Snipara Project Intelligence

io.github.SniparaPublished by GitHub account Sniparav1.0.0Updated Oct 24, 2026

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

VerifiedStreamable HTTPWeb executableKnowledge & MemoryDeveloper Tools

Overview

AI-generated overview

Hosted MCP server that gives AI agents source-backed project context, memory, code-impact awareness and workflow continuity for a connected project.

What you can do
  • Provide project-specific context and memory to an AI agent working in a codebase
  • Support code-impact awareness and continuity of agent workflow across sessions
  • Serve context selected from an indexed documentation corpus for project questions
  • Connect through a per-project hosted endpoint rather than a local package
When to use it
Useful when you want a coding agent to carry project context and memory across sessions and tools, and you are willing to route that context through a hosted service tied to a specific project.
Requirements
A remote hosted endpoint at api.snipara.com, with a per-project path using your project slug. Authentication is required: an OAuth flow or an X-API-Key header (or bearer token) with access to the selected project. No local package or environment variables are declared.
Before you install
Requires an API key or bearer token that grants access to a project; keep it out of repositories and shared configs. Project context and queries are sent to a third-party hosted service. The published benchmark evidence is a single hosted run per task and is not a guarantee of model quality.

Installation

In SourceWeft

  1. Open Snipara Project Intelligence in the dashboard and add it to a workspace.
  2. Connect the required credentials. They are stored privately and never shown on public pages.
  3. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Other MCP clients

Follow the launch instructions in the repository.

README

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:

bash
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:

text
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.

Related projects

  • 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.

Source: README.md at commit ef5c013

Tools

0
This server asks you to sign in, so SourceWeft could not read its tools without an account and has not indexed them. What a connected account sees can depend on that account and its permissions.

Version history

1
  1. v1.0.0LatestSep 16, 2026

Score

85% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts