cargo. Honest capability matrix: docs/adapters.md — no adapter claims runtime symbol instrumentation in v1, and symbol resolution confidence is always labeled (EXACT/PROBABLE/UNKNOWN).
Architecture
Single Go binary (csx: daemon + CLI + MCP + peer node + verifier) and a small server (csx-server: PostgreSQL + server-rendered explorer behind Caddy). Samples are content-addressed (sha256) and distributed local-cache-first → peers → main seeder. Downloaded samples never run on your host directly — resolve with --ignore-scripts, compile and contract run network-off in a sandbox, receipts are ed25519-signed. See goal.md (product spec), docs/execution-context.md, docs/operations.md.
Building from source
go build ./cmd/csx && go build ./cmd/csx-server
go test ./...License
Code: Apache-2.0. Published samples default to MIT-0.
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