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Snipara Project Intelligence

Registre officiel Outils de développement

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

Code source Documentation

Installation

Ajoutez ceci à la configuration MCP de votre client (Claude Desktop : claude_desktop_config.json ; Cursor : .cursor/mcp.json ; VS Code et les autres utilisent la même forme « mcpServers »).

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.>'
Configuration JSON (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

Tirée du README du projet sur GitHub, actualisée chaque semaine. Les liens ouvrent GitHub.

Sommaire
  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.

Questions fréquentes

Qu'est-ce que Snipara Project Intelligence ?

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

Comment installer Snipara Project Intelligence ?

Il fonctionne comme serveur distant. Dans 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.>'. Pour les autres clients, collez la configuration JSON de cette page dans leurs réglages MCP.

Faut-il une clé API pour Snipara Project Intelligence ?

Oui. Il attend X-API-Key, à renseigner dans sa configuration.

Snipara Project Intelligence est-il open source ?

Oui. Son code est sur GitHub sous licence Apache-2.0.

Qui maintient Snipara Project Intelligence ?

Il est publié par Snipara. AI.tn le référence sans le maintenir ni le recommander.

Issu du registre MCP officiel. Être listé n'est pas une recommandation : vérifiez le code et les permissions d'un serveur avant de lui donner accès à vos données.