dsh-aoci
AOCI-CODE cognition layer for DeepSeek Harness: one slash command gives agents governed, Git-versioned repository and database cognition.
简体中文版见 README.zh-CN.md.
Abstract
dsh-aoci integrates AOCI-CODE — a local-first stdio MCP server and Go CLI implementing the AOCI (AI-Oriented Cognition Infrastructure) paradigm — into the DeepSeek Harness (DSH) plugin ecosystem. It separates deterministic governance (initialisation, baseline establishment, verification) from semantic authorship (FRAS entries authored by the model under AOCI's governance protocol), and exposes cognition through three complementary surfaces:
- Nine MCP tools (
mcp__aoci-<slug>__aoci_rules / aoci_overview / aoci_get_entries / aoci_search / aoci_maintain / aoci_update_entry / aoci_remove_entry / aoci_header / aoci_report), registered on demand by a dynamic MCP bridge instead of static per-repository configuration;
- Eleven deterministic tools (
aoci_status, aoci_verify, aoci_check, aoci_scan, aoci_panel, aoci_use, aoci_unbind, aoci_relations, aoci_impact, aoci_lineage, aoci_db) for governance, System-Cognition queries, database preflight, and agent-driven repository selection;
- One-shot slash command
/aoci [path]: with a path, resolves it (absolute, or relative to defaultRoot); without a path, auto-locates the current session’s workspace repository; runs conditional initialisation/baseline, binds the MCP bridge, and submits the index-build instruction to the current agent via agent.steer — cognition onboarding in a single invocation. Optional flags: --locale, --scope, --agent, --skip-scan, --db.
AOCI-CODE is licensed FSL-1.1-MIT (source-available); this plugin does not bundle its binary — it guides checksum-verified downloads from the official release channel.
Scope and Compatibility
- Tested runtime: DSH desktop >= 2.7.0 (API ^1.2.0); harness runtime ^0.1.1-rc.1 || ^0.1.5-alpha.1 (cordis ^4.0.2); web profile.
- Peer dependencies (provided by the host at boot):
@deepseek-ai/cordis, dsh-settings, dsh-system-prompt, dsh-tools, dsh-jobs, dsh-llm, react, react-dom.
- Runtime dependencies:
schemastery, @modelcontextprotocol/sdk.
- Prerequisite binary:
aoci from the official AOCI-CODE Release (default C:/aoci/bin/aoci.exe), verified by SHA-256.
Model-Facing Surface
| Surface | Names | Purpose |
|---|
| Cognition reads | mcp__aoci-<slug>__aoci_rules, ...__aoci_overview, ...__aoci_get_entries, ...__aoci_search | Load and query the governed cognition map |
| Cognition maintenance | ...__aoci_maintain, ...__aoci_update_entry, ...__aoci_remove_entry | Incremental, protocol-governed updates |
| Cognition evidence | ...__aoci_header, ...__aoci_report | Index identity and attestation |
| Deterministic governance | aoci_status, aoci_verify, aoci_check, aoci_scan, aoci_panel | Health, verification, baseline, panel (status also reports git head/working-dirty drift) |
| System Cognition | aoci_relations, aoci_impact <object>, aoci_lineage | Dependency projection, impact analysis, lineage binding |
| Database preflight | aoci_db <source> | Read-only database source access preflight (env-referenced credentials only) |
| Agent-driven binding | aoci_use <path>, aoci_unbind <slug> | Autonomous repository selection |
| Slash command | /aoci <path> | One-shot onboarding (bind + instruct agent to build) |
Architecture
DSH Web GUI (client) ── RPC/HTTP ──▶ DSH Host half (this plugin)
│ ctx.tools dynamic registration
▼
aoci mcp (stdio, spawned on demand)
│ nine MCP tools
▼
repository cognition assets (aoci.txt et al., Git-versioned)
- Dual-face plugin: the package root is the host (Node) half; the
./client export is the browser half registered through DSH's __ModuleLoader__.load protocol. State ledgers persist under profile-isolated state/aoci/ (projects.json, runs.jsonl).
- Dynamic MCP bridge (
AociBridge): spawns aoci --repo <root> mcp via Node child_process, connects StdioClientTransport + Client from @modelcontextprotocol/sdk, discovers the nine tools, and registers them on ctx.tools; unbinding unregisters and terminates the process.
- AOCI governance semantics (empirically fixed):
init runs only for uninitialised repositories (probe aoci.txt); scan runs only when no Baseline exists (probe .aoci/baseline.json); existing Baselines are maintained via argument-less aoci_maintain plus batch aoci_update_entry, proven by verify/check.
- One-shot command:
/aoci [path] (no-arg auto-locates the current workspace) is registered via ctx.inject(['commands'], …) and submits the build instruction through agent.steer(createUserMessage(...)) — the plan-mode submission pattern.
