Hc Stark MCP Server

TinyZKP — Verifiable Receipts for AI Agents

tinyzkp.com · Try it in browser · API docs · Free signup

Mint a tamper-evident proof that a state-transition chain is consistent — start at X, apply these steps, provably reach Y — so an agent (or any caller) can hand over a verifiable receipt instead of "trust me." One MCP install. One API call. Verify in milliseconds. No cryptography degree required.

Three ways to start in under a minute

1. Try in browser, no signup

Mint and verify a real ZK proof at tinyzkp.com/try — type a value, hit Generate, hit Verify. Result in ~2 seconds.

2. Native install for AI agents (Claude Code)

claude mcp add --transport http tinyzkp https://mcp.tinyzkp.com

Your agent now has 10 state-transition proof tools (list_templates, describe_template, prove_template, poll_job, get_proof, verify_proof, ...) as native function calls. No signup, no API key, no credit card — the MCP endpoint is public and rate-limited via a server-side concurrency cap. For Claude Desktop, Cursor, OpenAI agents, and other MCP clients, see the MCP install guide.

Discovery via Smithery works the same way — the directory routes through Smithery's gateway to the same endpoint.

If you want Claude to recognize when a use case calls for a proof on its own (not just respond to "use TinyZKP"), install the companion Claude Skill at skills/tinyzkp-proofs/.

3. Terminal CLI (works against any TinyZKP API key)

npx @tinyzkp/cli templates                                # list available templates
npx @tinyzkp/cli prove accumulator_step '{"initial":1000,"final":1045,"deltas":[10,20,15]}' --wait
npx @tinyzkp/cli verify proof.json                        # always free

@tinyzkp/cli is a zero-dependency Node 18+ ESM package. See clients/cli/README.md for the full command reference.

What you can prove

More proof types are in development.

Two-line plain HTTP version

curl -X POST https://api.tinyzkp.com/prove/template/accumulator_step \
  -H "Authorization: Bearer tzk_..." \
  -H "Content-Type: application/json" \
  -d '{"params":{"initial":1000,"final":1045,"deltas":[10,20,15]}}'
# -> {"job_id":"a1b2c3d4-e5f6-7890-abcd-ef1234567890"}
curl https://api.tinyzkp.com/prove/<job_id> -H "Authorization: Bearer tzk_..."
# -> {"status":"succeeded","proof":{"version":5,"bytes":[106,143,59,44,...]}}

Verification is always free. The hosted API requires auth to prevent abuse; the public verifier and compatible first-party WASM verifier can verify without exposing an API key to the recipient. SDKs ship for Python (pip install tinyzkp), TypeScript (npm install tinyzkp), and Rust.

---

What sits underneath

hc-stark is the open-source Rust engine behind TinyZKP. The hosted service has been live since 2026-04-25 on a single dedicated Hetzner CPX42 (8 vCPU / 16 GB / Nuremberg); live health at tinyzkp.com/status. The engine uses a height-compressed streaming architecture that runs in O(√T) prover memory instead of O(T) — the structural advantage that lets us price the small-proof tier at $0.05/proof and offer a real free tier without going broke.

Measured, not asserted: in a reproducible sweep, the streaming commitment's peak working set stays ~0.04 MB from a 64-element trace up to a 16.7M-element one, where the conventional O(T) path needs 513 MB — a √T (≈4,096×) reduction, at the identical Merkle root. Re-run it with ./scripts/bench/run_sqrt_sweep.sh; numbers + method in docs/benchmarks/sqrt_memory_scaling.md.

The technical writeup is in docs/whitepaper.md.

Research lineage

TinyZKP has an older public repository, logannye/space-efficient-zero-knowledge-proofs, that explores sublinear-space proving with KZG commitments over BN254 and serves as research lineage for the memory-efficiency thesis. It is not the hosted TinyZKP engine and it is not the trust model behind the live API.

