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jingchangzhao-gif/error-knowledge-base

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Error knowledge base for LLM tools: record a failure once, keep the fix, and hand it back before the model re-diagnoses. Windows CLI and daemon, DSH/Codex/Claude connectors, MCP server, PostgreSQL store.

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Error Knowledge Base

简体中文 · License

Diagnose an error once, record the fix, and reuse it the next time the same failure appears — locally, without calling a model.

Error Knowledge Base (errkb) is a local error-reuse and prevention platform for command-line workflows and AI coding tools. It captures observable failures, stores redacted and deduplicated knowledge in PostgreSQL, returns known fixes with evidence and trust, and tracks repository-backed prevention artifacts.

Release and source status

Version What it contains
Released v0.1.3 Error capture, retrieval, versioned fixes, outcomes and trust; CLI, daemon, Web toolbox and connectors; migrations 0001–0008; 9 MCP tools
Current main Everything above, plus the prevention loop, recurrence metrics, migration 0009 and 12 MCP tools; tested but not yet released

Download the portable toolbox from GitHub Releases. Source-only capabilities are marked Unreleased below so the download is not confused with the development branch.

What you can do

Goal Capability
Capture failures Wrap CLI commands, observe supported host hooks, follow logs or submit an ErrorEvent v1 payload
Protect local data Redact secrets before persistence; use a local Named Pipe by default with no telemetry or outbound model calls
Identify repeats Classify, normalize, fingerprint and deduplicate failures by project; repeated events append occurrences idempotently
Find known fixes Search exact identifiers first, then at most three explicitly labelled approximate candidates
Reuse with context Return the stored fix, source, match reason, environment warning and measured trust
Learn from results Keep solution versions and record success, failure or unknown outcomes for a specific version
Prevent recurrence (Unreleased) Version regression tests, deterministic checks, agent instructions and intents; verify, activate and measure real recurrence
Operate locally Use the Web toolbox, MCP, diagnostics, migrations, backup/restore, retention, audited deletion and portable PostgreSQL management

The exact implementation and verification boundary for each feature is in docs/features-and-implementation.md.

How it works

CLI / host hook / log / manual event
                │
                ▼
       redact → classify → normalize → fingerprint
                │
                ▼
        local daemon → PostgreSQL
                │
                ▼
 exact match → bounded approximate candidates → fix + reason + trust
  • Only failures are captured by the CLI wrapper; successful commands are not stored.
  • Exact fingerprint matches are reusable only when structured fields do not contradict. Approximate matches always require confirmation.
  • Fixes come from stored solution versions, not from a model generating a new answer.
  • Trust is computed from recorded outcomes; unknown outcomes do not change it.

Quick start

Requirements

  • Windows 10 or 11, x64.
  • PostgreSQL 16. errkb manages a dedicated local cluster; the database is not embedded.
  • No Go, Node.js or development toolchain is needed to run a release.

Install and open

Unpack errkb-toolbox.zip into a writable directory, then run:

.\errkb.exe pg install
.\start-errkb.cmd

The first command creates the local cluster, applies migrations and writes credentials. The second opens the loopback-only Web toolbox and starts the daemon when needed. For an existing PostgreSQL server, use errkb db migrate --dsn <your-dsn> instead.

See docs/install.md for custom ports, upgrades, logon recovery and uninstallation.

Complete the first reuse loop

Run a real project command through errkb:

.\errkb.exe run --connector cli --session local --project my-repo -- npm test

If it fails, open the issue in the Web toolbox and record the verified fix, or use MCP err_record_solution. Run the same command again to retrieve that fix when the failure repeats.

Record whether the specific solution version worked:

.\errkb.exe feedback <issue-id> <solution-version-id> --outcome success
.\errkb.exe search "module not found"
.\errkb.exe show <issue-id>
.\errkb.exe stats

The generic CLI returns a known fix after observing the failure. Supported DSH and Claude hooks can additionally provide standing hints or notices before a new diagnosis.

AI host integration

Host Supported integration
Generic CLI errkb run -- <command> failure capture and known-fix lookup
DSH Plugin hooks, standing hints and post-execution notices
Codex CLI CLI wrapper and MCP tools; no pre-failure hook is claimed
Claude Code PostToolUseFailure hook, CLI wrapper, session hints and MCP tools

Register MCP with a supported host:

.\errkb.exe mcp install --host codex
.\errkb.exe mcp install --host claude
.\errkb.exe mcp install --host dsh
.\errkb.exe mcp selftest

Current main exposes 12 MCP tools; released v0.1.3 exposes 9. MCP lets a model or user actively query and update allowed knowledge; installing it does not passively watch the host. Measured versions and unsupported paths are recorded in docs/connector-matrix.md.

