proofpress

[//]: # (ob:6ec771b4) <p align="center"> <img src="assets/logo.svg" alt="Proofpress logo" width="88" height="88"> </p> [//]: # (ob:de7999eb) # Proofpress [//]: # (ob:7542280e) [](pyproject.toml) [](docs/REMOTE_MCP.md) [](https://github.com/chenmingtang830/proofpress/actions/workflows/ci.yml) [](LICENSE) [//]: # (ob:e667d986) **Verified knowledge infrastructure for agent-native research teams.** [//]: # (ob:92fbc10e) Proofpress is the **Intelligence Ledger for agent-native research teams**. It turns experiment findings, evaluation conclusions, model and harness decisions, and negative results into organization-owned knowledge with evidence, evaluation, scope, Human Approval, declared use, and outcomes. **Own your intelligence. Verified. Governed. Cumulative.** [Website](https://proofpress.dev) · [Quick start](#quick-start) · [Product thesis](docs/THESIS.md) · [Remote MCP](docs/REMOTE_MCP.md) [//]: # (ob:62009490) [//]: # (ob:thesis-summary) [//]: # (ob:53ef8f8a) ## Research output is growing faster than teams can trust—or retain [//]: # (ob:87f7edac) Every research run can produce findings, decisions, failures, and learnings that should change future work. Two failures prevent that intelligence from compounding: | Unverified | Scattered | |---|---| | **Research output scales. Verification does not.** | **Agents learn. Research teams forget.** | | Claims travel without durable evidence, scope, review, or authority. | Useful learnings disappear into runs, traces, chats, files, tools, and people. | <p align="center"> <img src="assets/architecture/agent-knowledge-inflection.svg" alt="Illustrative curve showing agent-produced research output growing faster than human-curated research knowledge as it exceeds a team's verification capacity" width="100%"> </p> _{Illustrative model, not measured data. Without a trusted learning loop, the gap keeps widening.} ## Today's stack captures pieces—not trusted intelligence | Layer | Primary role | What remains unresolved | |---|---|---| | Observability | Records activity | Activity is not reusable knowledge. | | Memory | Recalls history | Recall is not durable learning. | | Knowledge graphs and ontologies | Map relationships | Structure is not verified knowledge. | | **Proofpress** | **Governs evidence-backed research learnings and reliance** | **What may future researchers and agents trust and reuse?** | These systems are complementary. They can provide evidence to Proofpress or consume governed context from it. Proofpress supplies the governed record of what research teams learned, why it is trusted, and where it may be reused. [//]: # (ob:41b3a522) [//]: # (ob:governed-handoff) [//]: # (ob:cf8ae608) ## The Intelligence Ledger Any agent can propose a learning with evidence through MCP, CLI, Python, or HTTP. Proofpress records the exact version, evaluates its support and scope, and routes it through Human Approval. Only human-approved, current, in-scope knowledge becomes governed context for future work. 1. **Propose with evidence.** Preserve the source, version, and intended scope. 2. **Evaluate.** Apply deterministic checks and optional model or external assessments. 3. **Approve.** An authenticated human admits, rejects, or requests revision. 4. **Reuse deliberately.** Record the exact governed context presented and the claim versions an agent explicitly relied on. 5. **Connect outputs and outcomes.** Keep artifact hashes, tests, feedback, and later observations attached to the work. 6. **Improve through governance.** Use new evidence and outcomes to propose the next review without silently rewriting organizational truth. [//]: # (ob:8282eb31) Agents may submit, propose, evaluate, and retrieve. They may never approve their own claims or administer owner authority. [//]: # (ob:612fa08f) [//]: # (ob:product-surfaces) [//]: # (ob:57f61eb0) ## An open intelligence layer [//]: # (ob:1aa1b52d) <p align="center"> <img src="assets/architecture/product-architecture.svg" alt="Proofpress architecture connecting agents through MCP, Python, CLI, or HTTP to evaluation, Human Approval, and governed reuse" width="100%"> </p> [//]: # (ob:ed5c57b7) MCP, CLI, Python, and HTTP call the same versioned lifecycle. Models, agents, workflows, and harnesses can change while the Intelligence Ledger stays with the organization. The ledger records the relationship between a task, the governed context it received, declared reliance, external outputs, and later observations. This is the foundation for continuous organizational learning; it does not collapse evaluation, real-world outcomes, and Human Approval into one score. The Owner workspace is the Human Approval layer: review the candidate and its support, inspect lineage, then admit, reject, or request revision. <p align="center"> <img src="assets/product/research-ledger-record.svg" alt="Illustrative Intelligence Ledger record showing a scoped Harness B research conclusion admitted through Human Approval for next-experiment reuse" width="100%"> </p> [Task run tracking](docs/TASK_RUNS.md) documents the append-only