Snipara Project Intelligence
Hosted MCP for source-backed project context, memory, code impact, and agent workflow continuity.
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About
Hosted MCP for source-backed project context, memory, code impact, and agent workflow continuity.
Details
- Kind
- MCP servers
- Topic
- AI, RAG & memory
- Publisher
- snipara
- Origin
- official
- Category
- ferramentas
- Transport
- http
- Version
- 1.0.0
- Last push
- 2026-07-21T17:11:44Z
- Repository state
- ativo
- Language
- Python
- License
- Apache-2.0
- Added
- 2026-08-29 03:02:15
- Updated
- 2026-08-29 03:02:15
- Origin id
io.github.Snipara/snipara
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 - [`server.json`](./server.json) describes the Hosted MCP server for the official MCP Registry. - [`io.github.Snipara/snipara`](https://registry.modelcontextprotocol.io/v0.1/servers?search=Snipara&limit=100) is the published official MCP Registry entry (`1.0.0`). - [`examples/hosted-mcp`](./examples/hosted-mcp) shows the primary HTTP setup path without hard-coding a project or API key. - [`benchmarks/hosted-context-2026-06`](./benchmarks/hosted-context-2026-06) contains the frozen June 19, 2026 context-selection evidence pack and its committed [`results.json`](./benchmarks/hosted-context-2026-06/results.json). - [`proof/project-continuity-2026-07`](./proof/project-continuity-2026-07) mirrors the measured summary from the public Project Intelligence proof replay, with its owned-repository and negative-control limits kept explicit. 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](https://www.snipara.com/proof) 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`](https://github.com/Snipara/snipara-evals) provides the deterministic Project Intelligence scoring library and CLI. - [`snipara-companion`](https://github.com/Snipara/snipara-companion) provides local workflow continuity and code-impact gates. - [`snipara-memory`](https://github.com/Snipara/snipara-memory) provides the standalone open-source memory engine. - [Snipara documentation](https://www.snipara.com/docs) documents the Hosted MCP, Project Intelligence, integrations, and security boundaries. ## License Apache-2.0. See [`LICENSE`](./LICENSE).