- Compaction-contract bridge:
compactAociResults (pure folding of Whole-Index bodies into receipts) and a compaction/end recovery hook (installAociCompactionGuard) align AOCI's compaction discipline with DSH session compaction.
Installation
Prerequisites
- A DeepSeek Harness profile (desktop >= 2.7.0 / runtime ^0.1.5-alpha.1 line).
- The
aoci binary from the official AOCI-CODE Release (e.g. aoci_0.1.0-rc18_windows_amd64.zip), SHA-256 verified against the published SHA256SUMS and placed at a stable absolute path (default C:/aoci/bin/aoci.exe).
Steps
cd <plugin-checkout>
pnpm install
pnpm check # typecheck + unit tests + build
pnpm pack # dsh-aoci-<version>.tgz
dsh plugin --profile <name> add ./dsh-aoci-<version>.tgz
# restart DSH Desktop, then in the input box:
# /aoci D:\path\to\repo (absolute path)
# /aoci ./relative (requires defaultRoot configured)
After /aoci, the agent builds the index (rules → full Overview → batched Maintain → verify/check → aligned). Subsequent sessions reuse the same Git-versioned cognition; maintenance is automatic at task completion.
Configuration Reference
| Key | Default | Description |
|---|
binaryPath | C:/aoci/bin/aoci.exe | Stable absolute path to the verified aoci binary. |
defaultRoot | `` (empty) | Base directory for relative paths in /aoci and aoci_use. |
mcp.serverNamePrefix | aoci | Namespace prefix for dynamically registered MCP tools. |
mcp.toolCallTimeoutMs | 120000 | Per-call timeout for bridged MCP tools. |
projects[].root / slug / locale | — | Static projects (optional; dynamic binding via /aoci needs none). |
projects[].dbSources[] | [] | Database sources (sourceId, engine, databaseName, namespace, credentialEnv). |
projects[].schedule.cron | 0 3 * * * | Nightly health-check schedule (verify-only by default). |
Verification Methodology
The plugin was validated through four complementary approaches:
- Unit tests (15 cases): slug/credential-reference derivation, five-field cron matching, MCP entry assembly, compaction folding, schema defaults, relative-path resolution.
- End-to-end chain (real
aoci 0.1.0-rc18 binary + real Git repository + MCP SDK): init succeeded; scan established a Baseline (6 files / 586 ms); verify emitted JSON; all nine MCP tools discovered; aoci_header returned index identity over MCP.
- Integration self-test (real Cordis context + command injection):
/aoci handler registered, bound 9/9 tools, and agent.steer submission succeeded.
- Loader composition:
dsh --profile web --dump-config resolves the plugin entry and its configuration without errors.
Known Limitations
- Background scheduling is not guaranteed after the application fully exits.
- Initial index construction grows with repository size (≈1 hour per 200K lines) and consumes API quota.
- Dynamic-bridge process lifecycle (crash reconnection) can be strengthened further.
- Database cognition (MySQL/PostgreSQL/openGauss table-level FRAS) and embedding the
aoci ui panel are later milestones.
Security Considerations
- Credentials are referenced exclusively through environment-variable names (
AOCI_DB_<ID>_DSN); the plugin never stores or embeds secrets.
- The
aoci binary is downloaded from the official Release and verified by SHA-256; it is not bundled or redistributed (FSL-1.1-MIT).
- MCP/subprocess environments are scrubbed of credential-shaped variables before merging explicit overrides.
- All
/aoci/* panel routes are loopback-only.
Acknowledgments
The authors wish to thank:
- The AOCI-CODE team and the authors of AOCI: Symbolic-Semantic Indexing for Practical Repository-Scale Code Understanding with LLMs (arXiv:2605.02421), whose governed cognition paradigm and local-first MCP server make this plugin possible.
- The DeepSeek Harness SDK team for the plugin protocols this work builds upon — sandbox context and injection declarations,
ctx.tools, ctx.commands, and the __ModuleLoader__.load frontend contract.
- The maintainers of
dsh-task-board (@linxin666/dsh-web-ui) and dsh-better-sidebar (omdsh-dev/DSH-better-sidebar), whose dual-face plugin architecture and manifest protocols were direct references.
dsh-plan-mode (@deepseek-ai/dsh-plan-mode) for the ctx.inject(['commands'], …) registration and agent.steer submission patterns.- Early adopters and reviewers whose real-environment feedback drove the 0.1.x fix cycle.
See RELEASE.md for the full version history and acknowledgements.
License and Attribution
MIT License (see LICENSE). AOCI-CODE is licensed FSL-1.1-MIT (source-available, github.com/aoci-spec/aoci-code); this project holds no AOCI-CODE binaries and distributes none. The design rationale is documented in docs/DESIGN.md.
