Current public release: v1.0.1, with 15 aligned packages named
@codesoul-co/hypha-*. The versioned user guide
includes an API atlas for every package, custom FSM control, and a complete composition example.
What is hypha?
hypha is an open-source TypeScript framework built around two cooperating layers: an
and a . The Agent Core handles reasoning/ReAct, planning, tool selection, Memory
access, and model/context orchestration; the Production Harness turns those decisions into bounded,
event-backed execution with FSM control, policy/approval, checkpoints, recovery, replay, and audit.
Harness-oriented agent system framework for production-grade LLM agent applications
2026-10-27
Sao
449
Công cụ
—
Thời gian hoạt động
—
Agent Core
Production Harness
Product-specific behavior is declared through a DomainPack, not hard-coded into the runtime. A
DomainPack compiles tasks, workflows, capabilities, prompts, Memory, policy, evaluation, and output
contracts into the shared Core + Harness. A cross-cutting Cache & Reuse Plane then reuses
validated work across reasoning, tools, Memory, execution, and inference while remaining a disposable
projection: cache state can accelerate execution, but it can never become authority or replace Event,
Artifact, receipt, or checkpoint evidence.
Architecture at a glance
Layer
Primary responsibility
Agent Core
Reasoning/ReAct, planning, tool selection, Memory access, model and context orchestration.
Production Harness
FSM execution, Event/checkpoint control, policy/approval, continuation, recovery, audit, and replay.
DomainPack
Declares the product-specific task, workflow, capability, Memory, Skill, Prompt, Policy, evaluation, and output contracts compiled into the shared runtime.
Cache & Reuse Plane
Reuses validated model work, reasoning structures, tool/execution results, Memory/context projections, and prefix/KV state without becoming a source of truth or authority.
This separation is what lets the same runtime support very different agent products. A coding agent,
finance agent, legal agent, or research agent can share the same Core + Harness while changing the
DomainPack, capability bindings, policies, evaluation contracts, and domain-specific state.
Cache management and typed cache trees
Cache is a first-class control plane in hypha, not a single response-cache feature. The system
distinguishes several reuse layers because an exact LLM response, a reasoning subgraph, a tool result,
a Memory projection, and a KV prefix have different validity and invalidation requirements.
Cache layer
Reusable unit
Typical validity boundary
Serving Cache
Exact normalized model response
Model/provider identity, normalized request, scope, TTL, and response validity.
Source-event provenance, dependency/revision closure, scope, validity state, and future demand.
Tool / Execution Cache
Eligible read-only tool results or deterministic execution results
Capability revision, Policy, external-state evidence, workspace/environment snapshot, idempotency, and scope.
Memory / Context Cache
Memory search and assembled context projections
Memory scope, mutation generation, source revision, provenance, and context policy.
Prefix / KV Cache
Prompt-prefix blocks, provider prefixes, or backend KV segments
Model/backend, Agent/Session/Domain scope, prompt dependencies, and prefix/KV revision.
A cache tree uses a typed root to partition reusable artifacts, compact parent nodes to route lookups
by hash prefix, and full logical keys at the leaves. New leaves can be inserted without rebuilding
unrelated branches, while stale leaves can be invalidated locally; the physical tree is therefore a
lookup structure, while Event and Artifact evidence remain the source of truth.
WorkCache extends that lookup pattern into semantic cache trees for agent execution:
Semantic tree
What it reuses
PlanTree
Plans, plan branches, and reusable planning artifacts.
ComputationTree
Reasoning/computation nodes and derived work; also the natural backing plane for Thinking Cache.
ToolTree
Eligible tool-call results and their provenance/validity metadata.
ObservationTree
Reusable observations tied to source evidence and scope.
VerificationTree
Verification, checking, and output-validation work.
MemoryTree
Memory-derived projections whose validity follows Memory mutation generations and scope.
RecoveryTree
Recovery knowledge keyed by failure context and relevant runtime revisions; hits are advisory and must be revalidated.
PromptPrefixTree
Stable prompt blocks and prefix materialization used by provider/backend prefix reuse.
The central invariant is reuse without authority. A hit may avoid recomputation, but it cannot
authorize a Tool, skip Policy or Approval, fabricate a receipt, advance the FSM, or replace Event and
Artifact evidence. Cache lookup, validation, invalidation, and bypass are therefore part of runtime
control rather than hidden implementation details.
Cache diagnostics across benchmarks
Tau3 benchmark results
The latest three-way comparison was run against Hypha main@ef33263 with one trial per task
(385 tasks total). The base model was deepseek-v4-flash. Hypha is the framework result and
Direct is the direct model-call baseline. Neither arm reported a system error.