Prevention loop on current main

Turn a resolved issue into a reviewed, versioned prevention artifact:

  1. Register a repository-relative file and its SHA-256 as a draft.
  2. Explicitly run a bounded verification command through the CLI.
  3. Commit the artifact yourself, then activate the matching verified version at a clean Git HEAD.
  4. Observe recurrence through real occurrence data and 30-day activation windows.
errkb prevention add --issue <resolved-issue-id> --kind regression_test --title "Rename regression" --repo . --path tests/rename_test.go
errkb prevention verify <artifact-version-id> --repo . -- go test ./...
# Review and commit the artifact yourself before activation.
errkb prevention activate <artifact-version-id> --repo .
errkb prevention stats --issue <resolved-issue-id>

The four artifact kinds are regression_test, deterministic_check, agent_instruction and intent. MCP can register metadata and read preventions, but only the human-invoked CLI can verify or activate them. Web prevention statistics are read-only.

Activation records evidence; it does not install a CI job or host hook, edit a file or perform Git writes. See docs/prevention.md for lifecycle rules, metrics, privacy and troubleshooting.

Command overview

Command Purpose
errkb run -- <command> Run a command, preserve its behavior and record failures
errkb search <query> / show <id> Find and inspect known issues and fixes
errkb record --event <file> Submit a complete event from a file or stdin
errkb list / stats List issues or solutions and read aggregate metrics
errkb feedback <issue> <version> Record a solution outcome
errkb prevention add|verify|activate|list|show|stats Manage and observe prevention artifacts (Unreleased)
errkb tail --file <path> Capture failures from a growing log
errkb ui --web Open the local Web toolbox
errkb mcp / mcp install / mcp selftest Serve, register and verify MCP
errkb db migrate|status Apply or inspect schema migrations
errkb pg install|start|stop|status|uninstall Manage the local PostgreSQL cluster
errkb doctor Run read-only environment, connector and MCP diagnostics
errkb markdown import|export Exchange the legacy ERRORS.md format

Most read and write commands support --json with a versioned contract payload.

Privacy and operating boundaries

  • Knowledge stays on the local machine. The core makes no model calls, outbound network requests or telemetry reports.
  • Redaction happens before database writes. HTTP is off by default; MCP uses stdio and the local API uses an owner-only Named Pipe.
  • Prevention storage contains metadata, hashes and redacted bounded evidence, not artifact bodies or absolute repository paths.
  • Retention functions and settings exist, but automatic scheduled purging is not currently wired into the daemon.
  • The DSH adapter's offline queue can temporarily contain raw observations on local disk before core redaction.

Read docs/privacy.md before storing sensitive project data.

Current limitations

  • PostgreSQL 16 is required; errkb is not a database-embedded single-file application.
  • Releases are not code-signed; verify the published SHA256SUMS.
  • Prevention activation does not automatically integrate an artifact into CI or a host workflow.
  • errkb does not generate regression tests, edit prevention files, perform automatic Git writes or execute retrieved fixes.
  • There is no team/cloud synchronization, vector search, private chain-of-thought capture or reliable hallucination detector.
  • Generic log/manual host acceptance and the connector paths explicitly marked unverified in the matrix remain incomplete.

Documentation

Document Purpose
docs/project-status.md / 中文 Release, source and verification status
docs/install.md / 中文 Install, upgrade, recovery and uninstall
docs/features-and-implementation.md / 中文 Feature-to-source implementation map
docs/prevention.md / 中文 Prevention workflow and metrics
docs/connector-matrix.md / 中文 Measured host capabilities and gaps
docs/privacy.md / 中文 Data storage, redaction, retention and deletion
docs/benchmarks.md / 中文 Performance evidence and test environment
CHANGELOG.md Release history and Unreleased changes

Historical design plans and acceptance records remain under docs/; they are evidence rather than current user entry points.

Development

pnpm install
pnpm typecheck
pnpm lint
pnpm format:check
pnpm test
pnpm build

go build ./...
go vet ./...
gofmt -l .
cue vet ./spec/...

Database integration tests require PostgreSQL and ERRKB_TEST_DATABASE_URL; without it they skip. Windows packaging scripts live in packaging/windows/.

Contributions should preserve the bilingual documentation and the existing contract, privacy and verification gates. See docs/implementation-plan.md for repository conventions.

License

MIT © jingchangzhao-gif

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