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.