No cache hit or provider response can authorize a side effect, advance the FSM, or replace Event and
Artifact evidence. Tool, MCP, Memory, file, execution, and external writes pass through policy,
trace, cancellation, deadline, idempotency, and harness boundaries.
Express API server and an example CLI that consume the same framework runtime.
Quick start
Requirements
Node.js 22 or newer
npm
MongoDB and Redis for the bundled API server
At least one configured model provider or a reachable local model endpoint
1. Install the workspace
git clone https://github.com/CodeSoul-co/Hypha.git
cd Hypha
npm ci
cp .env.example .env
Keep product configuration out of tracked templates. Set HYPHA_CONFIG_PATH to a user-owned YAML
overlay; see Upgrading for the conflict-free update layout.
For a disposable local MongoDB and Redis environment, you may use containers:
docker run -d --name hypha-mongodb -p 27017:27017 mongo:8
docker run -d --name hypha-redis -p 6379:6379 redis:7-alpine
You can instead set MONGODB_URI and REDIS_URL to self-hosted or managed services.
2. Configure identity and a model provider
Edit .env. Keep credentials out of config.yaml and source control.
The default deployment mode is single-user. Registration remains disabled and the configured owner
is created during startup. Internal data access still retains user, Session, Run, Workspace, and
tenant boundaries.
/health is process liveness. /ready is the traffic gate: it returns a failure status until
storage, the selected model provider, Memory, the canonical Runtime graph, and required workers are
ready. The route index is available at http://127.0.0.1:3000/api/v1/docs.
4. Use the CLI
npm run cli -- login --email [email protected]
npm run cli -- chat "Explain the active runtime" --stream
npm run cli -- tools
npm run cli -- skills
npm run cli -- workflows
The CLI stores its endpoint configuration and JWT under ~/.hypha by default. Set
HYPHA_BASE_URL and HYPHA_HOME to use another server or an isolated client profile.
Develop an agent with a DomainPack
Domain Packs are the supported product-integration boundary. Product-specific tasks, prompts,
workflows, rules, and capability selections belong in a Domain Pack or product application—not in
@codesoul-co/hypha-core, @codesoul-co/hypha-kernel, or the generic Runtime.
For an application that consumes a versioned npm release, including separate Prompt, Skill, Tool,
policy, contract test, and HTTP Run submission, see the
release-agent example.
Accepted task types, input schemas, output-contract references, and default workflows.
outputContracts
Machine-verifiable final output schemas.
sessionProfiles
Default metadata and Memory, Context, Reasoning, Tool, MCP, Skill, and Policy profile references.
workflows
Product stages, guards, retry/timeout intent, human review, state-scoped capabilities, and topology evidence. ReAct Runs retain the protected Harness FSM; custom FSM Runs may use a separately validated application topology.
tools, toolProfiles
Stable Tool contracts and the profiles allowed to bind them to executable adapters.
mcpProfiles
Server references, capability import rules, trust policy, and version pinning.
memoryProfiles, contextProfiles
Memory selection, retrieval/write policy, context sources, provenance, and token budgets.
allowedSkills, skillPolicies
Which Skills an Agent may load and which tools or policies each Skill may use.
allowedPromptRefs, defaultPromptRefs
Versioned prompt templates that application composition must resolve.
policies, businessRules
Permission, approval, precondition, postcondition, and output constraints.
evaluationProfiles, regressionCases
Event-derived acceptance and regression definitions.
Keep provider URLs, bearer tokens, API keys, and deployment secrets out of the Domain Pack. It should
select stable profile references; the trusted application composition resolves those references to
live providers.
Apply resolved prompt, Skill, Tool, Memory, Context, Reasoning, and Policy references to the Agent.
bindings
Register only the selected concrete capabilities and state-level allowlists.
sessionInitialization
Create Session metadata and default profile references.
dependencySnapshot
Persist the complete versioned dependency closure used for replay and cache validity.
processHash and audit
Prove the compiler input and workflow identity associated with a Run.
3. Register the compiled system explicitly
A Domain Pack file does not become executable merely because it exists on disk. During application
startup, the trusted composition layer must:
Load the pack into a DomainPackRegistry and compile the selected task/workflow/profile set.
Resolve the Agent's model alias and versioned Prompt references.
Register the selected Skills and enforce workflow-state allowedSkills and requiredSkills.
Bind declared Tool contracts to local, HTTP, plugin, execution, or MCP adapters through the
governed Tool runner.
Connect and approve exact MCP capability revisions required by the compiled bindings.
Resolve the selected Memory profile through the Server Memory runtime configuration.
Create the Session from sessionInitialization, then persist processHash and
dependencySnapshot with the Run's Event evidence.
Execute the canonical fsmProcess, record Domain stage ids as Event evidence, and derive status
only from Events and persisted checkpoints.
