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Snipara Project Intelligence

Official registry Developer tools

Hosted MCP for source-backed project context, memory, code impact, and agent workflow continuity.

Source code Documentation

Install

Add this to your client's MCP configuration (Claude Desktop: claude_desktop_config.json; Cursor: .cursor/mcp.json; VS Code and others use the same "mcpServers" shape).

Remote (streamable-http)
Claude Code 
claude mcp add --transport http snipara-project-intelligence 'https://api.snipara.com/mcp/{project_slug}' --header 'X-API-Key: <A Snipara API key with access to the selected project.>'
JSON configuration (Claude Desktop, Cursor, VS Code) 
{
    "mcpServers": {
        "snipara-project-intelligence": {
            "type": "http",
            "url": "https://api.snipara.com/mcp/{project_slug}",
            "headers": {
                "X-API-Key": "<A Snipara API key with access to the selected project.>"
            }
        }
    }
}

Documentation

From the project's README on GitHub, refreshed weekly. Links open on GitHub.

Contents
  1. snipara-examples
  2. Start here
  3. Hosted MCP
  4. What this benchmark does and does not prove
  5. Additional controlled proof
  6. Related projects
  7. License

snipara-examples

Reproducible examples and evidence for Snipara Project Intelligence.

This repository keeps public integration examples, MCP discovery metadata, and benchmark evidence in one place. It is intentionally small: no customer data, private runbooks, internal ranking code, or credentials are included.

Start here

Verify the benchmark evidence with only Python's standard library:

python3 benchmarks/hosted-context-2026-06/verify_results.py

The verifier checks the case manifest hash, case coverage, reported means, deltas, and token-reduction arithmetic. It does not claim that a live LLM run will be byte-for-byte deterministic.

Hosted MCP

Snipara is a Hosted MCP server for project intelligence and context optimization across AI agents. Each user connects a project-specific endpoint:

https://api.snipara.com/mcp/YOUR_PROJECT_SLUG

Authentication is supplied at runtime through X-API-Key or a bearer token. Never commit an API key to this repository.

What this benchmark does and does not prove

The frozen evidence pack compares focused Snipara context against the first 32,000 tokens of the same indexed documentation corpus on 12 project-context questions. It preserves case-level scores so the published aggregates can be independently recomputed.

It is one hosted run per task, not a universal model-quality guarantee. Model behavior and the live hosted index can change, so future reruns should publish a new dated evidence pack instead of rewriting the historical result.

Additional controlled proof

The Project Intelligence proof replay measures a different question: whether continuity context changes what a coding agent finds before implementation and whether continuity-heavy scenarios pass across local, Codex CLI, and Claude runtimes. It is kept separate from the hosted-context benchmark because it uses a Snipara-owned repository and does not yet include a negative control where cold agents should already succeed.

  • snipara-evals provides the deterministic Project Intelligence scoring library and CLI.
  • snipara-companion provides local workflow continuity and code-impact gates.
  • snipara-memory provides the standalone open-source memory engine.
  • Snipara documentation documents the Hosted MCP, Project Intelligence, integrations, and security boundaries.

License

Apache-2.0. See LICENSE.

Frequently asked questions

What is Snipara Project Intelligence?

Hosted MCP for source-backed project context, memory, code impact, and agent workflow continuity.

How do I install Snipara Project Intelligence?

It runs as a remote server. In Claude Code: claude mcp add --transport http snipara-project-intelligence 'https://api.snipara.com/mcp/{project_slug}' --header 'X-API-Key: <A Snipara API key with access to the selected project.>'. For other clients, paste the JSON configuration from this page into their MCP settings.

Does Snipara Project Intelligence need an API key?

Yes. It expects X-API-Key, which you set in its configuration.

Is Snipara Project Intelligence open source?

Yes. Its code is on GitHub under the Apache-2.0 license.

Who maintains Snipara Project Intelligence?

It is published by Snipara. AI.tn lists it but does not maintain or endorse it.

From the official MCP Registry. Listing is not an endorsement: review a server's code and permissions before giving it access to your data.