The current product path is this repository: transparent STARK-style state-transition receipts, no trusted setup ceremony for the receipt path, offline verification, SDKs, MCP, billing, and operations. The public reconciliation story is at tinyzkp.com/research, and the operating roadmap is in docs/strategy/reconciliation_roadmap.md.

---

Use the hosted API

The fastest way to start is the hosted service at api.tinyzkp.com. Free tier: 100 proofs/month, no credit card.

1. Get an API key

Sign up at tinyzkp.com/signup. Your key arrives via email instantly.

2. Submit a proof

Use template-based proving — no need to specify block_size, initial/final accumulator, or FRI parameters. The API handles it:

curl -X POST https://api.tinyzkp.com/prove/template/accumulator_step \
  -H "Authorization: Bearer tzk_..." \
  -H "Content-Type: application/json" \
  -d '{"params":{"initial":1000,"final":1045,"deltas":[10,20,15]}}'

3. Poll and verify

# Poll job status
curl https://api.tinyzkp.com/prove/<job_id> \
  -H "Authorization: Bearer tzk_..."

# Verify (free)
curl -X POST https://api.tinyzkp.com/verify \
  -H "Authorization: Bearer tzk_..." \
  -d '{"proof": {...}}'

Client SDKs

Python:

from tinyzkp import TinyZKP

async with TinyZKP("https://api.tinyzkp.com", api_key="tzk_...") as client:
    job_id = await client.prove_template("accumulator_step", params={"initial":1000,"final":1045,"deltas":[10,20,15]})
    proof  = await client.wait_for_proof(job_id)
    result = await client.verify(proof)  # free!

pip install tinyzkp

TypeScript:

import { TinyZKP } from "tinyzkp";   // alias of HcClient — both exported

const client = new TinyZKP("https://api.tinyzkp.com", { apiKey: "tzk_..." });
const jobId  = await client.proveTemplate("accumulator_step", { initial:1000, final:1045, deltas:[10,20,15] });
const proof  = await client.waitForProof(jobId);
const result = await client.verify(proof);  // free!

The tinyzkp package ships a dual ESM+CJS build (works in modern Node 18+ ESM, classic require(), bundlers, edge runtimes).

npm install tinyzkp

Browser (WASM — no server, no API key):

import init, { verify } from '@tinyzkp/verify';

await init();
const result = verify({ version: 5, bytes: proofBytes });
console.log(result.ok); // true — verified client-side

npm install @tinyzkp/verify

---

Pricing

Pay for state-transition receipts based on trace complexity. Verification is always free. The O(√T) prover-memory architecture is the pricing advantage: long traces can be metered by steps without forcing customers to reserve high-RAM prover boxes.

pricing.json at the repo root is the single source of truth for plan limits and the per-proof rate sheet, with parity tests on both the Rust (hc-server) and Python (billing/) sides — drift between either side and the JSON fails CI.

Self-serve plans

Self-serve paid plans bill monthly. Annual prepaid contracts should stay manual until annual usage metering is wired deliberately.

Compute (usage-based, no monthly base)

For long state-transition traces — the tier where the O(√T) prover replaces the RAM-heavy infrastructure you would otherwise operate yourself. zkVM, zkML, and custom rollup proving are roadmap / early-access work, not default self-serve products.

Enterprise covers reserved capacity, dedicated support, and SOC 2 / BAA / MSA paperwork via tinyzkp.com/contact. The legacy team slug remains as an admin/backward-compatibility alias for Pro and is not a public storefront plan.

Per-proof base rates (Developer plan)

Pro plans receive automatic 25% discounts and Scale plans receive 40% discounts on every regular receipt. Compute uses the step meter instead of the per-proof table, which is the right fit when trace length and RAM requirements are the buyer's pain. See tinyzkp.com/docs#plans for full details.

---

Proof templates

Browse templates via the discovery API:

# List all templates
curl https://api.tinyzkp.com/templates

# Get full schema + example for a template
curl https://api.tinyzkp.com/templates/accumulator_step

# Submit a proof using a template (smart defaults, no block_size needed)
curl -X POST https://api.tinyzkp.com/prove/template/accumulator_step \
  -H "Authorization: Bearer tzk_..." \
  -H "Content-Type: application/json" \
  -d '{"params":{"initial":1000,"final":1045,"deltas":[10,20,15]}}'

# Estimate cost before proving (no auth required)
curl -X POST https://api.tinyzkp.com/estimate \
  -d '{"template_id":"accumulator_step","params":{"initial":1000,"final":1045,"deltas":[10,20,15]}}'

More proof types are in development.

---

AI agent integration (MCP)

hc-stark ships as an MCP server so AI agents (Claude, GPT, Cursor) can generate and verify proofs natively. Supports both local (stdio) and remote (HTTP) transport.

Remote access (no install, no auth)

# Claude Code
claude mcp add --transport http tinyzkp https://mcp.tinyzkp.com

The hosted endpoint at mcp.tinyzkp.com accepts both public requests (no Authorization header — bounded by HC_MCP_MAX_INFLIGHT=2) and authenticated requests (Authorization: Bearer tzk_...). Authenticated requests get per-tenant rate limits matched to their plan: Free 10/min, Developer 100/min, Pro 300/min, Scale 500/min — same ladder as the HTTP API's prove_rpm. Setting HC_MCP_TENANT_RPM to a non-zero value overrides the plan ladder with a single global cap (operator throttling during incidents). Authenticated requests bypass the global anonymous cap. Operators who want to lock down the public lane entirely can set HC_MCP_REQUIRE_AUTH=true to require Bearer on every call. The HTTP transport also validates the Origin header against an allowlist that includes *.claude.ai, *.anthropic.com, and tinyzkp.com.

Additionally, https://mcp.tinyzkp.com/.well-known/mcp/server-card.json serves a static server card (RFC-style description with the full tools list + configSchema) for MCP-directory scanners that prefer not to do live tools/list discovery — Smithery uses this path to populate the catalog.

Local install (stdio)

cargo install --path crates/hc-mcp --bin hc-mcp-stdio

Or download a prebuilt binary from the releases page.

Claude Desktop (claude_desktop_config.json):

{
  "mcpServers": {
    "tinyzkp": {
      "command": "hc-mcp-stdio"
    }
  }
}

Companion Claude Skill

The repo also ships a Claude Skill that teaches Claude when and how to use these tools. Install it alongside the MCP and Claude will recognize situations where a proof is the right primitive — agent-action receipts, state-transition attestation — without the user having to explicitly say "use TinyZKP."

MCP tools

All 10 tools declare title, readOnlyHint, destructiveHint, idempotentHint, and openWorldHint annotations.

The standard workflow is list_templates → describe_template → prove_template → poll_job → get_proof → verify_proof. verify_proof is a pure cryptographic check — anyone with the proof bytes can run it independently of TinyZKP.

---

API reference

Base URL: https://api.tinyzkp.com

Interactive API explorer: api.tinyzkp.com/docs

Authentication

Most proving and account-management HTTP API endpoints require a Bearer token:

Authorization: Bearer tzk_...

Server-side verification is free but still requires auth to prevent abuse. The hosted MCP transport is different: mcp.tinyzkp.com/mcp accepts an anonymous public lane with a global concurrency cap, and optional Bearer auth for per-plan limits.

Rotate a compromised key instantly:

curl -X POST https://tinyzkp.com/api/rotate-key \
  -H "Authorization: Bearer tzk_YOUR_CURRENT_KEY"

---

Public website and distribution assets

The Cloudflare Pages site lives in site/. It is intentionally more than a marketing page: it includes buyer-routing pages, trust/pricing/evaluation content, integration guides for agent surfaces, and machine-readable assets for automated buyers and agent catalogs.

Key public contracts:

• site/llms.txt and site/discovery.json for crawler/agent discovery.
• site/openapi.json, site/mcp.json, and site/integrations.json for API/MCP/integration metadata.
• site/templates.json, site/limits.json, and site/pricing.json for product boundaries, quotas, and pricing surfaces.
• site/schemas/ for receipt and agent-output JSON schemas.
• site/vendor/tinyzkp-verify/ for the first-party browser verifier bundle used by the public verifier path.

Before publishing, run:

git diff --check
python3 scripts/ci/site_route_check.py
python3 scripts/ci/site_deploy_check.py
node scripts/ci/site_worker_dispatch_test.mjs
pytest billing/tests/test_pricing_parity.py billing/tests/test_site_pricing_parity.py

Do not commit real tzk_..., sk_live_..., whsec_..., or INTERNAL_SECRET values. Public examples must use placeholders such as tzk_..., tzk_YOUR_KEY, or documented fake test fixtures only.

---

Self-host

Build from source

# Build and test
cargo test --workspace

# Run the server locally
HC_SERVER_API_KEYS=demo:demo_key cargo run -p hc-server --release

# Run with Docker Compose (server + Prometheus + Grafana + billing)
GRAFANA_ADMIN_PASSWORD=changeme docker compose up --build

Docker Compose stack

The full production stack includes:

# Production deploy (Hetzner example)
docker compose -f docker-compose.yml -f deploy/hetzner/docker-compose.prod.yml up -d

See docs/operations.md for full configuration reference.

Server configuration

Zero-knowledge mode

The default public path is transparent state-transition attestation: the receipt proves the transition chain, but it is not a privacy claim. Protocol v4 supports experimental masking parameters for audited use cases:

• API: Set zk_mask_degree > 0 in the prove request
• CLI: cargo run -p hc-cli -- prove --zk-mask-degree 8
• MCP: "zk": true in prove parameters

Do not describe the default accumulator_step receipt as hiding inputs from TinyZKP or from the verifier. Treat privacy-oriented templates as gated until separately audited.

---

How the repo is organized

hc-stark/
  crates/
    hc-core/        # Field arithmetic (Goldilocks), FFTs, SIMD
    hc-commit/      # Merkle trees, vector commitments
    hc-hash/        # Hash digests, Fiat-Shamir transcripts
    hc-fri/         # Streaming FRI prover/verifier
    hc-air/         # AIR definitions, constraints, selectors
    hc-vm/          # 28-instruction register VM, DSL compiler
    hc-replay/      # Block producers, deterministic replay
    hc-prover/      # Height-compressed streaming prover
    hc-verifier/    # STARK verifier
    hc-sdk/         # Proof serialization, output formats
    hc-workloads/   # proof templates + workload registry
    hc-mcp/         # MCP server for AI agents (10 tools)
    hc-server/      # axum HTTP API with multi-tenant auth
    hc-cli/         # CLI: prove/verify/bench/recursion
    hc-bench/       # Benchmarking harness
    hc-recursion/   # Proof aggregation (in development)
    hc-height/      # Height-compression interfaces
    hc-simd/        # SIMD-accelerated field ops
    hc-wasm/        # WASM verifier (@tinyzkp/verify npm package, 785K)
    hc-python/      # Python bindings
    hc-node/        # Node.js native bindings
    hc-rollup/      # Rollup state transition API
  clients/          # Python, TypeScript, and Rust client SDKs
  billing/          # Stripe billing (tenant provisioning, usage sync)
  site/             # Marketing site (tinyzkp.com, Cloudflare Pages)
  deploy/           # Docker, Prometheus, Grafana configs
  docs/             # Whitepaper, operations, proof format specs
  contracts/        # Verifier contract interfaces

---

How the prover works

Classic STARK pipeline

A standard STARK prover materializes the full trace (T rows), FFTs over full vectors, builds Merkle trees, and answers queries. Memory: O(T).

Height-compressed pipeline

hc-stark refactors this into a streaming computation tree:

1. Block tiling — Choose block size b ~ √T. The trace becomes T/b ~ √T blocks.
2. Computation tree — Each STARK step becomes a binary tree of block computations.
3. Pointerless DFS — The tree is traversed with O(log T) stack frames — no heap-allocated tree.
4. Replay engine — Only O(1) blocks are live at any time. Blocks are replayed from checkpoints.

Peak prover space: ~O(√T · polylog(T)).

---

Development

# Full test suite
./scripts/test_suite.sh all

# Specific categories
./scripts/test_suite.sh sanity   # Build, unit tests, CLI roundtrip
./scripts/test_suite.sh stress   # Edge cases, parameter variations
./scripts/test_suite.sh ladder   # √T scaling verification with RSS tracking

# Benchmarks
cargo run -p hc-cli -- bench --scenario prover --auto-block-size --trace-length 1048576
cargo run -p hc-cli -- bench --scenario merkle --leaves 4096 --queries 128
cargo run -p hc-cli -- bench --scenario recursion --proofs 8

Standards

• Toolchain: Rust stable, cargo fmt, cargo clippy -- -D warnings
• Safety: All crates use #![forbid(unsafe_code)]
• Error handling: HcError / HcResult<T> / hc_ensure! — no panics in library code
• CI: .github/workflows/ci.yml runs fmt, clippy, test, full suite, and benchmark regression gating on every push

---

Troubleshooting

claude mcp add succeeds but tools don't appear

The connector may need a session restart. Quit Claude Code (or close the conversation) and start a fresh one. In Claude.ai web, the connector also needs to be enabled per-conversation via the connector picker — not all chats expose all installed connectors.

prove_template returns status: failed with query_count … below minimum

You're hitting an old build of the MCP server (this was a real bug, fixed in commit f4f27ae). The hosted endpoint at mcp.tinyzkp.com is current; if you self-host, pull the latest main.

verify_proof returns valid: false

This is the system working as intended. A failed verification means one of: the proof bytes were tampered with in transit, the public inputs you passed differ from the prover's, or the prover lied. Re-fetch the proof via get_proof and try again. If it still fails, the proof is genuinely invalid — do not treat it as authentic.

Long-running proofs / timeouts

The accumulator_step template typically completes in ~1–3 s and may need 2–3 polls. Wait ~1–2 s between polls; do not loop without a delay. If a job stays in running state for >30 s, that's a bug — file an issue with the job_id.

"Could not connect to MCP server"

Check https://tinyzkp.com/status for the live health of mcp.tinyzkp.com. If the endpoint is up but you still can't connect, you're probably behind a corporate firewall — the MCP traffic is HTTPS POST to mcp.tinyzkp.com:443. Allowlist the host or use a personal network for testing.

CORS errors in browser-based clients

Caddy is configured to send the right CORS headers (Access-Control-Allow-Origin: *, all standard methods, Mcp-Session-Id exposed) and to respond 204 to OPTIONS preflights. If you see a CORS error, capture the failing request's Origin header and the response headers and file an issue.

Anything else

Open an issue at https://github.com/logannye/hc-stark/issues or email logan@tinyzkp.com. Include: the tool name, the parameters you passed (redact secrets), the response you got, and any job_id.

---

Roadmap

Shipped

• Height-compressed streaming prover with O(√T) memory
• Complete verifier with streaming Merkle replay
• Zero-knowledge mode (protocol v4)
• Hosted MCP server live at mcp.tinyzkp.com — anonymous lane (no Bearer required, bounded by global concurrency cap) plus authenticated lane with per-plan rate limits matching the HTTP API ladder; full tool annotations + Origin allowlist + opt-in closed-door mode (HC_MCP_REQUIRE_AUTH=true)
• Claude Skill (tinyzkp-proofs) — teaches Claude when and how to mint and verify ZK proofs via the MCP, even when the user doesn't say "zero-knowledge proof" explicitly
• MCP server with 10 tools for AI agents (stdio + HTTP transport)
• Streamable HTTP transport for MCP (remote agent access)
• Proof templates with discovery API (GET /templates)
• Template-based proving (POST /prove/template/:id)
• Cost estimation endpoint (POST /estimate)
• Proof inspection endpoint (GET /prove/:job_id/inspect)
• WASM verifier package (@tinyzkp/verify, 785K)
• @tinyzkp/cli published to npm — npx @tinyzkp/cli verify proof.json
• Self-service API key rotation (POST /api/rotate-key)
• DSL compiler for custom programs
• Multi-tenant HTTP API with rate limiting
• Production service at tinyzkp.com
• Stripe billing (Free tier, $19 Developer, $79 Pro, $199 Scale, plus a usage-based Compute product at $0.50/M trace steps; monthly self-serve checkout; team retained only as a legacy/admin alias for Pro)
• Publish-ready client SDKs — Python (pip install tinyzkp, on PyPI), TypeScript (npm install tinyzkp, dual ESM+CJS build, on npm), Rust (cargo add tinyzkp)
• MCP directory listings:
  • Smithery — live since 2026-04-28. Catalogued from a static server-card.json at https://mcp.tinyzkp.com/.well-known/mcp/server-card.json.
  • Anthropic MCP directory — application submitted 2026-04-28, pending review.
  • mcp.so — submission packet prepared at marketing/MCP_DIRECTORY_MCPSO.md, submission pending.
  • All three submission paths are operator-driven web forms — no CLI/PR submission path exists. Packets at marketing/MCP_DIRECTORY*.md document what each form expects.
• Browser playground at tinyzkp.com/try — mint and verify proofs without signup
• Live status page at tinyzkp.com/status — real Grafana panels backing it
• Docker Compose production stack with monitoring (Prometheus + Grafana + Alertmanager)
• Templates with copy-paste examples + integration tests — full curl, Python, TypeScript, Rust, and CLI snippets shipped on tinyzkp.com/docs, with copy buttons and compatibility guidance; integration test at crates/hc-workloads/tests/template_examples.rs asserts every documented template example builds via build_from_template()
• Customer-discovery pipeline — recruit → script → synthesis playbook in marketing/USER_INTERVIEWS.md, targeting 5 interviews / 14 days against free-tier signups, MCP installs, and playground completions
• Protocol transcript v2 contract — versioned Fiat–Shamir transcript domains (hc-stark/v2, hc-stark/fri/v2) with canonical labels in hc_hash::protocol; treated as a wire-compatibility contract (see docs/whitepaper.md §7.0 and docs/design_notes/security_considerations.md §2.4)
• Security audit suite — threat model, soundness argument (conjectured, audit-pending), and audit checklist under docs/security/, plus per-pillar fuzzing harnesses under fuzz/

Recently shipped (production-readiness sweep)

Sprint of focused production-readiness work, organized around the categories flagged in an external code review:

• Perf (compounding through the prove pipeline):
  • Goldilocks fast reduction, ~8.4× on the field-mul primitive
  • rayon-parallelized batch field ops (above 524K elements)
  • SIMD specialization for the FRI fold hot path, ~1.4×
  • Precomputed FFT twiddle table per stage, ~1.5×
• Billing correctness:
  • Stripe Meter-Event idempotency keys derived from immutable proof identity
  • Try/except + alert on post-MeterEvent SQLite UPDATE billed=1 failure
  • Freshness check warns if rows age past Stripe's dedup window
• Auth & rate limits:
  • Optional Bearer auth on MCP with opt-in closed-door (HC_MCP_REQUIRE_AUTH)
  • Per-plan MCP rate-limit ladder matching hc-server's prove_rpm
  • Optional Postgres-backed shared quota (HC_RATE_LIMIT_PG_URL) across HTTP API and MCP
  • 5-minute API key rotation grace window (no in-flight 401s on rotation)
• Ops & resilience:
  • hc-worker binary validated at boot (refuses to start if missing/non-executable)
  • SQLite busy_timeout=5s on jobs/usage handles + Python cron parity
  • Concurrent worker-spawn cap (HC_SERVER_MAX_WORKER_SPAWN, EMFILE guard)
  • Prometheus histograms: SQLite lock-wait, worker spawn time, job queue depth
• Single source of truth:
  • pricing.json at repo root, with parity tests in both Rust and Python
• Testing:
  • Failure-mode integration tests (auth-file corruption, SQLite contention)
  • Worker-crash mid-prove → Failed status (regression guard)
• Docs & infra:
  • Postgres migration plan + Phase 1 usage dual-write behind HC_SERVER_PG_URL
  • Phase 2-ready Postgres usage read source behind HC_SERVER_USAGE_READ_FROM=postgres
  • Postgres tenant/auth read source behind HC_SERVER_AUTH_PG_URL
  • Postgres job index backend behind HC_SERVER_JOB_INDEX_SOURCE=postgres
  • Restored cargo clippy -- -D warnings strict gate

Next

The next structural unlock is the full Postgres cutover — the single Hetzner SQLite ceiling sits at roughly tens of proves/min sustained, and horizontal scaling unblocks when usage reads, billing sync, tenant auth, and job state move off local SQLite/files. Phase 1 usage dual-write is wired today: set HC_SERVER_PG_URL to mirror usage_log, verify_log, and failed_proofs into Postgres while SQLite remains the source of truth. Phase 2 usage reads are implemented behind HC_SERVER_USAGE_READ_FROM=postgres; tenant/API-key auth has a billing-webhook mirror behind HC_TENANT_PG_URL and shared API/MCP reads behind HC_SERVER_AUTH_PG_URL. These switches should only be enabled after parity checks pass. The full operator sequence is in docs/postgres_migration.md.

After that, in priority order:

• Worker dispatch cutover: usage reads, billing sync, shared RPM windows, and the job index now have Postgres migration paths; worker request/proof handoff streams over stdin/stdout; and hc-job-worker can claim leased jobs, renew leases, watch cancellation, and publish terminal status/proof bytes. True multi-host proving still needs the production cutover to HC_SERVER_PROVE_DISPATCH=shared plus observed Postgres-backed operation.
• hc-zkml (verifiable AI inference) — Phase 1 of the four-pillar extension roadmap. Public API + type contracts already locked in; tiled MatMul AIR + ONNX subset frontend is the next implementation.
• Worker warm pool (vs current spawn-per-job) — ops concern under hundreds-per-min QPS; bounded today via the spawn-cap semaphore.
• Custom program sandboxing (paid tier).
• Node.js native bindings package — scaffolded at crates/hc-node (NAPI cdylib + rlib).
• GPU acceleration (CUDA/Metal kernels).
• Rollup state-transition API — hc-rollup crate already in the workspace.
• hc-zkvm / hc-sumcheck / hc-ipa — Phases 2–4 of the extension roadmap.
• Distributed proving across multiple machines.

---

Links

Product

• Marketing site: tinyzkp.com
• Browser playground: tinyzkp.com/try
• Long-trace compute brief: tinyzkp.com/compute
• Research lineage: tinyzkp.com/research
• Security & audit status: tinyzkp.com/security
• Account dashboard: tinyzkp.com/account
• Docs: tinyzkp.com/docs
• Swagger UI: api.tinyzkp.com/docs
• Status: tinyzkp.com/status
• Sign up / contact: tinyzkp.com/signup · tinyzkp.com/contact

Distribution

• Smithery listing: smithery.ai/servers/logan/tinyzkp-mcp
• PyPI: pypi.org/project/tinyzkp
• npm — TS SDK: npmjs.com/package/tinyzkp
• npm — CLI: npmjs.com/package/@tinyzkp/cli
• npm — WASM verifier: npmjs.com/package/@tinyzkp/verify
• Cargo: crates.io/crates/tinyzkp

Documentation truncated — see the full README on GitHub.