This explicit activation step prevents an unreviewed YAML file, Skill, Tool, or remote MCP catalog
change from silently gaining runtime authority.
Custom FSM topology and owner control
Workflow-only Runs may execute a validated application-owned FSMProcessSpec, including custom
State ids, transitions, guards, retry/timeout declarations, and terminal states. ReAct Runs retain
the framework-owned Harness FSM so a product graph cannot bypass reasoning, policy, activity,
observation, verification, memory, or recovery phases.
Use analyzeFSMTopology() from @codesoul-co/hypha-fsm to inspect reachability, dead ends, and cycles. The
Server exposes GET /runtime/runs/:runId/fsm and the governed
POST /runtime/runs/:runId/fsm/transitions owner endpoint. Manual transitions require exact process
identity, expected State and Run revision, an idempotency key, a reason, and any guard variables;
the Runtime also enforces permission, Policy, Lease, fencing, terminal, Event, and replay rules.
See Custom FSM Topologies.
4. Narrow capability at the workflow state
DomainPack capability declarations are upper bounds. Each workflow state should narrow them:
Required Skills or capabilities that are missing, untrusted, policy-denied, expired, or different
from the Run snapshot fail closed before inference or dispatch.
5. Extend without copying the base pack
Use extendDomainPack() to upsert or remove declarations by stable id, then assign a new version:
The extended result is validated again. Removing a referenced Tool, Policy, Prompt, Skill, Memory
profile, or output contract therefore requires updating every dependent reference.
6. Test the domain as a product contract
For every supported DomainPack selection, test:
schema validation and unresolved-reference rejection;
deterministic processHash and dependency snapshots;
legal and illegal FSM transitions, retry, timeout, cancellation, and terminal states;
state-scoped Tool, MCP, Skill, Prompt, Memory, and Policy enforcement;
human-review approval, rejection, expiry, and resume revalidation;
Event-derived replay, audit, regression, and output-contract validation;
cache enabled and disabled without changing source-of-truth behavior.
The bundled Server reads configs/memory-profiles.yaml. Choose the
active profile in that file or point HYPHA_MEMORY_CONFIG_PATH to another validated profile set.
Profile
Intended topology
Required deployment configuration
native-lite
Embedded, single process
Local SQLite records, in-memory working state, local vector and embedding adapters.
native-default
Durable Hypha-native runtime
MongoDB record/history/outbox evidence and Redis working state.
mem0-oss
Self-hosted Mem0
HYPHA_MEM0_OSS_URL, optional API key, and Hypha-owned durable mapping/operation evidence.
mem0-platform
Managed Mem0
HYPHA_MEM0_PLATFORM_TOKEN and Hypha-owned durable mapping/operation evidence.
memorybank-managed
Vertex AI Memory Bank
Project, location, reasoning engine, and short-lived Google authorization configuration.
Profiles do not place credentials in DomainPack or Memory specs. Provider calls remain scoped,
audited, idempotent, revision-aware, and reconciled before uncertain writes are replayed. See
Memory provider profiles and
External Memory runtime.
Configure Tools, MCP, Skills, and prompts
Tool definitions and trusted adapter bindings live in config.yaml, configs/tools.yaml, and the
application composition layer.
Local MCP servers use a command and argument vector; remote servers use an endpoint plus a Secret
reference. Newly discovered capability revisions must satisfy trust and approval policy.
Skills can come from built-ins, ~/.hypha/skills, package registries, or an explicitly enabled
signed remote registry. Required Skills fail startup or context construction when unavailable.
Prompt templates live under apps/server/src/prompts; Domain Packs reference versioned prompt ids
rather than embedding deployment-specific prompt loading logic in core.
The Server includes governed utility.json, utility.text, utility.hash, filesystem, search, and
real local stdio MCP paths. Use Tool adapters,
Tool and MCP security, and the
HTTP API for configuration and invocation contracts.
Runtime, execution, and recovery
The Express Server composes the canonical Event authority and durable execution graph during
startup. Session-command, ReAct continuation, timer, recovery, and reconciliation workers perform
an initial sweep before readiness. Shutdown drains workers while their providers remain available.
Long-running work progresses in bounded quanta. The next quantum is reconstructed from Events,
checkpoints, Artifacts, capability snapshots, and provider receipts. Recovery uses explicit bounded
retry, reconciliation, fallback, degradation, compensation, human review, quarantine,
cancellation, and failure states; repeatedly entering a loop is not considered progress.
Execution providers are registered explicitly. Local process, Docker, remote sandbox HTTP,
PostgreSQL execution records, and S3-compatible Artifacts are available as adapters, but a
deployment should activate only the providers it trusts and can verify. See
Execution architecture and
Runtime model.
Serving Cache reuses exact, normalized model responses. Enable it with
HYPHA_SERVING_CACHE=memory, sqlite, or redis.
WorkCache stores bounded, event-derived projections and semantic cache trees. Use
HYPHA_WORKCACHE=off, memory, sqlite, or redis.
Thinking Cache reuses reasoning nodes, paths, and subgraphs through computation-oriented
WorkCache projections when the current model, reasoning, prompt, tool-schema, and scope identity
remain valid.
Tool result cache is opt-in for eligible none/read calls and requires stable external-state
evidence for reads.
Execution, Memory/context, Prompt-prefix, and Prefix/KV caches remain subject to their own
capability, dependency, revision, provenance, and scope checks; deployments may enable only the
providers they can validate.
All caches are disposable views. A cache miss or cache-provider failure can bypass reuse; a cache hit
cannot authorize a side effect, skip Policy or Approval, fabricate a receipt, advance the FSM, or
replace Event and Artifact evidence. Cache-enabled and cache-disabled execution must preserve the same
source-of-truth semantics.
HTTP API
The default API prefix is /api/v1. Protected routes use
Authorization: Bearer <jwt>. Primary surfaces include:
/chat and /chat/stream for agent interaction;
/runtime/runs/:runId plus /events, /replay, /audit, and /regression projections;
/tools, /tool-invocations, /tool-approvals, and /mcp for governed capabilities;
/memory and /memory-admin for scoped Memory operations;
/skills, /workflows, /models, /usage, /status, and /docs.
Machine-readable OpenAPI 3.1 is served from /api/v1/openapi.json and
/api/v1/docs/openapi.json. It is generated from the mounted Express route registry.
Production deployment
Before accepting traffic:
Set NODE_ENV=production, replace owner and JWT secrets, and use a dedicated .env or Secret
manager.
Configure durable MongoDB and Redis endpoints, TLS, authentication, backups, and retention.
Configure at least one healthy model provider and stable model aliases.
Restrict filesystem roots, disable process execution unless required, and isolate untrusted code
in a container or remote sandbox.
Pin and approve MCP capabilities, Skill artifacts, DomainPack versions, prompts, and provider
revisions.
Persist data/ or replace local adapters with deployment-qualified providers.
Route traffic only after /api/v1/ready returns success.
Run release and real-provider acceptance suites in the target environment with zero skipped
required cases.
npm run lint
npm run typecheck
npm run build
npm test
npm run test:release
npm run test:release intentionally fails when required real Memory or Execution services and
credentials are not available.
Build once and start the compiled Server with the production environment:
npm run build
NODE_ENV=production npm start
Workspace packages
Hypha v1.0.1 publishes 15 version-aligned npm libraries. Pin the exact same version across the
dependency graph. The root workspace, bundled Server, CLI, and any package marked private remain
source/deployment surfaces. See the VitePress package reference,
Releases and npm Packages, and Upgrading.
Package
Responsibility
@codesoul-co/hypha-core
Public specs, schemas, Events, policy, runtime, Artifact, Workspace, and Execution contracts.
The source code in this repository is licensed under the
Apache License 2.0. Commercial use, modification, distribution, and private use are
permitted subject to the terms of that license.
The Hypha name, logo, wordmark, icons, and other designated brand assets are not licensed under
Apache-2.0. The official Hypha logo may be reproduced only in its unmodified form for truthful
reference or attribution to the Hypha project. Proportional resizing and lossless format conversion
are allowed when the visual appearance is preserved.
Do not recolor, crop, stretch, rotate, redraw, animate, add effects to, combine with another mark, or
create derivative versions of the Hypha logo. Do not use Hypha branding in a way that implies an
official distribution, endorsement, certification, sponsorship, or affiliation without prior written
permission from the applicable rights holder.
Commercial products may use the software under Apache-2.0, but modified forks and third-party
products must use their own primary branding. See BRAND_POLICY.md for the complete
brand-asset terms.
H
Hypha
CodeSoul-co·449 sao·
Harness-oriented agent system framework for production-grade LLM agent applications
Chưa có danh sách công cụ. Máy chủ từ xa sẽ có danh sách sau lần kiểm tra tình trạng đầu tiên.
Câu hỏi thường gặp
Câu hỏi
Làm thế nào để cài đặt Hypha?
Sao chép cấu hình stdio cho Cursor, Claude Desktop, Claude Code hoặc VS Code trên trang này. Cấu hình dùng bản cài đặt của nhà phát hành, không phải proxy của PlugMCP.
Hypha có cần khóa API không?
Bản ghi này không liệt kê biến môi trường bắt buộc nào.
Hypha dùng giao thức truyền tải nào?
Hypha chạy cục bộ qua stdio.
Hypha được kiểm tra lần cuối khi nào?
Kiểm tra lần cuối: 2026-10-27. Harness-oriented agent system framework for production-grade LLM agent applications