Run, ContextReceipt, Reliance, Output, and Observation contracts. [//]: # (ob:8db33fda) [//]: # (ob:quickstart) [//]: # (ob:4ccd51b9) ## Quick start Choose the path that matches what you want to do: | Goal | Start here | |---|---| | See Proofpress work on your machine | Run the two-minute local demo below. No account or token is required. | | Connect an agent to an existing Hosted workspace | [Install the agent plugin](plugins/proofpress/README.md), then use the workspace's assigned MCP URL. | | Run your own server | Follow the [self-hosting guide](docs/SELF_HOSTING.md). | ### Try the local demo in two minutes [//]: # (ob:70af4929) You need [Python 3.11+](https://www.python.org/downloads/), [Git](https://git-scm.com/downloads), and [`uv`](https://docs.astral.sh/uv/getting-started/installation/). Run these commands from any directory where you want the demo folder to be created: [//]: # (ob:1522656b) ```sh uv tool install --with "mcp>=2,<3" "git+https://github.com/chenmingtang830/proofpress.git" proofpress quickstart --ui ``` The second command creates a new `./proofpress-demo` Git repository, loads synthetic evidence and claims, and opens the local review UI. You can inspect a candidate, make the Human Approval decision, and see which admitted claims are available as governed context. Stop the UI with `Ctrl-C`; the demo stays in `./proofpress-demo`. <p align="center"> <img src="assets/quickstart/local-ui-review-queue.png" alt="Proofpress local demo review queue with synthetic claims ready for human review" width="100%"> </p> The command also writes `proofpress-demo/proofpress-mcp.json`, a ready-to-copy local MCP configuration with absolute paths filled in. To create the demo without opening a browser, run `proofpress quickstart --no-browser` instead. Choose another empty destination with `--workspace PATH`. ### Connect an agent to a Hosted workspace From the repository whose agent work you want Proofpress to govern: 1. Install the [`proofpress` Agent Plugin](plugins/proofpress/README.md) for Codex, Claude Code, or Cursor. It bundles the governed-context skill and policy assets; a separate skill download is unnecessary on the normal path. 2. Add the `/mcp` URL assigned to your team. The generic plugin intentionally contains no customer endpoint, so it cannot silently connect to another workspace. 3. Complete OAuth with the separate agent credential issued for that client. Never use an owner or recovery credential in an agent client. 4. Start a fresh agent session. If you want repository-specific proposal selection, ask: **“Initialize a Proofpress policy for this repository.”** Review and commit the generated `.proofpress/context-policy.yaml`. 5. Give the agent a real task. It will retrieve eligible context when available, submit bounded proposals when warranted, and stop for Human Approval. For example, Codex users can install from this repository and connect an assigned Hosted workspace as follows: ```sh codex plugin marketplace add chenmingtang830/proofpress --ref main codex plugin add proofpress@proofpress-plugins codex mcp add proofpress --url https://YOUR-PROOFPRESS-HOST/mcp codex mcp login proofpress ``` Installing the plugin does not create a Hosted workspace, MCP connection, or ledger. Each team needs a separately provisioned Hosted workspace or a self-hosted deployment. See [Remote MCP](docs/REMOTE_MCP.md) for Claude Code, Cursor, manual fallback, and the full authorization boundary. Want a managed Hosted Proofpress session and to work with us as a design partner? [Tell us about your workflow](https://ancient-ball-940.notion.site/eacf21eef9b54c3287f72892cd024a1c?pvs=105). Building Proofpress itself? Use the [contribution guide](CONTRIBUTING.md). [//]: # (ob:6b08a324) [//]: # (ob:python-example) ### Use the Python client Run the same lifecycle in-process or over HTTP: [//]: # (ob:d50b7fde) ```python from proofpress import ProofpressClient, ProofpressError client = ProofpressClient.in_process(".") evidence = client.import_evidence("run.otlp.json", idempotency_key="run-001") candidate = client.propose_claim( "The bounded result is ready for review.", evidence["evidence"], scope="experiment:demo", proposer="agent:runner", idempotency_key="proposal-001", ) # A human authorizer reviews through the owner surface. A successor agent reads: context = client.context(scope="experiment:demo", actor="agent:successor") ``` ### Connect an MCP client - The quickstart prints this local stdio configuration with absolute paths filled in. - For another workspace, point `--workspace` at the Git repository Proofpress should govern. ```json { "mcpServers": { "proofpress": { "command": "/absolute/path/to/proofpress/.venv/bin/proofpress", "args": ["mcp", "--transport", "stdio", "--workspace", "/absolute/path/to/workspace"], "env": {"PROOFPRESS_MCP_PRINCIPAL": "agent:your-client"} } } } ``` - **Hosted:** open `/connect` and use its secret-free remote MCP URL. - **Authentication:** OAuth with PKCE binds each client to a separate agent credential. - **Details:** [Remote MCP](docs/REMOTE_MCP.md). [//]: # (ob:ea362434) [//]: # (ob:choose-deployment) [//]: # (ob:43d5590e) ## Choose a deployment [//]: # (ob:5da4d7b8) - **One local repository:** use the in-process client or localhost HTTP for a Git-backed ledger, local review, and governed-context reads. - **One owner across devices or agents:** use `proofpress hosted` for durable storage, scoped credentials, owner review, and HTTP/MCP access. - **Workflow-specific evidence:** use a profile or integration for typed validation without changing the authority model. - **Owner UI preview:** run `npm run preview:local` from `web/owner`; it reuses one ignored, mode-`0600` local credential and synthetic workspace. - **Hosted boundary:** the reference deployment is private, single-owner, and single-instance—not a multi-tenant Proofpress cloud. See [Self-hosting](docs/SELF_HOSTING.md). ### Self-host in three steps 1. Deploy this repository with [`render.yaml`](render.yaml), or use the provider-neutral examples in [`deploy/self-hosted/`](deploy/self-hosted/). 2. In a private server shell, bootstrap one owner workspace: ```sh proofpress hosted --database /var/data/proofpress.db \ bootstrap --workspace-id workspace:personal \ --owner-principal human:owner ``` 3. Store the one-time owner credential and recovery secret outside Git, then issue a distinct credential for each agent or device. Configure backups before relying on the instance. - The Blueprint contains no Proofpress credentials or customer data. - A fork uses the operator's own account, storage, domain, and billing. [//]: # (ob:99949965) [//]: # (ob:authority-boundary) - Submitting evidence or proposing a claim never admits it. - Agent credentials identify and constrain callers; they do not carry owner authority. - Governed-context reads return only admitted, current, in-scope, actor-eligible claims. [//]: # (ob:6bafd8a0) [//]: # (ob:integrations) [//]: # (ob:8641828f) ## Integrations and deployment [//]: # (ob:5ae3101c) - `proofpress.profiles.experiment` validates bounded metric, table-cell, and derivation evidence. - `proofpress.integrations.repository` binds one repository change to Git and check receipts for self-dogfood. - `proofpress.integrations.matter_catalog` and `proofpress.integrations.document_extraction` are optional evidence-entry integrations. Their output remains candidate evidence. - `proofpress hosted` runs the single-owner hosted control plane and web review surface. See [Self-hosting](docs/SELF_HOSTING.md). - [AFF](https://github.com/only-then-labs/aff) is the separate Apache-2.0 format and CLI for portable agent Findings. Its [collaborator trial](https://github.com/only-then-labs/aff/blob/main/docs/SHARE.md) works with a Git collection; Proofpress is an optional open-source governance runtime for authenticated review and reuse. - Proofpress's OAFF v0.1 integration can [export bounded claims](docs/OAFF_EXPORT.md) and [receive foreign candidate packages](docs/OAFF_IMPORT.md) without granting receiver-local authority. [//]: # (ob:b877cee5) [//]: # (ob:reading-path) [//]: # (ob:a3e02529) ## Read this next [//]: # (ob:3159be00) - **Work on the repository:** [repository structure and ownership](docs/REPOSITORY_STRUCTURE.md). - **Understand the product:** [Thesis](docs/THESIS.md) → [claims and governed context](docs/VERIFIED_KNOWLEDGE_LEDGER.md) → [FAQ](docs/FAQ.md). - **Connect an agent:** [trace integration](docs/TRACE_ADAPTER.md) → [content-addressed receipt adapter](docs/CONTENT_ADDRESSED_ADAPTER.md) → [external experiment evidence](docs/EXTERNAL_EXPERIMENT_INGESTION.md) → [Baseten training evidence](docs/BASETEN_TRAINING_ADAPTER.md) → [spreadsheet cell evidence](docs/SPREADSHEET_ADAPTER.md) → [MCP and WebMCP](docs/WEBMCP.md) → [repository dogfood](docs/REPOSITORY_DOGFOOD.md). - **Run it privately:** [self-hosting guide](docs/SELF_HOSTING.md) → [`render.yaml`](render.yaml) → [deployment examples](deploy/self-hosted/). - **Explore prior experiments:** [study catalog](studies/README.md). Research evidence is separately scoped; it is not a blanket product-efficacy claim. [//]: # (ob:6ec793e2) [//]: # (ob:limits) - Python-first and single-owner today. - No multi-owner workspaces or customer VPC packaging. - No Notion or multi-repository knowledge ingestion. - Not a universal OCR, RAG, memory, or search platform. [//]: # (ob:e9a649ec) [//]: # (ob:compatibility) [//]: # (ob:6e4b22d6) ## Compatibility [//]: # (ob:34226b85) Python is the supported SDK and CLI installation path. Older Python imports, console aliases, and portable top-level commands remain deprecated forwarding shims; new integrations should use `ProofpressClient`, `proofpress`, and `proofpress legacy ...` for the portable artifact ledger. Browser tooling is used internally to build the landing page and Owner workspace; it is not a customer integration surface. [//]: # (ob:85117b99) [//]: # (ob:docs-release) See the [documentation index](docs/README.md), [study catalog](studies/README.md), and [GitHub Releases](https://github.com/chenmingtang830/proofpress/releases). 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